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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.
RALB 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
19.8
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
73.0
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
59.4
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
59.1
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
58.4
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
46.0
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
37.7
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
37.2
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
34.8
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
34.1
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
33.8
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
29.4
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
28.8
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
26.0
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
25.0
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
24.5
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
24.3
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
23.5
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
23.3
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
22.5
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
22.4
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
22.4
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
22.3
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
21.9
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
20.3
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
19.8
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
19.2
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
18.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
18.3
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
18.0
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
17.7
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
17.4
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
16.7
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
15.4
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
14.8
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
14.8
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
14.6
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
14.5
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
14.5
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
14.1
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
13.9
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
13.7
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
13.6
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
13.4
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
13.1
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
12.8
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
11.2
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
10.1
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
10.0
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
9.9
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
9.8
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
9.5
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
9.2
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
8.7
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
8.7
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
7.9
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
7.5
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
7.5
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
7.3
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
4.8
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
4.7
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
4.6
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
0.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
0.0
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.
RALB is validated 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
71.4
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
180.5
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
167.4
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
166.1
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
150.1
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
144.7
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
143.5
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
143.3
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
142.8
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
140.0
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
139.4
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
138.6
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
137.9
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
135.6
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
134.7
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
134.6
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
133.4
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
132.2
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
130.0
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
128.9
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
127.1
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
126.2
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
124.6
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
124.0
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
124.0
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
122.7
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
122.6
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
121.7
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
121.7
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
121.5
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
121.1
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
121.0
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
120.7
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
120.1
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
119.2
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
118.7
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
118.3
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
117.6
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
117.3
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
116.9
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
116.9
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
116.2
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
115.4
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
114.9
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
114.1
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
113.9
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
112.8
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
112.4
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
111.2
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
111.0
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
110.7
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
110.7
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
110.6
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
110.5
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
110.4
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
110.3
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
109.6
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
108.4
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
108.4
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
108.2
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
107.8
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
107.7
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
107.0
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
107.0
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
106.8
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
106.6
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
105.6
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
105.2
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
104.9
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
104.9
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
104.6
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
104.5
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
104.2
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
103.7
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
103.3
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
103.2
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
102.6
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
102.6
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
102.2
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
101.8
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
101.5
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
101.2
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
100.9
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
100.8
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
100.6
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
100.5
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
100.5
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
100.4
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
100.2
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
100.1
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
99.9
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
99.2
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
98.7
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
98.7
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
98.5
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
98.4
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
98.3
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
98.0
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
97.9
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
97.8
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
97.6
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
97.3
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
97.2
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
97.0
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
97.0
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
97.0
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
96.9
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
96.8
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
96.4
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
96.4
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
96.4
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
95.8
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
95.8
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
95.5
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
95.4
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
95.4
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
95.4
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
95.3
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
95.3
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
95.0
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
95.0
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
94.8
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
94.8
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
94.7
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
94.7
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
94.0
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
93.9
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
93.8
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
93.7
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
93.4
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
93.1
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
92.9
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
91.8
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
91.6
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
91.2
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
90.8
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
90.5
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
90.4
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
90.2
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
89.8
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
89.8
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
89.7
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
89.5
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
89.4
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
89.0
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
88.8
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
88.7
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
88.7
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
88.6
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
88.5
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
88.4
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
88.4
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
88.2
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
88.1
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
87.8
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
87.8
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
87.6
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
87.3
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
87.3
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
86.9
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
86.9
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
86.7
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
86.6
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
86.5
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
86.4
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
86.2
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
86.1
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
86.1
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
86.0
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
85.6
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
85.2
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
85.1
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
85.0
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
84.6
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
84.6
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
84.5
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
84.4
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
84.1
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
84.0
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
84.0
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
83.9
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
83.4
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
83.4
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
83.4
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
83.4
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
83.1
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
83.0
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
82.7
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
82.5
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
82.4
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
82.3
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
82.3
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
82.3
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
82.0
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
82.0
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
81.9
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
81.8
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
81.7
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
81.4
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
81.0
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
80.8
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
80.8
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
80.7
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
80.6
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
80.5
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
80.5
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
80.4
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
80.3
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
80.1
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
79.4
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
79.3
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
79.3
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
79.2
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
79.1
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
79.1
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
79.0
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
78.8
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
78.7
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
78.5
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
78.5
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
78.2
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
78.1
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
78.0
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
78.0
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
77.8
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
77.7
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
77.5
