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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.
STARD10 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
152.8
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
386.5
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
362.6
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
340.0
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
295.4
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
283.3
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
282.7
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
278.6
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
275.0
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
268.9
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
265.4
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
259.2
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
252.4
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
235.0
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
226.8
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
226.6
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
224.5
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
216.6
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
216.3
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
215.6
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
212.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
211.1
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
201.2
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
195.0
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
183.5
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
163.9
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
162.7
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
153.4
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
149.4
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
144.1
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
139.1
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
138.4
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
134.1
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
133.3
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
132.5
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
128.3
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
121.2
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
119.7
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
114.5
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
112.7
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
110.9
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
106.5
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
105.3
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
103.3
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
98.7
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
98.7
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
90.4
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
89.8
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
78.0
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
76.0
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
68.6
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
67.1
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
62.4
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
54.1
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
53.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
52.5
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
47.7
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
46.4
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
41.4
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
41.4
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
40.7
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
38.9
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
23.5
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
20.5
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 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.
STARD10 is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
41.3
Number of samples
521
Samples
Sample
Description
TPM
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
368.6
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
199.7
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
172.3
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
165.7
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
151.2
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
146.5
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
142.3
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
137.5
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
134.8
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
127.2
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
111.7
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
108.7
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
108.1
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
106.8
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
100.7
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
95.4
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
94.0
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
92.9
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
88.7
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
88.5
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
85.8
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
85.7
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
85.3
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
85.1
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
82.8
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
82.3
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
81.9
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
81.0
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
76.5
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
76.0
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
75.5
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
74.0
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
73.9
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
71.6
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
71.1
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
70.3
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
69.0
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
68.4
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
67.4
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
67.2
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
67.0
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
66.5
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
65.2
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
65.0
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
64.0
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
63.9
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
63.9
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
63.1
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
62.7
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
61.5
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
60.8
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
60.6
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
60.6
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
60.4
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
60.4
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
60.2
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
59.9
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
59.8
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
59.1
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
59.1
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
59.1
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
58.7
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
58.7
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
58.2
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
58.2
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
57.8
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
57.6
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
57.6
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
57.5
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
57.4
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
57.2
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
57.0
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
56.6
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
56.0
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
55.6
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
55.5
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
55.5
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
55.3
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
55.3
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
55.1
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
55.0
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
55.0
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
54.7
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
54.5
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
54.3
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
54.1
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
53.7
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
53.7
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
53.3
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
53.3
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
53.0
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
53.0
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
52.9
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
52.9
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
52.8
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
52.7
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
52.7
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
52.7
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
52.6
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
52.0
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
51.9
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
51.7
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
51.5
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
51.5
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
51.0
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
50.9
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
50.9
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
50.8
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
50.3
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
49.9
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
49.6
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
49.5
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
49.4
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
49.4
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
49.4
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
49.3
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
49.3
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
49.3
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
49.2
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
49.1
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
49.1
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
49.0
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
48.9
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
48.9
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
48.8
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
48.8
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
48.8
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
48.6
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
48.6
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
48.3
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
48.2
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
47.9
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
47.8
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
47.4
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
47.4
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
47.3
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
47.2
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
47.0
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
46.8
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
46.7
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
46.6
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
46.5
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
46.4
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
46.4
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
46.3
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
45.9
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
45.9
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
45.7
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
45.6
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
45.6
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
45.5
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
45.3
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
45.3
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
45.3
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
45.1
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
45.1
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
45.0
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
45.0
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
44.8
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
44.8
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
44.5
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
44.5
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
44.1
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
43.9
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
43.9
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
43.9
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
43.6
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
43.6
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
43.5
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
43.4
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
43.3
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
43.2
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
43.2
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
43.1
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
43.1
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
43.0
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
42.9
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
42.7
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
42.7
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
42.6
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
42.6
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
42.6
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
42.0
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
42.0
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
41.9
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
41.8
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
41.8
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
41.7
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
41.6
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
41.6
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
41.5
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
41.5
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
41.4
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
41.3
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
41.3
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
41.3
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
41.0
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
40.9
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
40.9
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
40.9
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
40.9
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
40.7
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
40.7
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
40.6
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
40.6
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
40.5
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
40.5
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
40.4
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
40.4
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
40.3
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
40.3
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
40.3
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
40.3
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
40.2
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
40.0
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
39.9
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
39.8
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
39.8
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
39.5
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
39.3
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
39.2
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
39.2
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
39.1
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
39.0
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
39.0
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
