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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.
HYAL1 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
76.3
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
184.3
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
183.0
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
161.8
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
159.1
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
133.3
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
132.7
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
122.6
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
119.5
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
115.7
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
114.0
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
113.0
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
109.8
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
109.3
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
106.5
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
101.3
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
99.9
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
98.7
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
98.6
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
98.3
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
96.7
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
91.5
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
90.2
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
85.5
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
85.3
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
85.3
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
84.8
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
84.3
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
81.3
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
78.2
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
76.9
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
76.7
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
74.9
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
71.1
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
69.5
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
65.7
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
61.1
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
60.1
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
58.4
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
57.7
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
56.1
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
55.9
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
55.7
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
54.4
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
53.3
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
52.3
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
50.5
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
48.6
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
48.0
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
46.4
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
46.0
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
44.0
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
41.5
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
40.7
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
40.6
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
39.4
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
39.3
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
38.0
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
30.9
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
29.9
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
28.2
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
28.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
18.8
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
1.6
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 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.
HYAL1 is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
21.1
Number of samples
521
Samples
Sample
Description
TPM
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
105.3
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
81.9
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
75.2
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
70.7
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
59.8
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
56.3
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
54.6
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
54.1
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
53.2
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
50.9
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
50.0
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
49.9
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
49.7
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
47.4
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
47.4
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
45.5
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
45.0
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
44.3
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
44.2
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
43.9
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
41.1
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
40.8
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
40.7
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
40.4
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
39.6
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
39.1
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
38.6
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
38.6
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
37.9
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
37.3
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
37.2
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
37.1
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
36.8
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
36.1
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
36.1
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
36.0
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
36.0
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
36.0
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
36.0
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
36.0
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
35.3
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
35.2
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
35.2
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
34.9
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
34.7
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
34.6
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
34.4
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
34.3
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
34.2
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
33.1
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
33.0
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
32.9
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
32.9
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
32.8
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
32.7
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
32.7
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
32.5
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
32.4
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
32.3
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
32.2
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
32.2
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
32.1
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
32.0
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
31.8
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
31.8
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
31.6
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
31.6
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
31.5
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
31.4
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
31.4
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
31.3
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
31.1
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
30.6
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
30.4
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
30.3
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
30.2
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
30.1
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
30.1
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
29.9
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
29.9
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
29.9
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
29.8
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
29.8
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
29.6
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
29.5
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
29.5
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
29.5
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
29.4
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
29.4
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
29.4
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
29.3
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
29.2
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
29.2
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
29.2
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
29.1
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
29.1
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
29.1
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
28.9
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
28.8
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
28.8
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
28.7
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
28.7
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
28.6
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
28.3
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
28.2
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
28.2
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
28.1
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
28.1
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
27.9
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
27.7
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
27.6
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
27.6
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
27.5
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
27.5
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
27.5
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
27.4
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
27.3
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
27.2
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
27.2
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
27.2
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
27.2
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
27.1
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
27.0
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
27.0
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
27.0
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
26.9
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
26.9
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
26.9
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
26.9
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
26.9
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
26.8
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
26.7
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
26.6
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
26.4
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
26.4
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
26.4
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
26.3
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
26.3
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
26.2
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
26.1
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
26.1
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
26.1
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
26.1
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
25.8
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
25.7
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
25.7
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
25.7
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
25.7
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
25.5
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
25.3
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
25.3
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
25.3
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
25.2
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
25.2
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
25.1
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
25.1
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
25.1
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
25.0
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
25.0
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
25.0
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
24.9
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
24.9
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
24.9
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
24.9
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
24.9
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
24.9
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
24.7
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
24.6
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
24.6
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
24.6
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
24.5
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
24.5
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
24.4
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
24.4
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
24.3
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
24.3
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
24.1
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
24.0
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
24.0
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
24.0
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
23.8
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
23.8
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
23.7
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
23.7
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
23.7
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
23.6
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
23.6
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
23.5
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
23.5
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
23.5
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
23.4
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
23.3
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
23.3
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
23.2
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
23.2
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
23.1
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
23.0
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
23.0
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
23.0
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
23.0
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
23.0
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
22.9
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
22.7
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
22.7
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
22.7
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
22.6
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
22.6
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
22.5
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
22.5
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
22.5
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
22.5
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
22.5
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
22.4
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
22.4
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
22.4
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
22.3
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
22.3
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
22.3
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
22.2
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
22.2
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
22.2
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
22.2
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
22.1
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
22.1
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
22.1