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
77.5
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
77.5
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
77.3
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
77.2
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
76.9
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
76.8
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
76.6
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
76.6
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
76.6
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
76.5
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
76.4
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
76.2
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
76.0
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
75.9
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
75.9
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
75.6
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
75.4
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
75.4
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
75.1
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
74.6
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
74.5
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
74.4
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
74.3
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
73.9
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
73.8
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
73.6
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
73.6
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
73.4
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
73.1
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
72.8
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
72.8
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
72.7
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
72.3
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
72.3
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
72.1
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
72.0
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
72.0
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
71.7
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
71.7
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
71.6
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
71.6
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
71.3
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
71.3
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
71.1
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
70.8
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
70.8
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
70.7
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
70.7
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
70.6
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
70.5
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
70.4
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
70.4
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
70.3
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
70.2
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
70.1
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
69.9
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
69.7
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
69.6
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
69.0
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
69.0
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
68.9
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
68.8
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
68.7
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
68.6
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
68.4
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
68.2
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
68.1
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
67.9
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
67.7
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
67.4
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
67.3
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
67.1
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
67.1
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
66.7
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
66.4
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
66.4
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
66.2
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
66.1
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
65.9
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
65.7
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
65.7
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
65.6
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
65.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
65.5
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
65.0
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
64.7
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
64.5
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
64.2
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
64.2
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
63.8
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
63.6
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
63.5
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
63.5
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
63.3
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
63.3
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
63.2
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
63.2
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
63.0
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
62.8
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
62.7
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
62.7
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
62.5
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
62.5
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
62.3
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
62.2
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
62.2
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
62.0
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
61.9
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
61.9
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
61.8
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
61.7
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
61.4
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
61.3
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
61.0
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
60.9
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
60.8
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
60.6
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
60.2
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
59.9
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
59.9
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
59.9
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
59.8
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
59.7
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
59.6
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
59.5
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
58.6
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
58.3
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
58.2
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
58.1
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
58.0
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
57.8
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
57.6
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
57.6
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
57.5
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
57.4
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
57.4
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
56.8
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
56.3
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
56.3
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
56.2
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
56.0
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
55.9
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
55.4
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
55.3
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
55.3
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
55.2
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
55.1
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
55.1
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
55.1
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
55.0
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
54.9
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
54.1
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
54.1
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
53.9
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
53.2
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
53.1
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
52.9
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
52.7
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
52.3
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
51.8
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
51.7
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
51.5
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
51.0
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
50.8
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
49.6
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
49.2
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
49.1
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
49.1
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
49.0
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
47.3
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
47.2
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
47.1
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
46.9
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
46.8
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
46.6
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
46.5
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
45.8
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
45.3
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
45.2
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
45.0
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
44.6
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
43.4
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
43.1
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
42.8
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
42.8
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
42.6
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
42.5
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
41.9
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
41.7
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
40.9
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
40.5
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
40.1
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
39.6
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
38.8
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
38.5
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
38.3
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
38.3
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
38.1
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
37.3
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
37.2
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
37.1
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
37.0
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
36.7
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
36.7
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
36.5
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
36.0
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
35.9
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
35.8
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
35.6
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
35.5
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
35.2
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
35.1
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
35.1
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
35.0
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
34.9
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
34.9
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
34.9
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
34.9
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
34.7
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
34.6
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
34.5
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
34.3
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
33.4
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
32.9
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
32.5
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
32.3
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
31.6
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
31.5
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
31.5
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
31.4
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
31.3
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
30.9
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
30.6
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
30.4
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
30.2
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
29.7
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
29.5
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
29.2
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
29.1
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
28.4
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
28.3
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
28.2
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
28.2
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
28.1
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
27.9
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
27.0
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
26.6
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
26.5
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
26.3
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
26.2
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
25.6
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
25.4
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
25.3
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
25.0
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
24.7
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
24.7
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
24.7
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
24.6
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
24.5
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
23.9
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
23.4
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
22.8
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
22.6
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
22.4
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
22.2
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
21.9
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
21.7
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
21.5
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
20.9
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
20.6
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
20.5
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
19.9
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
19.9
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
19.7
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
19.4
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
19.2
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
18.8
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
18.6
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
17.8
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
17.7
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
16.6
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
15.9
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
15.5
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
15.3
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
15.0
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
14.8
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
12.4
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
11.4
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
10.6
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
10.2
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
9.7
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
9.0
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
8.6
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
6.2
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 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.