38.9
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
38.9
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
38.9
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
38.9
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
38.7
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
38.7
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
38.3
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
38.2
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
38.2
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
38.2
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
37.8
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
37.7
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
37.7
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
37.5
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
37.5
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
37.5
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
37.4
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
37.3
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
37.3
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
37.3
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
37.0
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
37.0
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
36.9
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
36.9
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
36.9
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
36.8
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
36.8
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
36.6
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
36.6
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
36.5
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
36.3
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
36.2
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
36.2
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
36.1
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
36.0
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
36.0
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
35.9
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
35.8
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
35.8
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
35.8
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
35.7
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
35.7
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
35.6
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
35.5
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
35.5
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
35.4
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
35.4
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
35.3
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
35.2
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
35.2
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
35.0
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
35.0
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
35.0
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
34.9
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
34.8
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
34.8
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
34.7
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
34.7
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
34.5
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
34.5
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
34.4
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
34.3
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
34.3
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
34.3
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
34.1
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
34.1
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
34.1
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
34.0
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
33.8
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
33.8
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
33.5
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
33.5
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
33.4
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
33.3
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
33.0
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
33.0
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
33.0
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
33.0
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
33.0
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
32.9
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
32.9
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
32.8
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
32.7
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
32.7
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
32.7
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
32.6
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
32.6
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
32.6
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
32.6
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
32.3
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
32.3
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
32.2
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
32.0
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
31.9
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
31.7
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
31.7
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
31.7
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
31.3
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
31.2
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
31.2
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
31.2
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
31.2
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
31.0
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
31.0
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
30.8
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
30.8
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
30.7
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
30.7
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
30.7
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
30.7
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
30.6
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
30.5
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
30.5
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
30.5
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
30.5
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
30.5
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
30.5
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
30.4
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
30.4
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
30.4
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
30.3
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
30.3
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
30.3
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
30.3
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
30.2
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
30.2
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
30.2
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
30.2
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
30.1
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
30.1
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
30.1
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
30.0
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
29.9
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
29.9
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
29.8
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
29.7
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
29.7
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
29.7
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
29.6
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
29.6
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
29.6
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
29.6
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
29.5
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
29.5
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
29.4
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
29.4
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
29.3
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
29.3
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
29.2
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
29.0
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
29.0
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
28.9
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
28.9
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
28.9
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
28.9
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
28.7
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
28.6
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
28.6
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
28.5
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
28.4
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
28.4
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
28.3
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
28.3
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
28.1
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
28.0
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
28.0
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
28.0
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
27.9
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
27.8
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
27.7
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
27.6
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
27.6
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
27.5
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
27.4
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
27.3
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
27.2
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
27.2
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
27.0
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
27.0
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
26.9
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
26.9
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
26.9
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
26.9
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
26.8
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
26.8
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
26.7
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
26.5
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
26.3
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
26.3
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
26.2
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
26.2
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
26.2
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
26.1
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
26.1
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
26.1
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
25.7
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
25.6
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
25.5
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
25.5
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
25.3
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
25.3
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
25.2
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
25.2
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
24.8
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
24.7
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
24.3
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
24.1
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
24.1
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
24.0
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
24.0
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
23.7
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
23.7
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
23.7
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
23.7
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
23.4
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
23.4
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
23.1
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
23.1
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
23.0
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
23.0
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
22.7
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
22.7
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
22.5
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
22.4
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
22.4
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
22.3
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
22.2
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
22.1
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
21.9
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
21.9
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
21.8
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
21.8
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
21.7
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
21.6
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
21.4
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
21.2
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
21.2
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
21.2
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
21.2
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
21.1
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
20.9
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
20.8
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
20.6
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
20.6
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
20.4
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
20.3
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
20.3
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
20.3
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
20.2
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
20.1
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
19.9
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
19.8
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
19.7
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
19.5
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
19.4
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
19.3
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
19.3
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
18.9
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
18.8
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
18.8
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
18.7
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
18.6
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
18.2
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
18.2
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
18.2
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
17.9
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
17.8
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
17.7
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
17.5
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
17.1
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
16.8
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
16.7
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
16.6
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
16.6
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
16.1
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
15.9
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
15.6
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
15.4
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
15.1
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
15.1
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
15.0
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
14.9
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
14.8
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
14.4
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
14.4
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
14.2
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
13.9
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
13.2
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
12.7
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
12.2
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
11.7
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
11.3
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
11.2
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
11.0
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
10.1
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 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.
