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The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
ARL5A is not prognostic in Kidney Chromophobe (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
14.5
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
64.0
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
41.8
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
35.1
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
32.3
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
31.1
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
29.1
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
28.8
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
28.1
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
27.1
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
23.8
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
21.8
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
21.4
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
21.0
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
20.4
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
19.5
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
18.2
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
17.9
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
16.4
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
16.3
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
16.2
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
15.7
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
15.4
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
15.3
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
14.7
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
14.6
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
14.2
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
14.1
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
14.1
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
13.5
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
13.2
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
12.4
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
12.1
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
11.8
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
11.4
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
11.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
10.7
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
10.3
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
10.0
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
9.9
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
9.8
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
9.8
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
9.8
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
8.2
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
8.1
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
7.9
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
7.7
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
6.8
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
6.7
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
6.5
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
6.4
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
6.4
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
6.3
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
6.2
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
6.2
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
5.7
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
4.8
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
4.7
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
4.7
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
4.6
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
4.2
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
3.3
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
3.2
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
2.7
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 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.
ARL5A 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
19.2
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
102.6
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
75.6
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
67.3
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
66.3
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
55.2
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
51.4
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
50.3
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
48.1
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
47.2
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
44.8
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
43.2
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
42.4
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
42.0
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
41.5
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
40.7
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
38.1
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
37.8
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
37.6
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
37.2
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
37.0
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
36.4
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
34.9
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
34.4
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
34.4
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
34.3
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
34.2
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
34.1
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
33.7
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
33.4
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
33.2
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
33.1
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
33.0
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
33.0
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
32.7
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
32.6
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
32.5
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
32.5
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
32.3
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
31.9
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
31.9
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
31.7
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
31.6
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
31.5
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
31.5
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
31.3
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
31.3
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
31.2
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
31.2
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
31.0
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
31.0
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
30.9
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
30.9
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
30.8
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
30.8
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
30.7
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
30.2
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
30.2
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
30.1
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
30.0
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
29.9
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
29.8
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
29.7
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
29.6
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
29.6
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
29.3
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
29.2
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
29.1
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
29.0
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
29.0
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
29.0
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
28.9
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
28.9
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
28.7
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
28.6
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
28.5
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
28.4
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
28.4
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
28.4
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
28.4
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
28.3
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
28.2
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
28.1
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
27.8
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
27.8
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
27.7
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
27.7
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
27.6
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
27.6
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
27.5
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
27.4
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
27.3
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
27.2
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
27.1
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
27.1
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
27.1
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
26.8
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
26.8
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
26.8
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
26.8
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
26.7
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
26.7
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
26.7
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
26.5
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
26.5
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
26.4
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
26.3
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
26.3
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
26.3
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
26.1
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
26.0
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
26.0
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
25.9
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
25.9
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
25.7
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
25.7
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
25.7
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
25.6
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
25.5
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
25.5
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
25.5
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
25.4
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
25.4
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
25.4
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
25.4
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
25.4
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
25.3
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
25.3
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
25.3
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
25.2
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
25.2
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
25.2
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
25.1
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
25.1
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
25.1
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
25.0
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
24.9
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
24.9
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
24.8
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
24.8
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
24.8
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
24.8
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
24.7
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
24.6
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
24.6
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
24.6
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
24.6
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
24.6
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
24.5
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
24.4
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
24.3
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
24.3
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
24.3
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
24.3
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
24.2
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
24.2
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
24.1
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
24.0
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
23.9
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
23.8
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
23.8
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
23.7
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
23.6
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
23.5
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
23.4
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
23.4
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
23.3
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
23.0
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
23.0
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
22.8
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
22.8
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
22.7
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
22.7
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
22.7
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
22.6
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
22.5
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
22.4
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
22.3
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
22.3
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
22.3
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
22.3
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
22.3
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
22.1
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
22.1
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
22.1
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
22.1
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
21.9
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
21.9
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
21.8
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
21.8
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
21.7
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
21.7
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
21.6
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
21.5
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
21.5
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
21.5
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
21.5
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
21.5
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
21.5
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
21.4
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
21.4
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
21.3
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
21.2
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
21.2
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
21.2
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
21.2
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
21.1
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
21.1
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
21.1
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
21.0
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
21.0
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
21.0
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
20.9
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
20.9
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
20.9
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
20.8
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
20.8
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
20.7
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
20.7
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
20.5
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
20.5
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
20.4
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
20.3
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
20.3
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
20.3
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
20.2
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
20.2
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
20.2
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
20.2
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
20.1
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
20.1
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
19.9
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
19.9
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
19.9
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
19.9
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
19.8
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
19.8
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
19.8
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
19.8
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
19.8
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
19.7
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
19.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
19.7
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
19.6
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
19.6
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
19.5
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
19.4
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
19.3
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
19.2
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
19.2
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
19.1
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
19.0
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
19.0
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
18.9
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
18.8
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
18.8
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
18.7
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
18.7
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
18.6
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
18.6
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
18.5
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
18.5
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
18.5
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
18.5
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
18.4
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
18.3
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
18.3
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
18.2
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
18.2
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
18.2
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
18.2
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
18.1
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
18.1
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
18.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
18.1
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
18.0
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
