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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.
MS4A6A is not prognostic in Kidney Chromophobe (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
7.8
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
62.6
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
33.4
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
27.9
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
27.8
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
25.9
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
19.8
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
16.3
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
15.1
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
13.8
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
13.5
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
13.0
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
11.4
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
11.0
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
10.9
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
10.7
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
9.6
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
9.2
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
9.0
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
8.9
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
8.3
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
8.1
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
8.1
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
7.6
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
6.4
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
6.4
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
6.3
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
5.8
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
5.5
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
5.0
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
4.7
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
4.7
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
4.6
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
4.6
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
4.3
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
4.3
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
4.3
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
4.0
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
3.8
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
3.8
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
3.7
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
3.7
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
3.4
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
3.3
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
2.6
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
2.3
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
2.3
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
2.1
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
2.1
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
2.0
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
2.0
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
2.0
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
1.6
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
1.5
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
1.5
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
1.1
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
0.9
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
0.8
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
0.4
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
0.3
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
0.0
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
0.0
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
0.0
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
0.0
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 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.
MS4A6A is not prognostic in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
50.1
Number of samples
521
Samples
Sample
Description
TPM
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
307.7
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
262.3
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
164.2
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
151.3
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
148.1
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
146.6
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
142.4
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
139.6
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
137.7
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
136.6
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
135.8
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
132.8
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
132.2
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
130.2
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
129.2
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
127.9
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
126.7
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
121.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
119.4
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
118.3
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
118.1
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
117.5
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
115.3
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
114.9
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
113.8
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
111.1
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
110.9
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
107.7
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
106.2
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
104.1
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
103.5
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
102.5
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
102.2
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
101.5
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
100.6
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
100.5
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
100.4
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
99.0
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
97.8
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
96.0
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
96.0
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
95.7
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
95.6
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
94.5
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
94.0
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
93.5
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
93.0
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
92.4
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
91.7
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
91.4
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
91.3
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
91.2
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
91.0
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
90.0
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
88.8
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
88.7
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
88.6
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
88.4
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
87.3
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
86.7
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
85.6
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
85.6
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
85.5
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
85.4
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
85.2
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
85.1
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
84.6
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
83.9
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
83.0
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
82.9
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
82.8
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
82.5
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
82.4
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
82.3
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
82.2
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
81.3
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
81.3
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
81.2
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
81.1
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
80.3
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
80.0
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
79.1
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
79.1
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
78.5
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
78.4
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
78.3
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
78.0
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
77.5
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
77.0
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
77.0
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
77.0
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
76.7
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
75.9
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
75.5
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
75.4
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
75.2
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
75.0
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
73.1
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
73.1
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
72.9
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
72.8
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
72.8
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
72.7
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
72.7
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
72.2
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
71.7
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
71.6
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
71.1
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
71.0
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
70.8
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
70.8
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
70.7
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
70.6
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
70.5
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
70.0
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
69.6
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
69.5
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
69.2
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
69.0
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
68.9
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
68.5
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
68.3
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
68.2
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
68.1
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
68.0
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
67.7
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
67.4
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
67.3
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
67.0
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
66.8
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
66.6
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
66.3
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
66.3
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
66.2
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
65.8
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
65.8
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
65.7
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
65.5
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
65.5
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
65.3
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
65.0
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
64.9
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
64.9
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
64.7
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
64.3
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
64.2
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
64.0
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
63.4
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
63.2
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
63.0
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
62.7
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
62.7
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
62.5
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
62.4
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
62.2
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
62.1
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
62.1
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
62.1
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
61.7
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
61.6
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
61.6
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
61.0
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
60.5
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
60.4
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
60.1
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
60.0
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
59.8
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
59.7
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
59.5
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
59.4
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
59.0
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
58.9
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
58.8
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
58.7
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
58.3
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
58.1
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
57.9
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
57.9
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
57.9
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
57.7
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
57.2
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
56.8
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
56.8
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
56.7
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
56.3
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
56.3
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
56.2
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
56.1
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
56.0
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
55.7
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
55.2
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
55.2
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
55.2
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
55.1
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
55.1
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
55.0
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
54.9
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
54.8
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
54.7
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
54.3
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
54.2
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
54.1
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
54.1
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
53.9
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
53.9
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
53.9
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
53.8
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
53.5
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
53.5
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
52.9
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
52.7
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
52.7
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
52.3
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
51.8
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
51.7
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
51.5
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
51.4
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
51.4
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
51.2
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
51.1
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
51.1
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
50.6
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
50.4
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
50.4
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
50.4