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
22.1
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
22.1
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
22.0
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
22.0
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
21.9
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
21.9
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
21.8
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
21.7
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
21.6
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
21.6
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
21.6
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
21.6
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
21.6
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
21.5
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
21.5
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
21.4
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
21.2
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
21.2
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
21.1
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
21.1
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
21.1
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
21.1
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
21.0
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
21.0
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
21.0
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
20.9
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
20.8
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
20.8
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
20.7
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
20.7
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
20.6
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
20.6
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
20.6
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
20.6
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
20.5
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
20.5
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
20.4
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
20.4
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
20.3
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
20.2
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
20.2
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
20.2
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
20.1
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
20.1
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
20.0
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
19.8
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
19.8
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
19.8
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
19.7
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
19.7
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
19.6
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
19.5
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
19.5
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
19.4
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
19.4
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
19.3
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
19.3
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
19.2
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
19.2
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
19.1
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
18.9
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
18.9
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
18.9
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
18.9
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
18.9
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
18.8
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
18.7
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
18.7
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
18.7
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
18.6
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
18.6
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
18.6
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
18.5
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
18.4
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
18.4
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
18.2
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
18.2
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
18.2
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
18.2
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
18.1
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
18.0
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
18.0
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
17.9
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
17.8
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
17.8
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
17.8
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
17.8
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
17.7
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
17.7
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
17.7
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
17.6
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
17.6
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
17.6
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
17.5
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
17.5
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
17.4
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
17.4
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
17.4
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
17.4
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
17.4
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
17.3
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
17.3
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
17.3
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
17.3
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
17.3
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
17.2
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
17.2
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
17.2
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
17.1
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
17.0
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
17.0
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
17.0
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
17.0
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
17.0
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
17.0
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
17.0
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
17.0
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
16.8
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
16.8
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
16.8
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
16.7
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
16.6
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
16.5
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
16.4
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
16.4
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
16.4
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
16.4
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
16.3
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
16.1
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
16.0
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
16.0
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
15.9
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
15.9
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
15.8
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
15.8
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
15.7
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
15.7
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
15.6
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
15.6
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
15.6
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
15.5
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
15.5
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
15.4
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
15.3
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
15.3
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
15.2
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
14.9
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
14.9
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
14.8
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
14.8
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
14.7
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
14.7
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
14.7
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
14.7
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
14.5
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
14.5
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
14.5
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
14.4
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
14.4
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
14.4
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
14.3
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
14.3
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
14.2
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
14.2
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
14.1
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
14.1
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
14.1
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
14.0
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
14.0
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
13.9
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
13.8
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
13.7
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
13.6
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
13.4
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
13.4
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
13.4
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
13.3
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
13.3
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
13.3
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
13.2
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
13.2
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
13.2
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
13.1
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
13.0
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
13.0
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
13.0
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
12.9
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
12.9
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
12.9
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
12.7
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
12.7
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
12.6
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
12.6
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
12.3
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
12.2
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
12.2
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
12.0
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
11.9
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
11.9
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
11.9
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
11.9
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
11.9
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
11.7
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
11.5
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
11.3
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
11.2
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
11.1
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
11.1
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
11.0
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
11.0
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
11.0
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
10.9
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
10.9
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
10.8
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
10.8
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
10.7
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
10.6
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
10.6
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
10.5
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
10.3
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
10.2
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
10.2
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
10.2
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
10.1
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
10.1
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
10.0
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
9.9
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
9.9
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
9.9
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
9.6
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
9.6
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
9.6
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
9.5
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
9.5
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
9.5
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
9.5
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
9.1
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
9.1
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
9.0
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
9.0
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
8.9
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
8.8
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
8.7
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
8.7
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
8.7
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
8.1
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
8.1
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
7.9
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
7.7
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
7.7
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
7.6
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
7.5
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
7.5
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
6.8
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
6.7
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
6.6
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
6.5
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
6.2
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
6.2
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
6.1
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
6.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
6.1
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
6.1
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
6.1
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
5.9
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
5.5
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
5.5
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
5.4
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
5.3
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
5.1
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
5.1
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
5.1
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
5.1
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
4.9
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
4.6
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
4.4
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
4.0
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
3.7
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
3.3
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
3.2
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
3.2
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
3.2
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
3.0
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
2.7
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
2.6
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
2.4
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
2.1
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
1.7
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
1.6
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
1.6
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
1.0
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
0.8
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
0.8
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
0.7
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
0.6
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 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.