18.0
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
18.0
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
17.9
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
17.9
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
17.8
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
17.7
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
17.7
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
17.7
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
17.6
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
17.6
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
17.6
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
17.6
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
17.5
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
17.5
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
17.5
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
17.4
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
17.4
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
17.2
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
17.1
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
17.1
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
17.0
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
17.0
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
16.8
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
16.8
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
16.7
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
16.7
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
16.7
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
16.6
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
16.6
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
16.6
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
16.5
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
16.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
16.4
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
16.4
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
16.3
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
16.3
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
16.3
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
16.3
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
16.3
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
16.3
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
16.3
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
16.2
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
16.2
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
15.8
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
15.8
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
15.7
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
15.7
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
15.6
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
15.6
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
15.5
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
15.5
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
15.3
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
15.3
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
15.3
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
15.2
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
15.1
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
15.1
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
15.1
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
15.0
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
15.0
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
15.0
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
15.0
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
15.0
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
15.0
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
14.9
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
14.9
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
14.8
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
14.7
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
14.7
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
14.5
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
14.4
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
14.4
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
14.3
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
14.3
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
14.3
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
14.3
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
14.3
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
14.3
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
14.2
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
14.1
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
14.0
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
14.0
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
13.9
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
13.9
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
13.9
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
13.8
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
13.8
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
13.8
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
13.7
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
13.6
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
13.6
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
13.6
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
13.5
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
13.4
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
13.3
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
13.1
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
13.0
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
13.0
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
12.8
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
12.8
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
12.7
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
12.7
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
12.6
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
12.6
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
12.5
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
12.4
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
12.4
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
12.4
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
12.3
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
12.3
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
12.2
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
12.2
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
12.2
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
12.1
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
12.0
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
12.0
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
12.0
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
11.9
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
11.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
11.8
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
11.8
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
11.8
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
11.7
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
11.7
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
11.6
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
11.4
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
11.4
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
11.4
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
11.4
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
11.4
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
11.3
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
11.2
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
11.1
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
11.1
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
11.0
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
10.9
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
10.9
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
10.8
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
10.8
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
10.7
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
10.7
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
10.6
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
10.6
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
10.5
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
10.4
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
10.4
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
10.3
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
10.2
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
10.0
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
10.0
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
10.0
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
9.9
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
9.9
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
9.8
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
9.7
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
9.6
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
9.6
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
9.4
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
9.3
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
9.3
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
9.2
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
9.2
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
8.9
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
8.7
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
8.7
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
8.6
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
8.5
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
8.5
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
8.4
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
8.4
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
8.3
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
8.1
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
8.0
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
7.8
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
7.7
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
7.6
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
7.6
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
7.5
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
7.5
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
7.5
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
7.4
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
7.2
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
7.2
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
7.2
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
7.2
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
7.2
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
7.2
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
7.2
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
7.1
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
7.0
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
7.0
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
7.0
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
7.0
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
6.9
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
6.9
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
6.9
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
6.8
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
6.8
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
6.8
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
6.6
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
6.6
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
6.5
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
6.5
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
6.3
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
6.2
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
6.2
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
6.1
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
6.1
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
5.9
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
5.8
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
5.7
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
5.7
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
5.5
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
5.5
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
5.5
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
5.5
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
5.3
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
5.0
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
4.7
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
4.5
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
4.5
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
4.3
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
4.3
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
4.3
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
4.2
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
4.2
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
4.2
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
4.1
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
4.1
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
4.0
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
3.7
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
3.6
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
3.5
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
3.5
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
3.4
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
3.3
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
3.0
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
2.6
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
2.6
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
2.6
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
2.6
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
2.5
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
2.5
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
2.0
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
1.6
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
ARL5A 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
25.7
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
44.2
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
41.4
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
39.4
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
38.9
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
38.1
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
37.7
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
37.5
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
37.3
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
37.2
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
36.4
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
35.7
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
35.5
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
35.2
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
33.9
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
33.8
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
33.4
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
32.9
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
32.4
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
32.0
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
31.7
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
31.7
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
31.4
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
30.9
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
30.7
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
30.6
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
30.5
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
30.3
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
30.2
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
30.1
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
30.0
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
29.9
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
29.3
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
29.3
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
29.3
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
29.3
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
29.0
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
28.9
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
28.7
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
28.5
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
28.4
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
28.2
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
27.9
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
27.8
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
27.6
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
27.4
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
27.2
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
27.2
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
27.0
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
26.6
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
26.6
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
26.4
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
26.0
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
25.7
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
25.4
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
25.3
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
25.2
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
25.2
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
25.0
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
25.0
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
24.1
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
23.7
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
23.3
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
23.0
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
22.8
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
22.8
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
22.7
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
22.7
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
22.5
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
22.5
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
22.2
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
22.1
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
22.1
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
21.4
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
20.3
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
20.3
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
20.1
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
19.7
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
19.3
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
19.2
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
19.1
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
18.6
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
18.5
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
18.4
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
18.0
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
17.8
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
17.7
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
16.6
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
16.6
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
16.4
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
16.2
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
15.8
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
15.4
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
15.2
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
14.7
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
13.9
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
13.5
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
10.9
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
10.1
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
9.4
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.