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
50.2
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
50.1
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
49.9
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
49.8
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
49.7
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
49.6
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
49.5
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
49.4
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
49.4
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
48.8
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
48.8
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
48.6
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
48.3
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
48.0
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
47.3
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
46.8
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
46.6
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
46.6
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
46.5
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
46.4
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
46.3
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
46.3
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
46.3
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
46.2
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
46.1
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
46.1
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
45.7
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
45.7
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
45.5
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
45.4
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
45.3
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
45.1
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
44.9
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
44.7
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
44.6
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
44.6
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
44.5
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
44.4
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
44.4
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
44.4
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
44.3
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
44.2
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
44.0
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
43.9
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
43.9
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
43.8
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
43.4
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
43.2
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
43.1
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
42.9
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
42.4
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
42.3
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
42.2
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
41.9
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
41.9
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
41.9
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
41.9
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
41.7
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
41.4
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
41.4
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
41.2
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
41.0
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
40.8
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
40.8
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
40.4
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
40.3
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
40.3
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
40.3
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
40.2
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
39.8
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
39.8
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
39.6
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
39.5
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
39.5
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
39.4
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
39.2
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
39.0
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
38.9
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
38.7
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
38.7
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
38.5
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
38.4
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
38.3
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
38.2
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
38.2
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
38.0
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
37.8
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
37.6
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
37.3
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
37.2
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
37.0
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
36.7
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
36.5
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
36.0
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
35.9
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
35.9
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
35.6
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
35.6
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
35.5
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
35.4
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
35.4
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
35.1
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
34.9
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
34.8
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
34.5
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
34.5
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
34.5
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
34.4
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
34.3
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
34.2
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
34.2
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
34.1
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
34.1
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
33.9
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
33.7
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
33.5
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
33.2
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
33.2
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
32.9
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
32.9
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
32.9
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
32.7
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
32.5
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
32.4
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
32.2
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
32.1
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
31.7
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
31.5
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
31.4
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
31.2
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
31.1
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
31.0
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
31.0
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
30.8
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
30.8
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
30.7
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
30.7
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
30.6
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
30.6
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
30.5
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
30.2
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
30.1
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
30.0
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
29.7
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
29.6
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
29.5
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
29.3
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
28.7
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
28.5
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
28.5
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
28.4
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
28.1
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
28.1
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
27.9
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
27.7
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
27.6
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
27.6
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
27.6
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
27.5
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
27.4
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
27.0
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
26.9
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
26.8
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
26.4
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
26.4
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
26.4
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
26.3
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
26.1
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
26.1
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
25.7
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
25.6
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
25.2
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
25.0
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
25.0
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
25.0
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
24.8
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
24.8
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
24.7
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
24.7
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
24.5
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
24.3
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
24.3
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
24.1
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
24.0
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
23.9
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
23.7
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
23.7
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
23.5
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
23.4
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
23.4
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
23.1
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
22.7
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
22.4
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
22.4
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
21.9
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
21.9
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
21.8
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
21.7
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
21.6
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
21.4
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
21.0
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
20.9
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
20.8
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
20.7
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
20.7
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
20.7
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
20.5
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
20.4
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
20.4
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
20.1
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
19.8
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
19.7
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
19.6
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
19.5
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
19.5
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
19.4
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
18.8
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
18.6
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
18.6
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
18.6
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
18.5
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
18.3
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
18.3
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
17.9
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
17.7
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
17.2
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
17.1
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
17.1
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
17.0
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
16.6
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
16.3
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
16.2
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
15.9
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
15.8
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
15.6
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
15.6
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
15.2
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
15.0
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
14.4
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
14.4
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
14.2
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
14.2
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
14.1
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
14.0
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
13.9
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
13.7
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
13.3
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
12.9
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
12.1
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
12.0
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
11.6
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
11.5
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
11.3
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
11.1
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
11.1
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
10.6
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
10.4
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
10.4
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
10.4
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
10.2
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
10.0
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
10.0
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
9.5
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
9.4
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
8.9
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
8.8
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
8.5
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
8.5
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
8.4
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
8.3
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
8.0
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
7.5
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
7.5
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
7.5
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
7.4
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
7.3
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
6.6
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
6.4
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
6.4
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
6.4
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
6.2
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
6.0
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
5.8
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
5.5
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
5.2
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
5.0
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
4.7
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
4.7
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
4.3
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
4.2
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
3.2
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
3.1
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
3.1
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
2.3
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
2.2
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 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.