HYAL1 is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
19.3
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
42.1
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
36.8
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
35.6
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
34.9
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
33.4
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
33.3
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
33.3
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
32.3
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
31.6
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
30.2
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
29.3
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
28.2
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
27.7
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
27.4
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
26.8
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
26.6
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
26.5
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
26.4
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
26.3
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
25.9
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
25.6
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
25.6
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
25.0
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
24.9
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
24.9
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
24.6
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
24.5
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
24.4
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
23.9
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
23.8
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
23.8
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
23.8
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
23.7
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
23.6
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
23.1
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
22.6
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
22.6
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
22.4
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
21.9
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
21.9
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
21.7
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
21.7
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
21.5
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
21.4
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
21.2
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
21.2
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
21.0
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
21.0
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
21.0
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
20.5
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
20.4
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
20.2
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
20.1
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
19.7
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
19.6
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
19.3
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
19.1
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
19.0
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
18.6
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
18.6
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
18.2
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
18.2
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
18.1
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
18.0
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
17.9
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
17.8
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
17.7
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
16.7
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
16.6
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
15.9
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
15.4
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
15.2
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
14.8
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
14.7
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
14.0
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
13.8
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
13.3
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
13.3
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
13.1
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
12.8
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
12.5
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
11.7
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
11.4
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
10.7
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
10.6
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
9.8
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
9.7
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
8.7
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
7.7
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
7.1
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
6.7
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
4.3
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
3.6
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
3.0
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
2.8
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
1.9
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
1.7
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 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.
HYAL1 is potential prognostic, high expression is favorable 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
31.3
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
187.6
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
169.0
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
126.7
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
104.2
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
102.3
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
100.8
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
100.4
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
98.9
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
97.3
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
96.5
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
94.6
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
91.4
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
90.8
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
84.6
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
74.0
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
72.7
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
70.9
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
70.9
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
70.6
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
69.9
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
69.4
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
68.3
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
68.1
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
67.7
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
66.6
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
66.5
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
64.8
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
63.1
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
62.5
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
62.1
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
61.2
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
60.8
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
60.6
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
60.4
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
59.9
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
59.6
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
59.2
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
58.6
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
58.5
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
57.8
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
57.3
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
56.2
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
54.3
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
53.9
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
52.4
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
52.3
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
52.2
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
51.7
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
51.4
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
51.4
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
51.2
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
51.1
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
50.9