STARD10 is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
23.7
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
63.1
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
56.3
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
55.8
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
47.4
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
45.0
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
44.8
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
42.3
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
42.3
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
39.8
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
39.3
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
39.2
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
36.7
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
36.5
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
35.6
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
35.5
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
34.4
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
33.7
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
32.5
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
32.1
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
32.0
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
31.5
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
31.0
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
31.0
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
30.6
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
29.7
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
29.6
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
29.3
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
29.3
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
28.8
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
28.1
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
27.3
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
27.2
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
26.9
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
26.5
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
26.3
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
26.2
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
25.3
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
25.2
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
24.7
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
24.7
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
24.6
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
24.5
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
24.5
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
24.3
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
24.2
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
23.9
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
23.6
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
23.5
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
23.3
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
23.0
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
22.7
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
22.6
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
22.1
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
21.6
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
21.3
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
21.2
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
20.8
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
20.8
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
20.5
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
20.5
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
20.0
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
19.8
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
18.9
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
18.6
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
18.4
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
18.0
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
18.0
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
17.7
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
17.7
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
17.2
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
16.8
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
16.7
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
16.4
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
16.1
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
16.0
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
15.7
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
15.7
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
15.6
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
15.4
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
15.2
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
15.0
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
14.3
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
13.7
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
13.5
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
12.3
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
12.3
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
11.0
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
10.7
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
10.4
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
10.1
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
9.8
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
9.7
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
9.6
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
8.4
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
7.2
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
6.4
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
6.4
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
5.7
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 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.
STARD10 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
32.4
Number of samples
282
Samples
Sample
Description
TPM
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
212.4
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
151.2
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
145.5
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
135.5
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
122.6
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
118.7
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
114.5
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
113.1
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
110.2
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
109.8
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
98.7
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
91.0
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
86.3
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
83.1
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
81.8
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
81.2
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
77.2
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
72.1
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
68.7
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
66.1
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
65.6
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
61.8
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
61.3
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
60.6
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
59.5
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
57.2
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
56.6
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
52.8
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
51.1
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
51.0
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
50.5
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
50.3
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
50.2
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
49.7
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
49.5
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
48.9
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
48.5
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
48.0
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
47.8
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
47.5
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
47.4
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
47.4
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
45.9
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
45.6
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
45.4
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
43.4
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
42.2
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
41.9
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
41.8
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
41.2
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
40.4
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
40.2
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
40.1