MS4A6A is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
72.1
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
302.0
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
249.6
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
190.4
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
173.4
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
156.7
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
152.2
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
151.6
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
142.6
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
136.8
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
122.3
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
113.1
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
110.4
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
107.7
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
106.9
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
105.8
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
104.5
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
104.0
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
103.9
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
98.0
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
97.9
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
95.1
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
94.4
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
91.3
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
90.0
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
89.6
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
89.4
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
87.2
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
86.1
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
85.8
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
84.1
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
81.6
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
81.0
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
81.0
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
80.9
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
79.0
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
78.3
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
74.9
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
74.5
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
73.7
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
73.4
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
72.7
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
70.1
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
70.0
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
68.9
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
68.8
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
68.5
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
67.0
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
65.9
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
65.8
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
65.4
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
62.8
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
62.8
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
61.7
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
61.1
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
60.3
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
59.9
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
58.0
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
57.8
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
57.7
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
54.8
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
54.7
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
54.0
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
52.3
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
50.4
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
50.3
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
50.1
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
49.5
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
48.3
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
46.7
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
46.7
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
46.6
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
45.2
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
44.9
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
44.8
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
44.3
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
43.6
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
41.0
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
40.6
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
40.2
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
39.2
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
38.9
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
38.8
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
38.8
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
37.7
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
35.4
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
34.0
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
33.6
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
32.6
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
32.4
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
31.3
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
31.0
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
22.1
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
20.5
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
18.4
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
17.8
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
14.3
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
11.0
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
8.1
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
4.8
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 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.
MS4A6A 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
22.6
Number of samples
282
Samples
Sample
Description
TPM
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
159.7
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
123.1
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
114.9
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
97.5
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
91.6
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
88.1
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
86.9
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
84.7
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
83.2
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
81.8
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
80.9
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
77.9
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
70.7
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
65.2
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
63.5
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
63.0
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
61.5
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
60.4
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
60.2
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
60.0
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
59.1
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
59.1
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
58.9
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
58.4
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
58.2
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
55.6
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
55.0
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
54.3
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
53.1
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
52.9
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
52.6
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
52.5
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
51.5
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
50.9
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
49.2
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
46.7
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
46.7
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
46.6
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
44.7
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
44.2
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
43.4
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
42.9
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
42.0
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
41.9
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
41.5
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
41.2
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
41.0
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
40.7
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
38.3
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
37.5
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
36.9