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
50.8
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
49.2
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
49.2
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
49.0
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
48.8
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
48.2
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
48.0
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
47.6
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
47.6
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
47.4
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
45.2
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
44.0
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
43.4
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
43.3
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
43.1
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
42.4
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
42.1
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
41.8
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
41.7
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
41.4
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
41.2
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
40.6
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
40.1
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
40.1
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
39.7
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
39.4
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
38.9
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
38.6
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
38.0
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
38.0
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
37.7
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
37.6
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
36.8
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
36.1
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
35.9
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
35.7
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
35.4
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
35.0
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
34.7
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
34.5
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
34.2
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
34.1
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
33.5
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
33.1
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
33.1
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
33.0
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
32.4
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
31.8
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
31.3
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
31.0
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
30.7
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
30.6
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
30.4
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
29.9
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
29.9
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
29.9
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
29.7
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
29.7
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
29.7
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
29.6
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
29.6
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
29.4
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
29.2
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
29.0
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
28.9
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
28.8
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
28.6
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
28.6
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
28.3
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
28.2
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
27.4
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
27.3
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
27.3
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
27.1
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
26.9
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
26.6
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
26.6
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
26.6
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
26.5
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
26.2
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
26.2
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
25.7
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
25.6
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
25.6
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
25.4
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
25.3
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
25.2
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
25.2
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
25.0
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
24.9
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
24.8
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
24.7
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
24.3
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
24.1
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
24.1
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
24.0
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
24.0
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
23.7
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
23.1
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
23.1
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
22.6
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
22.5
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
22.3
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
22.2
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
22.2
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
21.9
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
21.5
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
21.2
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
21.2
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
21.2
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
21.2
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
21.2
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
20.9
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
20.9
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
20.5
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
20.3
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
20.3
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
20.2
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
20.2
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
20.1
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
20.0
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
19.9
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
19.7
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
19.6
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
19.5
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
18.9
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
18.8
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
18.8
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
18.7
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
18.6
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
18.4
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
18.3
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
17.5
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
17.3
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
17.2
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
17.2
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
16.8
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
16.7
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
16.6
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
16.6
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
16.6
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
16.1
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
16.0
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
16.0
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
16.0
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
15.8
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
15.5
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
15.4
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
15.3
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
14.7
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
14.5
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
14.4
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
14.4
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
14.3
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
14.3
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
