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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.
SULF2 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
17.5
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
80.0
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
70.8
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
61.7
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
44.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
43.8
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
40.3
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
34.1
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
32.5
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
32.2
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
31.4
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
29.8
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
28.0
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
27.7
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
25.3
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
25.0
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
24.9
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
24.4
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
21.4
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
21.3
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
19.3
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
19.1
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
18.8
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
18.3
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
17.8
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
17.1
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
16.9
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
16.8
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
16.6
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
15.6
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
15.2
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
14.8
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
14.6
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
14.0
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
13.4
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
12.9
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
11.2
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
9.1
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
8.7
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
8.6
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
8.4
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
8.3
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
8.0
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
7.8
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
7.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
7.3
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
6.8
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
6.8
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
6.7
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
5.7
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
5.6
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
5.1
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
4.6
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
4.6
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
4.5
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
4.4
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
3.8
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
3.5
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
3.2
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
2.6
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
2.6
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
2.5
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
1.6
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
1.2
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 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.
SULF2 is potential prognostic, high expression is unfavorable 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
66.6
Number of samples
521
Samples
Sample
Description
TPM
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
400.3
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
387.0
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
368.4
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
344.5
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
333.2
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
262.6
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
252.7
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
251.0
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
245.4
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
220.6
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
214.6
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
202.6
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
202.3
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
198.8
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
193.1
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
190.7
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
190.2
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
186.7
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
182.5
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
177.3
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
174.2
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
167.5
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
166.0
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
159.9
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
156.6
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
156.0
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
155.9
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
154.4
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
152.5
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
144.8
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
143.5
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
143.3
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
142.3
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
141.5
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
140.8
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
140.3
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
138.4
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
137.8
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
135.4
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
134.5
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
133.7
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
133.2
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
133.1
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
132.5
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
131.6
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
131.1
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
130.3
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
130.2
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
129.5
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
127.6
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
127.1
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
127.0
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
126.8
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
126.4
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
125.6
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
124.1
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
123.5
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
122.9
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
122.5
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
122.3
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
121.5
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
120.4
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
120.0
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
119.6
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
118.8
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
116.3
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
116.1
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
116.0
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
115.9
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
115.8
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
115.2
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
115.1
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
113.7
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
112.6
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
111.9
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
111.7
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
111.7
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
111.6
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
109.7
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
108.0
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
106.8
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
106.6
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
105.6
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
105.5
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
105.5
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
105.0
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
104.6
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
104.5
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
104.2
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
103.9
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
103.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
103.7
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
103.4
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
103.0
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
101.3
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
100.5
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
99.8
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
99.3
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
99.2
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
99.0
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
98.8
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
98.5
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
98.5
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
98.4
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
97.9
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
97.2
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
96.6
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
95.4
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
95.2
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
95.0
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
94.8
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
94.1
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
94.0
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
93.8
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
93.8
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
93.2
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
92.8
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
92.7
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
92.2
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
91.5
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
90.7
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
88.9
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
88.8
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
88.5
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
88.3
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
87.6
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
86.4
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
86.0
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
85.8
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
85.8
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
85.3
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
85.2
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
84.7
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
84.3
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
84.2
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
84.0
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
83.8
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
83.8
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
83.7
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
83.1
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