RALB is validated prognostic, high expression is favorable 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
92.5
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
172.3
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
154.5
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
137.4
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
137.3
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
135.3
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
135.3
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
131.3
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
131.2
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
125.5
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
125.2
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
123.1
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
122.2
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
121.2
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
119.5
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
119.1
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
119.0
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
118.4
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
118.0
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
116.0
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
114.4
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
113.5
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
113.2
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
111.4
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
111.0
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
110.9
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
109.6
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
109.6
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
108.6
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
108.5
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
108.4
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
107.6
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
107.3
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
106.7
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
105.5
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
105.4
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
103.9
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
102.3
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
100.5
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
99.9
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
99.1
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
99.0
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
98.6
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
98.1
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
97.3
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
97.1
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
94.4
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
94.3
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
94.0
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
93.3
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
93.0
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
92.7
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
92.2
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
90.0
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
89.7
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
89.6
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
89.5
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
89.3
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
88.5
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
88.2
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
86.7
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
86.4
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
86.0
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
84.1
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
82.8
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
82.0
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
80.8
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
79.9
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
78.2
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
78.2
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
78.1
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
76.8
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
76.7
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
76.2
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
76.1
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
72.8
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
72.5
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
71.6
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
70.5
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
70.5
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
69.1
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
68.5
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
66.9
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
66.7
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
65.0
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
63.9
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
63.5
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
62.2
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
61.8
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
61.4
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
60.4
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
60.3
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
58.4
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
57.9
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
57.7
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
55.2
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
52.5
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
50.7
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
41.2
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
39.0
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.
RALB 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
46.2
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
132.1
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
130.0
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
122.0
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
118.5
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
106.4
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
100.3
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
98.7
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
98.0
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
96.6
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
95.7
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
95.4
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
91.4
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
90.2
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
87.7
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
87.3
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
86.5
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
84.6
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
84.2
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
83.2
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
83.0
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
82.7
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
82.6
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
82.4
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
82.4
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
81.6
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
80.4
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
80.0
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
78.8
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
78.5
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
77.2
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
76.9
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
76.8
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
74.9
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
74.7
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
74.2
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
73.6
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
72.5
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
72.1
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
70.9
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
70.4
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
69.9
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
69.9
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
69.6
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
69.2
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
68.8
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
67.5
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
67.0
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
66.8
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
66.5
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
66.1
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
65.9
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
65.5