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
39.8
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
39.6
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
39.1
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
39.0
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
39.0
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
39.0
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
38.6
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
38.6
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
38.0
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
37.7
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
37.4
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
36.8
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
36.1
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
36.0
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
35.7
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
35.5
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
35.3
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
35.2
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
35.0
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
34.9
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
34.8
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
34.7
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
34.4
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
34.0
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
34.0
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
33.9
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
33.8
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
33.6
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
33.6
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
33.4
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
33.4
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
33.0
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
32.7
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
32.7
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
32.7
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
32.6
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
32.2
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
32.2
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
32.1
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
32.0
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
31.7
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
31.7
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
31.7
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
31.4
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
30.9
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
30.9
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
30.8
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
30.8
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
30.8
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
30.7
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
30.6
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
30.5
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
30.3
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
29.9
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
29.9
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
29.8
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
29.7
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
29.6
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
29.6
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
29.5
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
29.4
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
29.3
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
29.1
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
29.0
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
29.0
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
28.9
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
28.8
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
28.8
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
28.2
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
28.2
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
28.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
27.9
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
27.9
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
27.9
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
27.8
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
27.7
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
27.7
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
27.6
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
27.6
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
27.5
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
27.4
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
27.3
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
27.2
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
27.2
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
27.1
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
27.1
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
27.0
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
27.0
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
26.9
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
26.8
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
26.8
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
26.7
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
26.7
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
26.5
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
26.5
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
26.4
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
26.4
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
26.1
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
26.1
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
25.8
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
25.5
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
25.4
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
25.4
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
25.4
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
25.2
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
25.1
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
25.1
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
24.9
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
24.9
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
24.8
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
24.5
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
24.4
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
24.2
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
24.2
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
24.2
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
24.1
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
23.8
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
23.8
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
23.8
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
23.8
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
23.6
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
23.3
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
23.3
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
23.2
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
23.2
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
23.1
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
22.8
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
22.7
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
22.2
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
22.2
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
22.1
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
22.0
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
22.0
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
21.9
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
21.8
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
21.8
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
21.8
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
21.7
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
21.4
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
21.3
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
21.3
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
21.2
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
21.2
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
21.2
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
21.1
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
21.0
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
21.0
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
20.8
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
20.8
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
20.6
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
20.5
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
20.4
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
20.3
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
20.3
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
20.1
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
20.1