82.5
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
82.3
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
82.0
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
80.3
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
80.1
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
80.0
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
78.9
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
78.7
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
78.5
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
78.5
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
77.6
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
76.9
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
76.9
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
76.5
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
76.3
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
76.3
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
76.3
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
75.9
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
75.8
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
75.2
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
74.9
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
74.6
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
74.4
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
74.3
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
73.8
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
73.6
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
73.4
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
73.4
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
73.1
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
73.1
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
73.0
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
72.3
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
71.8
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
71.7
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
71.5
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
71.5
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
71.3
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
71.2
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
71.0
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
70.5
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
70.3
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
69.9
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
69.7
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
69.5
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
69.0
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
69.0
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
68.9
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
68.8
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
68.7
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
68.2
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
68.0
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
67.7
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
67.5
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
67.0
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
66.9
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
66.4
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
66.3
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
65.7
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
65.4
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
65.4
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
65.2
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
65.1
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
65.0
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
64.8
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
64.6
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
64.6
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
64.5
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
64.5
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
64.2
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
63.7
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
63.6
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
63.6
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
63.3
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
63.3
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
62.7
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
62.1
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
61.9
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
61.9
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
61.6
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
61.4
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
61.4
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
61.1
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
61.0
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
60.9
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
60.4
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
60.3
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
60.3
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
60.2
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
59.9
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
59.6
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
58.8
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
58.6
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
58.5
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
58.0
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
58.0
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
57.9
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
57.8
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
57.8
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
57.8
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
57.4
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
57.2
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
56.9
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
56.8
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
56.5
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
56.4
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
56.2
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
56.1
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
55.7
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
55.7
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
55.4
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
55.3
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
55.1
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
55.1
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
55.1
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
55.0
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
54.9
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
54.7
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
54.6
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
54.6
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
54.4
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
54.3
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
54.0
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
52.9
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
52.6
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
52.2
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
52.2
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
51.9
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
51.9
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
51.8
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
51.7
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
51.4
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
50.9
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
50.8
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
50.2
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
49.7
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
49.6
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
49.5
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
49.3
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
49.3
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
49.0
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
48.9
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
48.7
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
48.7
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
48.5
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
48.4
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
48.3
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
48.2
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
48.2
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
48.0
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
47.9
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
47.8
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
47.7
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
47.5
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
47.5
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
47.0
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
46.8
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
46.8
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
46.7
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
46.7
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
46.3
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
46.1
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
46.0
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
46.0
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
45.9
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
45.9
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
45.7
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
45.4
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
45.4
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
45.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
45.0
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
44.9
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
44.2
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
43.9
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
43.8
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
43.6
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
43.4
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
43.4
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
43.3
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
43.2
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
42.8
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
42.6
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
42.3
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
42.3
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
42.2
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
42.2
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
41.9
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
41.9
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
41.7
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
41.4
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
41.2
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
41.1
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
41.0
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
41.0
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
40.7
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
40.5
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
40.5
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
40.3
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
40.2
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
40.2
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
39.9
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
39.9
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
39.7
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
39.7
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
39.5
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
39.4
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
39.2
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
39.2
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
39.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
38.8
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
38.7
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
38.6
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
38.6
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
38.3