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
65.5
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
65.1
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
64.9
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
64.6
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
64.1
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
63.7
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
63.5
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
63.3
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
63.0
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
61.9
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
61.8
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
61.7
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
61.7
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
61.6
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
60.6
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
60.2
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
60.2
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
59.8
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
59.7
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
59.4
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
59.3
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
59.2
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
58.9
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
58.4
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
58.4
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
58.3
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
58.2
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
57.9
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
57.7
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
57.5
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
57.1
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
57.1
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
57.0
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
56.6
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
56.5
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
56.0
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
56.0
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
56.0
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
55.9
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
55.9
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
55.6
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
55.3
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
55.1
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
55.1
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
54.8
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
54.5
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
54.4
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
54.3
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
52.8
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
52.8
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
52.6
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
52.4
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
52.4
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
52.4
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
52.4
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
52.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
52.0
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
51.9
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
51.8
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
51.5
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
51.2
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
51.1
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
50.6
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
50.5
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
50.4
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
50.2
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
48.8
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
48.7
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
48.4
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
48.1
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
47.9
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
47.9
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
47.9
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
46.9
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
46.7
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
46.5
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
46.3
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
46.2
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
46.1
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
45.7
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
45.7
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
45.5
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
45.2
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
44.6
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
44.3
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
43.9
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
43.7
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
43.4
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
43.3
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
43.0
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
42.7
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
42.7
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
42.7
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
42.7
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
42.3
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
41.8
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
41.6
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
41.5
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
41.3
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
41.2
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
40.6
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
40.6
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
40.5
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
40.4
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
40.2
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
40.1
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
39.7
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
39.5
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
39.2
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
39.1
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
38.8
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
38.5
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
38.5
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
38.4
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
38.4
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
37.6
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
37.5
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
37.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
37.1
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
37.1
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
37.1
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
37.0
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
36.7
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
36.6
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
36.6
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
36.5
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
36.3
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
35.7
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
35.6
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
35.6
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
35.5
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
35.1
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
34.7
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
34.4
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
34.1
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
34.1
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
33.8
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
33.8
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
33.8
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
33.5
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
32.2
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
32.0
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
31.6
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
31.6
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
31.5
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
31.4
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
31.3
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
31.3
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
30.7
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
29.8
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
29.8
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
29.7
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
29.7
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
28.7
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
28.6
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
28.5
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