ARL5A 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
11.3
Number of samples
282
Samples
Sample
Description
TPM
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
55.6
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
38.2
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
34.5
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
33.6
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
33.4
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
33.0
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
31.3
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
30.7
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
29.9
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
29.5
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
29.0
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
28.2
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
27.6
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
26.2
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
25.6
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
24.9
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
24.8
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
24.8
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
24.7
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
24.6
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
23.7
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
23.2
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
23.1
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
22.5
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
22.2
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
22.2
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
22.1
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
21.9
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
21.8
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
21.6
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
21.4
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
21.4
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
21.4
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
21.2
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
20.8
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
20.7
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
20.5
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
20.5
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
20.3
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
20.1
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
20.1
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
19.8
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
19.8
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
19.3
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
19.1
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
19.1
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
18.7
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
18.5
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
18.4
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
18.4
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
18.4
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
18.3
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
18.3
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
17.9
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
17.6
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
17.2
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
17.1
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
17.1
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
17.1
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
17.0
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
16.8
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
16.6
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
16.5
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
16.0
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
15.9
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
15.2
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
15.1
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
15.1
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
14.8
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
14.8
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
14.7
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
14.7
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
14.6
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
14.5
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
14.4
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
14.3
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
14.3
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
14.2
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
14.0
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
13.7
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
13.5
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
13.5
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
13.5
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
13.5
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
13.4
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
13.3
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
13.2
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
13.2
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
13.2
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
13.1
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
13.1
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
13.0
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
13.0
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
13.0
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
12.8
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
12.8
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
12.7
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
12.7
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
12.6
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
12.6
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
12.5
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
12.4
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
12.4
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
12.3
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
12.3
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
12.1
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
12.1
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
12.0
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
12.0
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
12.0
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
11.9
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
11.7
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
11.7
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
11.6
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
11.5
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
11.4
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
11.4
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
11.3
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
11.2