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
38.1
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
37.8
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
37.7
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
37.2
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
37.0
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
36.9
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
36.8
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
36.7
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
36.5
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
36.2
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
36.0
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
35.8
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
35.8
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
35.6
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
35.5
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
35.3
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
35.1
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
34.8
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
34.6
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
34.5
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
34.4
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
34.1
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
34.1
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
33.8
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
33.8
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
33.6
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
33.2
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
33.2
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
32.9
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
32.8
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
32.4
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
32.4
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
32.3
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
32.2
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
31.9
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
31.7
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
31.6
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
31.5
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
31.5
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
31.4
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
31.3
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
31.2
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
30.8
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
30.8
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
30.7
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
30.6
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
30.6
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
30.6
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
30.2
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
30.0
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
29.8
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
29.7
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
29.5
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
29.5
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
29.4
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
29.3
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
29.3
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
29.1
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
29.0
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
28.9
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
28.7
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
28.6
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
28.6
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
28.1
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
27.9
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
27.9
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
27.5
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
27.4
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
27.1
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
27.1
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
26.8
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
26.8
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
26.7
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
26.7
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
26.5
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
26.3
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
25.8
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
25.6
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
25.6
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
25.5
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
25.3
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
25.2
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
24.8
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
24.8
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
24.8
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
24.7
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
24.5
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
24.4
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
24.4
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
24.3
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
24.2
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
24.0
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
23.6
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
23.6
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
23.3
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
23.2
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
23.2
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
22.7
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
22.5
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
22.3
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
22.2
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
22.2
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
22.0
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
22.0
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
21.9
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
21.3
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
21.1
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
21.1
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
21.0
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
20.7
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
20.5
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
20.0
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
19.9
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
19.9
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
19.8
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
19.8
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
19.8
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
19.5
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
19.5
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
19.4
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
19.4
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
19.1
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
18.8
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
18.7
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
18.5
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
18.4
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
17.8
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
17.7
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
17.6
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
17.3
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
17.3
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
17.3
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
17.0
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
17.0
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
17.0
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
17.0
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
16.0
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
15.5
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
15.4
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
15.3
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
15.1
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
15.0
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
14.6
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
13.4
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
13.3
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
12.7
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
12.0
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
11.9
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
11.9
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
11.4
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
11.3
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
10.2
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
10.1
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
10.0
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
9.3
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
8.2
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
7.6
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
7.0
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
6.7
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
6.6
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
5.6
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
5.4
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
4.9
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
3.8
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
2.3
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
2.2
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
1.8
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
SULF2 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
93.4
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
896.9
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
306.1
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
251.6
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
246.9
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
231.7
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
227.7
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
208.4
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
206.3
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
180.3
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
165.8
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
158.2
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
157.4
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
157.1
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
154.8
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
154.1
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
151.2
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
148.3
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
136.8
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
129.5
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
128.9
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
121.9
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
118.4
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
118.3
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
117.9
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
117.5
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
115.4
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
115.2
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
114.1
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
104.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
101.5
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
98.8
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
98.2
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
96.6
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
94.0
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
93.3
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
90.6
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
90.3
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
89.9
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
88.0
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
87.5
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
85.4
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
84.0
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
83.3
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