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
36.4
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
35.1
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
34.4
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
34.3
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
34.1
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
34.1
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
34.1
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
33.9
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
33.1
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
32.6
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
32.0
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
31.9
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
31.7
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
31.3
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
31.1
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
30.6
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
30.5
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
30.2
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
30.1
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
29.2
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
29.0
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
29.0
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
28.2
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
28.2
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
27.9
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
27.9
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
27.7
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
27.3
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
27.2
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
27.0
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
26.8
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
26.5
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
25.5
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
25.1
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
25.1
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
25.1
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
24.5
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
24.1
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
23.9
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
23.8
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
23.6
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
23.5
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
23.4
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
23.1
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
23.0
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
22.7
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
22.6
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
22.3
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
22.0
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
21.7
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
21.7
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
21.6
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
21.4
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
21.3
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
21.2
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
21.0
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
20.8
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
20.8
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
20.5
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
20.4
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
20.3
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
20.0
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
19.7
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
19.6
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
19.6
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
19.5
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
19.4
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
19.4
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
19.3
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
19.1
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
18.9
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
18.8
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
18.5
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
18.5
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
18.3
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
18.2
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
18.0
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
17.6
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
17.4
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
17.4
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
17.2
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
16.9
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
16.9
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
16.7
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
16.6
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
16.5
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
16.4
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
15.8
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
15.6
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
15.6
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
15.6
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
15.5
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
15.4
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
15.2
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
14.9
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
14.9
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
14.7
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
14.7
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
14.7
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
14.4
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
14.2
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
13.9
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
13.9
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
13.7
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
13.6
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
13.5
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
13.4
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
13.3
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
13.2
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
13.1
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
13.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
12.8
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
12.6
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
12.4
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
12.4
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
12.3
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
12.1
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
11.9
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
11.7
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
11.5
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
11.2
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
11.1
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
11.0
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
10.9
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
10.9
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
10.6
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
10.5
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
10.4
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
10.3
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
10.3
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
10.3
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
10.3
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
10.3
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
10.3
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
10.1
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
10.1
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
10.0
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
9.9
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
9.8
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
9.8
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
9.8
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
9.5
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
9.5
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
9.4
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
9.4
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
9.3
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
9.2
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
9.2
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
9.0
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
8.5
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
8.3
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
8.3
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
8.2
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
8.1
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
8.0
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
8.0