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
11.0
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
10.9
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
10.8
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
10.8
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
10.8
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
10.8
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
10.7
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
10.5
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
10.4
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
10.4
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
10.3
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
10.2
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
10.2
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
10.1
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
10.0
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
10.0
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
10.0
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
10.0
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
10.0
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
9.8
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
9.8
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
9.7
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
9.6
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
9.6
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
9.6
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
9.5
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
9.4
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
9.4
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
9.4
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
9.3
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
9.2
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
9.2
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
9.1
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
9.0
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
8.9
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
8.9
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
8.8
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
8.8
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
8.7
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
8.7
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
8.7
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
8.6
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
8.6
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
8.6
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
8.5
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
8.3
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
8.3
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
8.2
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
8.0
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
8.0
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
8.0
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
7.8
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
7.8
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
7.8
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
7.7
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
7.7
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
7.6
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
7.6
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
7.5
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
7.4
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
7.4
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
7.4
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
7.4
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
7.4
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
7.3
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
7.3
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
7.3
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
7.2
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
7.2
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
6.9
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
6.9
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
6.9
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
6.9
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
6.8
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
6.6
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
6.6
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
6.5
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
6.4
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
6.4
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
6.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
6.3
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
6.3
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
6.2
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
6.2
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
6.2
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
6.0
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
6.0
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
5.9
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
5.9
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
5.8
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
5.8
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
5.8
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
5.6
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
5.6
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
5.6
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
5.5
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
5.4
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
5.4
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
5.3
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
5.2
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
5.1
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
5.0
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
4.9
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
4.8
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
4.8
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
4.7
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
4.7
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
4.6
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
4.4
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
4.4
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
4.4
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
4.3
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
4.3
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
4.2
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
4.1
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
4.0
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
4.0
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
4.0
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
3.9
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
3.9
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
3.9
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
3.8
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
3.8