82.9
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
82.5
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
79.2
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
77.8
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
76.9
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
76.0
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
74.1
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
73.5
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
72.8
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
72.6
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
72.3
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
69.1
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
69.0
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
65.9
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
65.8
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
64.4
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
64.3
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
63.7
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
63.4
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
55.4
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
55.4
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
54.8
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
51.6
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
50.6
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
48.9
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
48.7
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
46.9
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
42.9
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
41.8
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
40.4
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
40.1
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
39.4
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
39.2
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
37.1
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
37.0
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
36.5
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
36.5
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
35.9
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
35.0
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
32.5
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
29.6
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
28.9
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
28.3
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
27.5
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
26.6
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
25.9
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
25.7
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
23.3
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
23.0
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
21.6
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
18.6
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
17.7
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
13.2
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
13.1
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
13.0
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
9.8
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 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.
SULF2 is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
121.6
Number of samples
282
Samples
Sample
Description
TPM
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
512.7
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
467.9
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
435.0
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
406.2
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
404.3
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
395.4
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
356.8
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
338.5
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
321.7
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
312.2
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
303.3
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
299.2
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
277.1
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
273.2
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
272.4
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
272.0
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
270.9
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
267.6
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
267.3
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
259.9
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
259.0
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
249.6
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
244.2
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
243.6
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
242.9
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
241.7
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
239.3
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
227.8
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
224.0
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
223.5
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
221.6
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
221.3
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
221.3
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
220.8
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
220.1
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
218.4
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
216.6
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
215.1
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
212.7
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
208.4
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
207.0
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
201.6
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
198.8
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
196.5
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
195.4
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
194.5
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
189.8
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
189.8
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
189.7
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
186.2
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
185.8
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
185.2
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
183.1
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
182.9
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
182.1
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
181.5
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
180.3
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
177.9
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
176.5
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
176.3
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
171.5
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
171.5
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
171.0
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
170.8
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
168.1
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
165.4
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
164.6
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
164.3
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
164.2
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
163.5
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
162.9
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
160.8
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
160.4
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
158.0
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
157.7
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
157.6
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
156.9
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
156.9
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
156.3
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
155.7
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
152.7
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
152.4
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
152.3
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
150.9
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
149.9
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
148.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
147.3
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
145.3
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
144.3
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
144.1
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
143.1
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
142.4
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
141.7
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
140.9
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
139.8
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
139.4
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
139.2
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
138.3
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
136.6
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
134.9
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
134.0
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
133.9
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
133.5
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
131.8
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
130.7
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
127.8
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
127.6
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
126.8
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
125.3
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
122.9
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
122.8
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
122.3
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
122.3
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
122.0
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
121.7
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
121.7
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
121.2
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
120.9
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
119.4
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
118.6
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
118.3
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
117.9
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
117.3
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
117.1
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
116.4
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
116.0
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
115.0
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
113.6
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
112.8
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
112.1
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
110.2
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
110.2
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
110.0
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
109.3
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
108.9
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
108.5
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
106.6
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
105.2
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
104.7
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
104.4
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
104.0
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
103.6
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
103.5
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
103.1
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
102.2
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
101.2
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
100.7
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
100.4
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
99.8
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
99.4
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