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
7.9
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
7.9
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
7.9
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
7.6
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
7.5
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
7.3
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
7.3
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
7.2
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
7.1
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
6.9
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
6.9
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
6.7
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
6.5
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
6.5
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
6.4
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
6.3
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
6.3
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
6.0
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
5.9
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
5.9
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
5.9
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
5.8
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
5.7
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
5.6
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
5.5
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
5.5
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
5.5
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
5.4
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
5.4
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
5.3
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
5.1
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
5.1
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
5.1
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
5.0
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
4.9
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
4.8
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
4.8
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
4.6
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
4.5
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
4.5
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
4.5
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
4.4
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
4.3
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
4.1
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
4.0
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
4.0
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
3.7
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
3.5
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
3.3
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
2.8
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
2.8
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
2.6
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
2.4
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
2.2
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
2.0
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
1.9
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
1.8
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
1.7
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
1.6
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
1.5
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
1.3
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
1.1
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
0.8
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
0.5
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
0.3
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
0.0
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
0.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
0.0
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
0.0
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
0.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
0.0
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
0.0
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
0.0
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
0.0
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0026410003
Tumor
N/A
CPT0002370001
Normal
N/A
CPT0000790001
Normal
N/A
CPT0019130003
Tumor
N/A
CPT0088570001
Normal
N/A
CPT0065820001
Normal
N/A
CPT0025880003
Tumor
N/A
CPT0076330003
Tumor
N/A
CPT0001180009
Tumor
N/A
CPT0078800003
Tumor
N/A
CPT0078660003
Tumor
N/A
CPT0065690003
Tumor
N/A
CPT0078930003
Tumor
N/A
CPT0011240003
Tumor
N/A
CPT0084560003
Tumor
N/A
CPT0012670003
Tumor
N/A
CPT0002350011
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0064370003
Tumor
N/A
CPT0088900003
Tumor
N/A
CPT0006730001
Normal
N/A
CPT0007870001
Normal
N/A
CPT0087040003
Tumor
N/A
CPT0079380003
Tumor
N/A
CPT0025170003
Tumor
N/A
CPT0024670003
Tumor
N/A
CPT0012640003
Normal
N/A
CPT0078830003
Tumor
N/A
CPT0021240003
Tumor
N/A
CPT0071150004
Tumor
N/A
CPT0089020003
Tumor
N/A
CPT0088970003
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0000870016
Tumor
N/A
CPT0092790003
Tumor
N/A
CPT0025610001
Normal
N/A
CPT0063330001
Normal
N/A
CPT0001350001
Normal
N/A
CPT0078940001
Normal
N/A
CPT0086830003
Normal
N/A
CPT0088760003
Tumor
N/A
CPT0092190003
Normal
N/A
CPT0002270011
Tumor
N/A
CPT0088550004
Tumor
N/A
CPT0023710001
Normal
N/A
CPT0077140001
Normal
N/A
CPT0025230003
Tumor
N/A
CPT0025050003
Tumor
N/A
CPT0075720003
Tumor
N/A
CPT0012570003
Normal
N/A
CPT0089040001
Normal
N/A
CPT0017850003
Tumor
N/A
CPT0019990003
Tumor
N/A
CPT0012900004
Tumor
N/A
CPT0000780007
Tumor
N/A
CPT0023360001
Normal
N/A
CPT0001510001
Normal
N/A
CPT0078840001
Normal
N/A
CPT0010110003
Tumor
N/A
CPT0086890003
Normal
N/A
CPT0092290003
Tumor
N/A
CPT0020120003
Tumor
N/A
CPT0088640003
Normal
N/A
CPT0088500001
Normal
N/A
CPT0069010001
Normal
N/A
CPT0006440003
Tumor
N/A
CPT0063630003
Tumor
N/A
CPT0001550001
Normal
N/A
CPT0086950003
Tumor
N/A
CPT0014350001
Normal
N/A
CPT0014470001
Normal
N/A
CPT0086360003
Tumor
N/A
CPT0069160003
Tumor
N/A
CPT0006950001
Normal
N/A
CPT0007860003
Tumor
N/A
CPT0082010001
Normal
N/A
CPT0079230003
Tumor
N/A
CPT0001340003
Tumor
N/A
CPT0011410003
Tumor
N/A
CPT0079180003
Tumor
N/A
CPT0012080003
Tumor
N/A
CPT0084590001
Normal
N/A
CPT0063640001
Normal
N/A
CPT0009000003
Tumor
N/A
CPT0010170001
Normal
N/A
CPT0079270003
Tumor
N/A
CPT0069190001
Normal
N/A
CPT0001270001
Normal
N/A
CPT0015810003
Tumor
N/A
CPT0025110003
Tumor
N/A
CPT0024680001
Normal
N/A
CPT0012090003
Normal
N/A
CPT0009020003
Normal
N/A
CPT0077310003
Tumor
N/A
CPT0077490003
Tumor
N/A
CPT0014160003
Tumor
N/A
CPT0078530001
Normal
N/A
CPT0020020001
Normal
N/A
CPT0066520001
Normal
N/A
CPT0014370004
Tumor
N/A
CPT0001500009
Tumor
N/A
CPT0081600003
Tumor
N/A
CPT0001190001
Normal
N/A
CPT0088630003
Tumor
N/A
CPT0069000003
Tumor
N/A
CPT0088710001
Normal
N/A
CPT0092160003
Tumor
N/A
CPT0006630003
Tumor
N/A
CPT0001260009
Tumor
N/A
CPT0065750003
Tumor
N/A
CPT0065930003
Tumor
N/A
CPT0012770003
Normal
N/A
CPT0012180003
Tumor
N/A
CPT0017410003
Tumor
N/A
CPT0023350003
Tumor
N/A
CPT0075570001
Normal
N/A
CPT0014130001
Normal
N/A
CPT0078510003
Tumor
N/A
CPT0066470004
Tumor
N/A
CPT0065450001
Normal
N/A
CPT0079000001
Normal
N/A
CPT0092800003
Normal
N/A
CPT0006900003
Tumor
N/A
CPT0015910003
Tumor
N/A
CPT0020130001
Normal
N/A
CPT0089480003
Normal
N/A
CPT0007470001
Normal
N/A
CPT0064400001
Normal
N/A
CPT0088920001
Normal
N/A
CPT0092730003
Tumor
N/A
CPT0077110003
Tumor
N/A
CPT0086030003
Tumor
N/A
CPT0025290003
Tumor
N/A
CPT0012550003
Tumor
N/A
CPT0018250001
Normal
N/A
CPT0017450001
Normal
N/A
CPT0077320001
Normal
N/A
CPT0077500001
Normal
N/A
CPT0092310003
Normal
N/A
CPT0079480003
Tumor
N/A
CPT0006530001
Normal
N/A
CPT0065430003
Tumor
N/A
CPT0019160001
Normal
N/A
CPT0081620001
Normal
N/A
CPT0063320003
Tumor
N/A
CPT0078670001
Normal
N/A
CPT0089460004
Tumor
N/A
CPT0007320003
Tumor
N/A
CPT0088690003
Tumor
N/A
CPT0010160003
Tumor
N/A
CPT0014450004
Tumor
N/A
CPT0025920001
Normal
N/A
CPT0076350001
Normal
N/A
CPT0015730003
Tumor
N/A
CPT0025350003
Tumor
N/A
CPT0012370003
Tumor
N/A
CPT0012280003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0079410003
Tumor
N/A
CPT0075560003
Tumor
N/A
CPT0001230001
Normal
N/A
CPT0079510001
Normal
N/A
CPT0066430001
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0078990003
Tumor
N/A
CPT0065810003
Tumor
N/A
CPT0010120001
Normal
N/A
CPT0086870003
Tumor
N/A
CPT0075170001
Normal
N/A
CPT0000640003
Tumor
N/A
CPT0065870003
Tumor
N/A
CPT0088780001
Normal
N/A
CPT0086970003
Normal
N/A
CPT0079300001
Normal
N/A
CPT0092740003
Normal
N/A
CPT0085670003
Tumor
N/A
CPT0081880003
Tumor
N/A
CPT0013790003
Normal
N/A
CPT0012290003
Normal
N/A
CPT0087050003
Normal
N/A
CPT0009060003
Tumor
N/A
CPT0023690003
Tumor
N/A
CPT0001220008
Tumor
N/A
CPT0088480003
Tumor
N/A
CPT0026420001
Normal
N/A
CPT0079430001
Normal
N/A
CPT0000890001
Normal
N/A
CPT0086370003
Normal
N/A
CPT0025580004
Tumor
N/A
CPT0081990003
Tumor
N/A
CPT0025060001
Normal
N/A
CPT0075130003
Tumor
N/A
CPT0000660001
Normal
N/A
CPT0086820003
Tumor
N/A
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