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
3.8
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
3.8
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
3.7
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
3.7
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
3.6
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
3.6
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
3.5
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
3.5
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
3.5
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
3.5
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
3.4
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
3.4
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
3.4
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
3.4
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
3.3
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
3.3
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
3.3
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
3.3
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
3.2
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
3.1
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
3.0
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
3.0
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
2.9
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
2.8
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
2.5
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
2.5
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
2.4
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
2.3
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
2.3
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
2.2
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
2.2
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
2.2
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
1.7
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
1.6
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
1.4
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
1.3
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
1.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
0.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
0.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0078510003
Tumor
0.9
CPT0088550004
Tumor
0.6
CPT0001540009
Tumor
0.6
CPT0002270011
Tumor
0.6
CPT0001500009
Tumor
0.5
CPT0023350003
Tumor
0.5
CPT0020120003
Tumor
0.5
CPT0079180003
Tumor
0.5
CPT0078660003
Tumor
0.5
CPT0078800003
Tumor
0.5
CPT0076330003
Tumor
0.5
CPT0010110003
Tumor
0.4
CPT0025110003
Tumor
0.4
CPT0078830003
Tumor
0.4
CPT0065430003
Tumor
0.4
CPT0086360003
Tumor
0.4
CPT0025290003
Tumor
0.4
CPT0079270003
Tumor
0.4
CPT0019130003
Tumor
0.4
CPT0063320003
Tumor
0.4
CPT0065930003
Tumor
0.4
CPT0009060003
Tumor
0.3
CPT0000640003
Tumor
0.3
CPT0015730003
Tumor
0.3
CPT0001340003
Tumor
0.3
CPT0012280003
Tumor
0.3
CPT0012900004
Tumor
0.3
CPT0025050003
Tumor
0.3
CPT0021240003
Tumor
0.3
CPT0012670003
Tumor
0.3
CPT0026410003
Tumor
0.3
CPT0086950003
Tumor
0.3
CPT0069160003
Tumor
0.3
CPT0015810003
Tumor
0.3
CPT0092290003
Tumor
0.3
CPT0088630003
Tumor
0.3
CPT0086820003
Tumor
0.3
CPT0064370003
Tumor
0.3
CPT0012550003
Tumor
0.3
CPT0065810003
Tumor
0.2
CPT0006630003
Tumor
0.2
CPT0002350011
Tumor
0.2
CPT0081600003
Tumor
0.2
CPT0014450004
Tumor
0.2
CPT0088640003
Normal
0.2
CPT0000870016
Tumor
0.2
CPT0015910003
Tumor
0.2
CPT0092160003
Tumor
0.2
CPT0007860003
Tumor
0.2
CPT0077110003
Tumor
0.2
CPT0001220008
Tumor
0.2
CPT0065870003
Tumor
0.2
CPT0077140001
Normal
0.2
CPT0065690003
Tumor
0.2
CPT0081880003
Tumor
0.2
CPT0025580004
Tumor
0.2
CPT0025170003
Tumor
0.1
CPT0071150004
Tumor
0.1
CPT0065750003
Tumor
0.1
CPT0009000003
Tumor
0.1
CPT0001180009
Tumor
0.1
CPT0000790001
Normal
0.1
CPT0007320003
Tumor
0.1
CPT0092800003
Normal
0.1
CPT0014370004
Tumor
0.1
CPT0078990003
Tumor
0.1
CPT0088900003
Tumor
0.1
CPT0088480003
Tumor
0.1
CPT0086030003
Tumor
0.1
CPT0078930003
Tumor
0.1
CPT0014160003
Tumor
0.1
CPT0069000003
Tumor
0.1
CPT0088760003
Tumor
0.0
CPT0023360001
Normal
0.0
CPT0010160003
Tumor
0.0
CPT0018250001
Normal
0.0
CPT0024670003
Tumor
0.0
CPT0086370003
Normal
0.0
CPT0020020001
Normal
0.0
CPT0063630003
Tumor
0.0
CPT0023690003
Tumor
0.0
CPT0079410003
Tumor
0.0
CPT0025880003
Tumor
0.0
CPT0012180003
Tumor
0.0
CPT0012370003
Tumor
0.0
CPT0014350001
Normal
0.0
CPT0089480003
Normal
0.0
CPT0012290003
Normal
0.0
CPT0092730003
Tumor
0.0
CPT0066430001
Normal
0.0
CPT0007870001
Normal
0.0
CPT0025610001
Normal
0.0
CPT0075560003
Tumor
0.0
CPT0019160001
Normal
0.0
CPT0001550001
Normal
0.0
CPT0006530001
Normal
0.0
CPT0077500001
Normal
0.0
CPT0081990003
Tumor
0.0
CPT0011410003
Tumor
0.0
CPT0065450001
Normal
0.0
CPT0084560003
Tumor
0.0
CPT0006900003
Tumor
0.0
CPT0079000001
Normal
0.0
CPT0077490003
Tumor
0.0
CPT0001230001
Normal
0.0
CPT0020130001
Normal
0.0
CPT0001510001
Normal
0.0
CPT0063330001
Normal
0.0
CPT0088690003
Tumor
0.0
CPT0066470004
Tumor
0.0
CPT0076350001
Normal
0.0
CPT0087050003
Normal
-0.1
CPT0064400001
Normal
-0.1
CPT0006950001
Normal
-0.1
CPT0079430001
Normal
-0.1
CPT0026420001
Normal
-0.1
CPT0066520001
Normal
-0.1
CPT0006730001
Normal
-0.1
CPT0088970003
Tumor
-0.1
CPT0017850003
Tumor
-0.1
CPT0081620001
Normal
-0.1
CPT0001350001
Normal
-0.1
CPT0014130001
Normal
-0.1
CPT0075570001
Normal
-0.1
CPT0013790003
Normal
-0.1
CPT0009020003
Normal
-0.1
CPT0001270001
Normal
-0.1
CPT0086870003
Tumor
-0.1
CPT0000890001
Normal
-0.1
CPT0012640003
Normal
-0.1
CPT0012570003
Normal
-0.1
CPT0001260009
Tumor
-0.1
CPT0065820001
Normal
-0.1
CPT0086970003
Normal
-0.1
CPT0012080003
Tumor
-0.1
CPT0006440003
Tumor
-0.1
CPT0025060001
Normal
-0.1
CPT0011240003
Tumor
-0.1
CPT0078840001
Normal
-0.1
CPT0010120001
Normal
-0.1
CPT0012770003
Normal
-0.2
CPT0078940001
Normal
-0.2
CPT0079510001
Normal
-0.2
CPT0089020003
Tumor
-0.2
CPT0077320001
Normal
-0.2
CPT0023710001
Normal
-0.2
CPT0075130003
Tumor
-0.2
CPT0025350003
Tumor
-0.2
CPT0084590001
Normal
-0.2
CPT0078670001
Normal
-0.2
CPT0017410003
Tumor
-0.2
CPT0002370001
Normal
-0.2
CPT0092790003
Tumor
-0.2
CPT0012090003
Normal
-0.2
CPT0079230003
Tumor
-0.2
CPT0092190003
Normal
-0.2
CPT0079300001
Normal
-0.2
CPT0019990003
Tumor
-0.2
CPT0079480003
Tumor
-0.2
CPT0092740003
Normal
-0.2
CPT0088780001
Normal
-0.2
CPT0077310003
Tumor
-0.2
CPT0086890003
Normal
-0.2
CPT0087040003
Tumor
-0.2
CPT0089460004
Tumor
-0.2
CPT0075170001
Normal
-0.2
CPT0092310003
Normal
-0.2
CPT0088710001
Normal
-0.2
CPT0000660001
Normal
-0.2
CPT0082010001
Normal
-0.2
CPT0063640001
Normal
-0.2
CPT0075720003
Tumor
-0.2
CPT0079380003
Tumor
-0.3
CPT0010170001
Normal
-0.3
CPT0007470001
Normal
-0.3
CPT0085670003
Tumor
-0.3
CPT0012920003
Normal
-0.3
CPT0024680001
Normal
-0.3
CPT0086830003
Normal
-0.3
CPT0025920001
Normal
-0.3
CPT0000780007
Tumor
-0.3
CPT0088920001
Normal
-0.3
CPT0069010001
Normal
-0.3
CPT0025230003
Tumor
-0.3
CPT0001190001
Normal
-0.3
CPT0014470001
Normal
-0.4
CPT0069190001
Normal
-0.4
CPT0089040001
Normal
-0.4
CPT0009080003
Normal
-0.4
CPT0066480003
Tumor
-0.4
CPT0088570001
Normal
-0.4
CPT0017450001
Normal
-0.4
CPT0078530001
Normal
-0.4
CPT0088500001
Normal
-0.5
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