14.0
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
13.7
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
13.6
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
13.1
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
13.0
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
12.7
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
12.4
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
12.3
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
12.3
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
12.2
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
12.1
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
12.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
11.8
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
11.8
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
11.7
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
10.9
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
10.9
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
10.9
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
10.8
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
10.6
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
10.6
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
10.4
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
10.0
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
9.9
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
9.7
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
9.6
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
9.5
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
9.3
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
9.2
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
9.1
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
9.0
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
9.0
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
9.0
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
8.4
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
8.4
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
8.3
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
8.3
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
7.7
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
7.5
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
7.4
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
7.2
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
7.2
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
6.7
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
6.7
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
6.6
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
6.5
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
6.4
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
6.4
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
6.4
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
6.3
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
5.8
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
5.2
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
4.7
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
4.7
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
4.4
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
3.7
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
3.1
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
2.9
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
2.8
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
2.4
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
2.4
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
2.4
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
2.3
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
2.2
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
2.1
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
2.0
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
1.8
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
1.5
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
1.4
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
1.3
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
1.1
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
0.4
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
0.3
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0092800003
Normal
1.2
CPT0086370003
Normal
1.2
CPT0000790001
Normal
1.1
CPT0063330001
Normal
1.0
CPT0081620001
Normal
1.0
CPT0065820001
Normal
0.9
CPT0026420001
Normal
0.9
CPT0066430001
Normal
0.8
CPT0077310003
Tumor
0.8
CPT0010120001
Normal
0.8
CPT0012090003
Normal
0.8
CPT0077140001
Normal
0.8
CPT0007870001
Normal
0.7
CPT0092740003
Normal
0.7
CPT0006730001
Normal
0.7
CPT0088920001
Normal
0.7
CPT0078840001
Normal
0.7
CPT0006950001
Normal
0.7
CPT0001510001
Normal
0.7
CPT0075170001
Normal
0.7
CPT0089480003
Normal
0.7
CPT0079000001
Normal
0.7
CPT0086970003
Normal
0.7
CPT0025920001
Normal
0.6
CPT0086890003
Normal
0.6
CPT0010170001
Normal
0.6
CPT0063320003
Tumor
0.6
CPT0078940001
Normal
0.6
CPT0019160001
Normal
0.6
CPT0018250001
Normal
0.6
CPT0087050003
Normal
0.5
CPT0088780001
Normal
0.5
CPT0066520001
Normal
0.5
CPT0012290003
Normal
0.5
CPT0014130001
Normal
0.5
CPT0089040001
Normal
0.5
CPT0012920003
Normal
0.5
CPT0000890001
Normal
0.5
CPT0014350001
Normal
0.5
CPT0077500001
Normal
0.5
CPT0009080003
Normal
0.5
CPT0088500001
Normal
0.5
CPT0064370003
Tumor
0.5
CPT0075720003
Tumor
0.4
CPT0020020001
Normal
0.4
CPT0088710001
Normal
0.4
CPT0007470001
Normal
0.4
CPT0079180003
Tumor
0.4
CPT0020130001
Normal
0.4
CPT0023690003
Tumor
0.4
CPT0001550001
Normal
0.4
CPT0002370001
Normal
0.4
CPT0015910003
Tumor
0.4
CPT0025060001
Normal
0.4
CPT0014470001
Normal
0.4
CPT0065450001
Normal
0.4
CPT0078670001
Normal
0.4
CPT0025610001
Normal
0.3
CPT0063640001
Normal
0.3
CPT0087040003
Tumor
0.3
CPT0001190001
Normal
0.3
CPT0092310003
Normal
0.3
CPT0075560003
Tumor
0.2
CPT0012770003
Normal
0.2
CPT0023710001
Normal
0.2
CPT0065930003
Tumor
0.2
CPT0001230001
Normal
0.2
CPT0079300001
Normal
0.1
CPT0075570001
Normal
0.1
CPT0019990003
Tumor
0.1
CPT0012570003
Normal
0.1
CPT0086830003
Normal
0.1
CPT0076350001
Normal
0.1
CPT0064400001
Normal
0.1
CPT0066470004
Tumor
0.1
CPT0007320003
Tumor
0.0
CPT0012640003
Normal
0.0
CPT0000640003
Tumor
0.0
CPT0009020003
Normal
0.0
CPT0088550004
Tumor
0.0
CPT0079510001
Normal
0.0
CPT0066480003
Tumor
0.0
CPT0084590001
Normal
0.0
CPT0013790003
Normal
0.0
CPT0065870003
Tumor
-0.1
CPT0024680001
Normal
-0.1
CPT0006530001
Normal
-0.1
CPT0092290003
Tumor
-0.1
CPT0017450001
Normal
-0.1
CPT0001270001
Normal
-0.1
CPT0002350011
Tumor
-0.1
CPT0078830003
Tumor
-0.1
CPT0077320001
Normal
-0.1
CPT0023360001
Normal
-0.1
CPT0079430001
Normal
-0.1
CPT0078530001
Normal
-0.1
CPT0088760003
Tumor
-0.1
CPT0088570001
Normal
-0.2
CPT0001220008
Tumor
-0.2
CPT0012900004
Tumor
-0.2
CPT0092190003
Normal
-0.2
CPT0089020003
Tumor
-0.2
CPT0063630003
Tumor
-0.2
CPT0086360003
Tumor
-0.2
CPT0001350001
Normal
-0.3
CPT0014160003
Tumor
-0.3
CPT0078510003
Tumor
-0.3
CPT0012180003
Tumor
-0.3
CPT0076330003
Tumor
-0.3
CPT0069000003
Tumor
-0.3
CPT0000660001
Normal
-0.3
CPT0007860003
Tumor
-0.3
CPT0069010001
Normal
-0.4
CPT0002270011
Tumor
-0.4
CPT0000870016
Tumor
-0.4
CPT0071150004
Tumor
-0.4
CPT0078930003
Tumor
-0.4
CPT0084560003
Tumor
-0.4
CPT0012670003
Tumor
-0.4
CPT0092160003
Tumor
-0.4
CPT0009000003
Tumor
-0.4
CPT0088900003
Tumor
-0.4
CPT0014450004
Tumor
-0.5
CPT0009060003
Tumor
-0.5
CPT0065430003
Tumor
-0.5
CPT0017850003
Tumor
-0.5
CPT0077490003
Tumor
-0.5
CPT0010160003
Tumor
-0.5
CPT0001260009
Tumor
-0.6
CPT0000780007
Tumor
-0.6
CPT0092730003
Tumor
-0.6
CPT0079480003
Tumor
-0.6
CPT0012280003
Tumor
-0.6
CPT0001500009
Tumor
-0.7
CPT0092790003
Tumor
-0.7
CPT0006440003
Tumor
-0.7
CPT0025880003
Tumor
-0.7
CPT0017410003
Tumor
-0.7
CPT0012550003
Tumor
-0.7
CPT0082010001
Normal
-0.7
CPT0088690003
Tumor
-0.7
CPT0021240003
Tumor
-0.7
CPT0079380003
Tumor
-0.8
CPT0089460004
Tumor
-0.8
CPT0012080003
Tumor
-0.8
CPT0088480003
Tumor
-0.8
CPT0019130003
Tumor
-0.8
CPT0011240003
Tumor
-0.8
CPT0020120003
Tumor
-0.8
CPT0086820003
Tumor
-0.8
CPT0023350003
Tumor
-0.9
CPT0077110003
Tumor
-0.9
CPT0069190001
Normal
-0.9
CPT0025580004
Tumor
-0.9
CPT0079230003
Tumor
-0.9
CPT0088970003
Tumor
-0.9
CPT0006900003
Tumor
-0.9
CPT0088640003
Normal
-0.9
CPT0015810003
Tumor
-0.9
CPT0086870003
Tumor
-0.9
CPT0079270003
Tumor
-1.0
CPT0078800003
Tumor
-1.0
CPT0086950003
Tumor
-1.0
CPT0025110003
Tumor
-1.0
CPT0081990003
Tumor
-1.0
CPT0079410003
Tumor
-1.0
CPT0025050003
Tumor
-1.1
CPT0001540009
Tumor
-1.1
CPT0065810003
Tumor
-1.1
CPT0025350003
Tumor
-1.1
CPT0026410003
Tumor
-1.1
CPT0025230003
Tumor
-1.1
CPT0088630003
Tumor
-1.1
CPT0081600003
Tumor
-1.2
CPT0024670003
Tumor
-1.2
CPT0075130003
Tumor
-1.2
CPT0010110003
Tumor
-1.2
CPT0078660003
Tumor
-1.2
CPT0014370004
Tumor
-1.3
CPT0025170003
Tumor
-1.3
CPT0065750003
Tumor
-1.3
CPT0012370003
Tumor
-1.3
CPT0006630003
Tumor
-1.4
CPT0065690003
Tumor
-1.4
CPT0085670003
Tumor
-1.4
CPT0001180009
Tumor
-1.5
CPT0011410003
Tumor
-1.7
CPT0086030003
Tumor
-1.7
CPT0069160003
Tumor
-1.8
CPT0025290003
Tumor
-1.9
CPT0078990003
Tumor
-2.2
CPT0001340003
Tumor
-2.3
CPT0015730003
Tumor
-2.3
CPT0081880003
Tumor
-3.1
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