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
20.0
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
20.0
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
19.5
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
19.3
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
19.1
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
19.1
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
19.0
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
18.7
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
18.6
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
18.5
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
18.1
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
18.1
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
18.0
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
18.0
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
18.0
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
17.9
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
17.2
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
17.1
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
17.1
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
17.1
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
16.7
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
16.6
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
16.5
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
16.5
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
16.3
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
16.2
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
16.0
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
15.7
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
15.7
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
15.7
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
15.2
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
14.8
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
14.7
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
14.7
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
14.5
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
14.2
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
14.2
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
13.6
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
13.5
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
13.3
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
13.2
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
13.2
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
13.2
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
13.1
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
13.1
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
12.9
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
12.6
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
12.2
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
12.1
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
12.0
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
11.0
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
11.0
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
10.8
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
10.7
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
10.6
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
10.6
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
10.4
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
10.4
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
9.9
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
9.9
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
9.9
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
9.9
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
9.6
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
9.3
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
8.9
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
8.6
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
6.8
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
5.3
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
3.3
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
3.0
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
0.0
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
0.0
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0078660003
Tumor
1.4
CPT0079180003
Tumor
1.4
CPT0088970003
Tumor
1.1
CPT0012770003
Normal
0.7
CPT0001230001
Normal
0.6
CPT0012640003
Normal
0.6
CPT0079510001
Normal
0.6
CPT0063330001
Normal
0.6
CPT0078510003
Tumor
0.6
CPT0069010001
Normal
0.6
CPT0026420001
Normal
0.6
CPT0079000001
Normal
0.5
CPT0009020003
Normal
0.5
CPT0009080003
Normal
0.5
CPT0078840001
Normal
0.5
CPT0000640003
Tumor
0.5
CPT0078940001
Normal
0.4
CPT0086890003
Normal
0.4
CPT0006950001
Normal
0.4
CPT0065450001
Normal
0.4
CPT0014350001
Normal
0.4
CPT0086830003
Normal
0.4
CPT0088640003
Normal
0.4
CPT0078670001
Normal
0.4
CPT0001510001
Normal
0.4
CPT0012090003
Normal
0.4
CPT0017410003
Tumor
0.4
CPT0020020001
Normal
0.4
CPT0006730001
Normal
0.4
CPT0086370003
Normal
0.4
CPT0002370001
Normal
0.4
CPT0007870001
Normal
0.4
CPT0014470001
Normal
0.4
CPT0014130001
Normal
0.3
CPT0012920003
Normal
0.3
CPT0007470001
Normal
0.3
CPT0019160001
Normal
0.3
CPT0012570003
Normal
0.3
CPT0089480003
Normal
0.3
CPT0000790001
Normal
0.3
CPT0066430001
Normal
0.3
CPT0081620001
Normal
0.3
CPT0001550001
Normal
0.3
CPT0025610001
Normal
0.3
CPT0078530001
Normal
0.3
CPT0023710001
Normal
0.3
CPT0079430001
Normal
0.3
CPT0077140001
Normal
0.3
CPT0077500001
Normal
0.3
CPT0088920001
Normal
0.3
CPT0069190001
Normal
0.2
CPT0079300001
Normal
0.2
CPT0001350001
Normal
0.2
CPT0088780001
Normal
0.2
CPT0018250001
Normal
0.2
CPT0078830003
Tumor
0.2
CPT0006630003
Tumor
0.2
CPT0071150004
Tumor
0.2
CPT0087050003
Normal
0.2
CPT0017450001
Normal
0.2
CPT0088710001
Normal
0.2
CPT0000660001
Normal
0.2
CPT0025060001
Normal
0.2
CPT0064400001
Normal
0.2
CPT0088500001
Normal
0.2
CPT0092310003
Normal
0.2
CPT0092800003
Normal
0.2
CPT0023360001
Normal
0.2
CPT0010120001
Normal
0.2
CPT0025050003
Tumor
0.2
CPT0066520001
Normal
0.1
CPT0025920001
Normal
0.1
CPT0012290003
Normal
0.1
CPT0063640001
Normal
0.1
CPT0000890001
Normal
0.1
CPT0024680001
Normal
0.1
CPT0088570001
Normal
0.1
CPT0075570001
Normal
0.1
CPT0089040001
Normal
0.1
CPT0025110003
Tumor
0.1
CPT0006530001
Normal
0.1
CPT0020130001
Normal
0.1
CPT0019990003
Tumor
0.1
CPT0075170001
Normal
0.1
CPT0076350001
Normal
0.1
CPT0065820001
Normal
0.1
CPT0084590001
Normal
0.0
CPT0069000003
Tumor
0.0
CPT0082010001
Normal
0.0
CPT0006440003
Tumor
0.0
CPT0001190001
Normal
0.0
CPT0079480003
Tumor
0.0
CPT0077490003
Tumor
0.0
CPT0065810003
Tumor
0.0
CPT0007320003
Tumor
0.0
CPT0013790003
Normal
0.0
CPT0079270003
Tumor
0.0
CPT0092740003
Normal
0.0
CPT0000870016
Tumor
0.0
CPT0025350003
Tumor
0.0
CPT0092190003
Normal
-0.1
CPT0089020003
Tumor
-0.1
CPT0066480003
Tumor
-0.1
CPT0010170001
Normal
-0.1
CPT0002350011
Tumor
-0.1
CPT0086970003
Normal
-0.1
CPT0064370003
Tumor
-0.1
CPT0012370003
Tumor
-0.1
CPT0077110003
Tumor
-0.1
CPT0001540009
Tumor
-0.1
CPT0088900003
Tumor
-0.1
CPT0012080003
Tumor
-0.1
CPT0009060003
Tumor
-0.1
CPT0077320001
Normal
-0.1
CPT0001500009
Tumor
-0.1
CPT0066470004
Tumor
-0.1
CPT0020120003
Tumor
-0.1
CPT0015910003
Tumor
-0.1
CPT0011410003
Tumor
-0.1
CPT0086360003
Tumor
-0.1
CPT0001220008
Tumor
-0.1
CPT0001270001
Normal
-0.2
CPT0092160003
Tumor
-0.2
CPT0078930003
Tumor
-0.2
CPT0077310003
Tumor
-0.2
CPT0023690003
Tumor
-0.2
CPT0007860003
Tumor
-0.2
CPT0063320003
Tumor
-0.2
CPT0025170003
Tumor
-0.2
CPT0089460004
Tumor
-0.2
CPT0000780007
Tumor
-0.3
CPT0078990003
Tumor
-0.3
CPT0092790003
Tumor
-0.3
CPT0075720003
Tumor
-0.3
CPT0079230003
Tumor
-0.3
CPT0011240003
Tumor
-0.3
CPT0012550003
Tumor
-0.3
CPT0009000003
Tumor
-0.3
CPT0088690003
Tumor
-0.3
CPT0010160003
Tumor
-0.3
CPT0014160003
Tumor
-0.4
CPT0014450004
Tumor
-0.4
CPT0026410003
Tumor
-0.4
CPT0006900003
Tumor
-0.4
CPT0069160003
Tumor
-0.4
CPT0076330003
Tumor
-0.4
CPT0088550004
Tumor
-0.4
CPT0001260009
Tumor
-0.4
CPT0065870003
Tumor
-0.4
CPT0019130003
Tumor
-0.4
CPT0015730003
Tumor
-0.4
CPT0092730003
Tumor
-0.4
CPT0086870003
Tumor
-0.4
CPT0065430003
Tumor
-0.4
CPT0025230003
Tumor
-0.4
CPT0081600003
Tumor
-0.5
CPT0014370004
Tumor
-0.5
CPT0010110003
Tumor
-0.5
CPT0088630003
Tumor
-0.5
CPT0088760003
Tumor
-0.5
CPT0012900004
Tumor
-0.5
CPT0086030003
Tumor
-0.5
CPT0002270011
Tumor
-0.5
CPT0081990003
Tumor
-0.5
CPT0087040003
Tumor
-0.5
CPT0088480003
Tumor
-0.5
CPT0025880003
Tumor
-0.5
CPT0085670003
Tumor
-0.5
CPT0075560003
Tumor
-0.5
CPT0015810003
Tumor
-0.5
CPT0012670003
Tumor
-0.6
CPT0025290003
Tumor
-0.6
CPT0012280003
Tumor
-0.6
CPT0025580004
Tumor
-0.6
CPT0063630003
Tumor
-0.6
CPT0065750003
Tumor
-0.6
CPT0086820003
Tumor
-0.6
CPT0021240003
Tumor
-0.7
CPT0075130003
Tumor
-0.7
CPT0092290003
Tumor
-0.7
CPT0086950003
Tumor
-0.7
CPT0079380003
Tumor
-0.7
CPT0079410003
Tumor
-0.8
CPT0024670003
Tumor
-0.8
CPT0001180009
Tumor
-0.8
CPT0065690003
Tumor
-0.8
CPT0065930003
Tumor
-0.8
CPT0084560003
Tumor
-0.8
CPT0017850003
Tumor
-0.8
CPT0078800003
Tumor
-0.9
CPT0001340003
Tumor
-1.0
CPT0023350003
Tumor
-1.1
CPT0012180003
Tumor
-1.1
CPT0081880003
Tumor
-1.4
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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.