28.3
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
28.0
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
28.0
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
27.6
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
27.4
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
27.3
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
27.3
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
27.3
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
27.2
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
27.0
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
26.9
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
26.9
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
26.7
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
26.5
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
26.4
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
25.9
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
25.3
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
25.3
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
25.2
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
24.8
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
24.6
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
23.7
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
23.7
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
23.5
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
23.4
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
23.1
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
23.0
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
22.7
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
22.3
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
22.2
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
22.1
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
21.7
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
21.6
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
21.6
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
21.6
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
21.4
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
21.3
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
21.2
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
21.0
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
20.4
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
20.3
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
20.1
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
20.0
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
19.5
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
19.5
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
19.4
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
19.2
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
19.0
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
19.0
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
18.8
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
18.6
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
18.4
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
17.6
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
17.2
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
16.7
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
16.5
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
15.4
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
15.0
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
14.9
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
14.2
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
13.6
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
12.3
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
11.9
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
11.9
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
11.7
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
11.3
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
10.5
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
8.2
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
7.8
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
0.0
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
0.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
0.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
0.0
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0081880003
Tumor
1.1
CPT0086950003
Tumor
0.9
CPT0089460004
Tumor
0.6
CPT0077140001
Normal
0.6
CPT0007320003
Tumor
0.5
CPT0065450001
Normal
0.5
CPT0089480003
Normal
0.5
CPT0000790001
Normal
0.5
CPT0012900004
Tumor
0.5
CPT0001500009
Tumor
0.5
CPT0078830003
Tumor
0.5
CPT0023360001
Normal
0.5
CPT0092800003
Normal
0.5
CPT0076330003
Tumor
0.5
CPT0006730001
Normal
0.5
CPT0006950001
Normal
0.4
CPT0088920001
Normal
0.4
CPT0088710001
Normal
0.4
CPT0006630003
Tumor
0.4
CPT0014160003
Tumor
0.4
CPT0077500001
Normal
0.4
CPT0064370003
Tumor
0.4
CPT0007860003
Tumor
0.4
CPT0092740003
Normal
0.4
CPT0023710001
Normal
0.4
CPT0013790003
Normal
0.3
CPT0092290003
Tumor
0.3
CPT0014350001
Normal
0.3
CPT0089020003
Tumor
0.3
CPT0088640003
Normal
0.3
CPT0020130001
Normal
0.3
CPT0078660003
Tumor
0.3
CPT0007470001
Normal
0.3
CPT0066430001
Normal
0.3
CPT0019130003
Tumor
0.3
CPT0023350003
Tumor
0.3
CPT0086030003
Tumor
0.3
CPT0010160003
Tumor
0.3
CPT0078840001
Normal
0.3
CPT0012280003
Tumor
0.3
CPT0078940001
Normal
0.3
CPT0000890001
Normal
0.3
CPT0020120003
Tumor
0.3
CPT0010170001
Normal
0.3
CPT0079430001
Normal
0.3
CPT0025350003
Tumor
0.3
CPT0079180003
Tumor
0.3
CPT0078930003
Tumor
0.3
CPT0078670001
Normal
0.2
CPT0076350001
Normal
0.2
CPT0081620001
Normal
0.2
CPT0001350001
Normal
0.2
CPT0078510003
Tumor
0.2
CPT0065750003
Tumor
0.2
CPT0063630003
Tumor
0.2
CPT0086970003
Normal
0.2
CPT0079410003
Tumor
0.2
CPT0092310003
Normal
0.2
CPT0025290003
Tumor
0.2
CPT0088780001
Normal
0.2
CPT0026420001
Normal
0.2
CPT0087050003
Normal
0.2
CPT0024670003
Tumor
0.2
CPT0015730003
Tumor
0.2
CPT0025170003
Tumor
0.2
CPT0025880003
Tumor
0.2
CPT0019160001
Normal
0.2
CPT0077310003
Tumor
0.2
CPT0020020001
Normal
0.1
CPT0065690003
Tumor
0.1
CPT0086820003
Tumor
0.1
CPT0025920001
Normal
0.1
CPT0019990003
Tumor
0.1
CPT0065430003
Tumor
0.1
CPT0063640001
Normal
0.1
CPT0087040003
Tumor
0.1
CPT0079000001
Normal
0.1
CPT0007870001
Normal
0.1
CPT0088900003
Tumor
0.1
CPT0086360003
Tumor
0.1
CPT0082010001
Normal
0.1
CPT0066470004
Tumor
0.1
CPT0079480003
Tumor
0.1
CPT0012550003
Tumor
0.1
CPT0069010001
Normal
0.1
CPT0075570001
Normal
0.1
CPT0021240003
Tumor
0.1
CPT0078530001
Normal
0.1
CPT0001510001
Normal
0.1
CPT0015810003
Tumor
0.1
CPT0000640003
Tumor
0.1
CPT0065810003
Tumor
0.1
CPT0001230001
Normal
0.1
CPT0086370003
Normal
0.1
CPT0012090003
Normal
0.1
CPT0084560003
Tumor
0.0
CPT0069190001
Normal
0.0
CPT0088480003
Tumor
0.0
CPT0012770003
Normal
0.0
CPT0006530001
Normal
0.0
CPT0000780007
Tumor
0.0
CPT0014130001
Normal
0.0
CPT0089040001
Normal
0.0
CPT0025110003
Tumor
0.0
CPT0012670003
Tumor
0.0
CPT0001220008
Tumor
0.0
CPT0065870003
Tumor
0.0
CPT0012370003
Tumor
0.0
CPT0006900003
Tumor
0.0
CPT0025580004
Tumor
0.0
CPT0088630003
Tumor
0.0
CPT0025610001
Normal
0.0
CPT0000660001
Normal
0.0
CPT0024680001
Normal
0.0
CPT0018250001
Normal
0.0
CPT0012290003
Normal
0.0
CPT0092730003
Tumor
0.0
CPT0025050003
Tumor
0.0
CPT0063320003
Tumor
0.0
CPT0086890003
Normal
0.0
CPT0088500001
Normal
0.0
CPT0025060001
Normal
0.0
CPT0079270003
Tumor
0.0
CPT0066520001
Normal
0.0
CPT0086830003
Normal
0.0
CPT0088570001
Normal
0.0
CPT0001550001
Normal
0.0
CPT0001190001
Normal
-0.1
CPT0064400001
Normal
-0.1
CPT0009000003
Tumor
-0.1
CPT0012570003
Normal
-0.1
CPT0065820001
Normal
-0.1
CPT0077490003
Tumor
-0.1
CPT0014370004
Tumor
-0.1
CPT0006440003
Tumor
-0.1
CPT0001340003
Tumor
-0.1
CPT0092790003
Tumor
-0.1
CPT0069160003
Tumor
-0.1
CPT0002350011
Tumor
-0.1
CPT0017450001
Normal
-0.1
CPT0079380003
Tumor
-0.1
CPT0079230003
Tumor
-0.1
CPT0017410003
Tumor
-0.1
CPT0000870016
Tumor
-0.1
CPT0002370001
Normal
-0.1
CPT0075560003
Tumor
-0.1
CPT0088760003
Tumor
-0.1
CPT0075130003
Tumor
-0.1
CPT0077110003
Tumor
-0.1
CPT0079300001
Normal
-0.1
CPT0071150004
Tumor
-0.2
CPT0088690003
Tumor
-0.2
CPT0063330001
Normal
-0.2
CPT0014470001
Normal
-0.2
CPT0078990003
Tumor
-0.2
CPT0092160003
Tumor
-0.2
CPT0069000003
Tumor
-0.2
CPT0023690003
Tumor
-0.2
CPT0012080003
Tumor
-0.2
CPT0010110003
Tumor
-0.2
CPT0014450004
Tumor
-0.2
CPT0075170001
Normal
-0.2
CPT0081600003
Tumor
-0.2
CPT0065930003
Tumor
-0.2
CPT0001540009
Tumor
-0.2
CPT0012640003
Normal
-0.2
CPT0001270001
Normal
-0.2
CPT0066480003
Tumor
-0.2
CPT0075720003
Tumor
-0.3
CPT0009020003
Normal
-0.3
CPT0010120001
Normal
-0.3
CPT0085670003
Tumor
-0.3
CPT0009060003
Tumor
-0.3
CPT0025230003
Tumor
-0.3
CPT0009080003
Normal
-0.3
CPT0088550004
Tumor
-0.3
CPT0001180009
Tumor
-0.3
CPT0084590001
Normal
-0.3
CPT0079510001
Normal
-0.3
CPT0078800003
Tumor
-0.3
CPT0015910003
Tumor
-0.4
CPT0001260009
Tumor
-0.4
CPT0002270011
Tumor
-0.4
CPT0026410003
Tumor
-0.4
CPT0012180003
Tumor
-0.4
CPT0081990003
Tumor
-0.4
CPT0012920003
Normal
-0.4
CPT0086870003
Tumor
-0.5
CPT0011410003
Tumor
-0.5
CPT0011240003
Tumor
-0.6
CPT0017850003
Tumor
-0.6
CPT0077320001
Normal
-0.6
CPT0092190003
Normal
-0.7
CPT0088970003
Tumor
-0.7
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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.