98.6
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
98.3
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
97.9
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
97.7
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
97.3
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
96.8
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
95.6
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
95.3
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
95.2
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
94.8
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
94.5
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
94.2
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
92.6
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
91.5
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
90.9
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
90.9
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
89.9
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
89.6
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
89.3
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
88.9
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
87.9
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
87.5
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
87.4
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
86.1
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
84.8
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
84.8
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
84.7
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
83.5
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
83.1
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
82.6
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
81.9
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
81.7
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
80.7
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
80.5
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
80.2
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
79.9
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
79.0
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
77.7
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
77.4
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
77.3
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
76.7
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
76.5
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
76.0
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
75.7
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
75.2
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
74.2
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
72.8
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
72.6
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
72.2
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
71.5
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
71.2
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
70.6
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
70.3
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
68.7
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
68.6
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
68.4
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
67.9
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
67.2
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
65.6
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
65.1
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
62.9
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
62.2
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
61.9
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
61.2
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
60.7
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
60.2
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
59.4
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
58.3
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
57.0
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
56.9
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
55.3
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
54.0
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
54.0
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
53.9
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
52.5
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
51.4
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
49.5
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
49.3
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
49.2
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
48.9
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
48.5
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
48.0
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
46.0
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
45.0
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
44.4
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
43.9
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
43.6
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
41.8
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
41.0
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
39.9
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
38.6
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
38.1
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
37.6
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
37.6
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
37.2
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
36.9
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
34.9
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
34.3
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
32.6
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
31.8
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
30.7
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
30.5
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
29.6
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
27.8
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
25.7
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
23.3
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
23.3
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
20.3
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
20.2
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
19.9
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
19.2
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
18.8
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
18.5
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
16.6
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
16.2
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
15.2
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
14.9
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
14.8
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
13.8
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
12.9
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
11.7
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
11.0
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
11.0
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
9.3
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
8.8
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
7.7
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
5.5
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
5.5
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
3.5
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
3.4
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
2.8
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
2.7
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0084560003
Tumor
1.6
CPT0017850003
Tumor
1.6
CPT0001340003
Tumor
1.5
CPT0086950003
Tumor
1.4
CPT0069000003
Tumor
1.3
CPT0001180009
Tumor
1.1
CPT0076330003
Tumor
1.0
CPT0012180003
Tumor
0.9
CPT0063630003
Tumor
0.9
CPT0002350011
Tumor
0.8
CPT0084590001
Normal
0.7
CPT0012550003
Tumor
0.7
CPT0011410003
Tumor
0.7
CPT0069160003
Tumor
0.6
CPT0012670003
Tumor
0.6
CPT0065690003
Tumor
0.5
CPT0075130003
Tumor
0.5
CPT0075560003
Tumor
0.5
CPT0025290003
Tumor
0.5
CPT0076350001
Normal
0.5
CPT0009000003
Tumor
0.5
CPT0015910003
Tumor
0.4
CPT0014160003
Tumor
0.4
CPT0063320003
Tumor
0.4
CPT0025050003
Tumor
0.4
CPT0092290003
Tumor
0.4
CPT0019130003
Tumor
0.4
CPT0000890001
Normal
0.4
CPT0088970003
Tumor
0.4
CPT0006530001
Normal
0.4
CPT0012280003
Tumor
0.3
CPT0088900003
Tumor
0.3
CPT0011240003
Tumor
0.3
CPT0014350001
Normal
0.3
CPT0065930003
Tumor
0.3
CPT0088760003
Tumor
0.3
CPT0019160001
Normal
0.3
CPT0001260009
Tumor
0.3
CPT0025170003
Tumor
0.2
CPT0021240003
Tumor
0.2
CPT0007860003
Tumor
0.2
CPT0081880003
Tumor
0.2
CPT0019990003
Tumor
0.2
CPT0077140001
Normal
0.2
CPT0001270001
Normal
0.2
CPT0063640001
Normal
0.2
CPT0006630003
Tumor
0.2
CPT0092730003
Tumor
0.2
CPT0075570001
Normal
0.2
CPT0085670003
Tumor
0.2
CPT0069010001
Normal
0.1
CPT0023690003
Tumor
0.1
CPT0020020001
Normal
0.1
CPT0064370003
Tumor
0.1
CPT0024680001
Normal
0.1
CPT0013790003
Normal
0.1
CPT0088690003
Tumor
0.1
CPT0001190001
Normal
0.1
CPT0009060003
Tumor
0.1
CPT0010160003
Tumor
0.1
CPT0088550004
Tumor
0.1
CPT0012900004
Tumor
0.1
CPT0001220008
Tumor
0.1
CPT0014470001
Normal
0.1
CPT0071150004
Tumor
0.1
CPT0092740003
Normal
0.0
CPT0010170001
Normal
0.0
CPT0001350001
Normal
0.0
CPT0079300001
Normal
0.0
CPT0014450004
Tumor
0.0
CPT0012770003
Normal
0.0
CPT0075170001
Normal
0.0
CPT0007470001
Normal
0.0
CPT0025110003
Tumor
0.0
CPT0018250001
Normal
0.0
CPT0092190003
Normal
0.0
CPT0025060001
Normal
0.0
CPT0025350003
Tumor
0.0
CPT0079380003
Tumor
0.0
CPT0025230003
Tumor
0.0
CPT0081990003
Tumor
0.0
CPT0079230003
Tumor
-0.1
CPT0069190001
Normal
-0.1
CPT0078800003
Tumor
-0.1
CPT0092310003
Normal
-0.1
CPT0066430001
Normal
-0.1
CPT0088570001
Normal
-0.1
CPT0012080003
Tumor
-0.1
CPT0020120003
Tumor
-0.1
CPT0014130001
Normal
-0.1
CPT0079000001
Normal
-0.1
CPT0063330001
Normal
-0.1
CPT0075720003
Tumor
-0.1
CPT0023710001
Normal
-0.2
CPT0082010001
Normal
-0.2
CPT0015810003
Tumor
-0.2
CPT0079270003
Tumor
-0.2
CPT0066470004
Tumor
-0.2
CPT0086830003
Normal
-0.2
CPT0012370003
Tumor
-0.2
CPT0002370001
Normal
-0.2
CPT0006730001
Normal
-0.2
CPT0026420001
Normal
-0.2
CPT0086870003
Tumor
-0.2
CPT0086890003
Normal
-0.2
CPT0064400001
Normal
-0.2
CPT0012570003
Normal
-0.2
CPT0012090003
Normal
-0.2
CPT0086970003
Normal
-0.3
CPT0020130001
Normal
-0.3
CPT0065750003
Tumor
-0.3
CPT0025880003
Tumor
-0.3
CPT0012290003
Normal
-0.3
CPT0088710001
Normal
-0.3
CPT0088920001
Normal
-0.3
CPT0014370004
Tumor
-0.3
CPT0025920001
Normal
-0.3
CPT0065870003
Tumor
-0.3
CPT0000870016
Tumor
-0.3
CPT0006440003
Tumor
-0.3
CPT0007320003
Tumor
-0.3
CPT0079180003
Tumor
-0.3
CPT0086820003
Tumor
-0.4
CPT0001230001
Normal
-0.4
CPT0077500001
Normal
-0.4
CPT0086030003
Tumor
-0.4
CPT0078670001
Normal
-0.4
CPT0007870001
Normal
-0.4
CPT0078840001
Normal
-0.4
CPT0077490003
Tumor
-0.5
CPT0009020003
Normal
-0.5
CPT0092160003
Tumor
-0.5
CPT0012920003
Normal
-0.5
CPT0009080003
Normal
-0.5
CPT0088780001
Normal
-0.5
CPT0017410003
Tumor
-0.5
CPT0078830003
Tumor
-0.6
CPT0015730003
Tumor
-0.7
CPT0024670003
Tumor
-0.7
CPT0017450001
Normal
-0.7
CPT0078660003
Tumor
-0.9
CPT0077110003
Tumor
-1.0
CPT0012640003
Normal
-1.0
CPT0078990003
Tumor
-1.0
CPT0026410003
Tumor
-1.1
CPT0000790001
Normal
N/A
CPT0065820001
Normal
N/A
CPT0078930003
Tumor
N/A
CPT0087040003
Tumor
N/A
CPT0089020003
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0092790003
Tumor
N/A
CPT0025610001
Normal
N/A
CPT0078940001
Normal
N/A
CPT0002270011
Tumor
N/A
CPT0089040001
Normal
N/A
CPT0000780007
Tumor
N/A
CPT0023360001
Normal
N/A
CPT0001510001
Normal
N/A
CPT0010110003
Tumor
N/A
CPT0088640003
Normal
N/A
CPT0088500001
Normal
N/A
CPT0001550001
Normal
N/A
CPT0086360003
Tumor
N/A
CPT0006950001
Normal
N/A
CPT0077310003
Tumor
N/A
CPT0078530001
Normal
N/A
CPT0066520001
Normal
N/A
CPT0001500009
Tumor
N/A
CPT0081600003
Tumor
N/A
CPT0088630003
Tumor
N/A
CPT0023350003
Tumor
N/A
CPT0078510003
Tumor
N/A
CPT0065450001
Normal
N/A
CPT0092800003
Normal
N/A
CPT0006900003
Tumor
N/A
CPT0089480003
Normal
N/A
CPT0077320001
Normal
N/A
CPT0079480003
Tumor
N/A
CPT0065430003
Tumor
N/A
CPT0081620001
Normal
N/A
CPT0089460004
Tumor
N/A
CPT0079410003
Tumor
N/A
CPT0079510001
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0065810003
Tumor
N/A
CPT0010120001
Normal
N/A
CPT0000640003
Tumor
N/A
CPT0087050003
Normal
N/A
CPT0088480003
Tumor
N/A
CPT0079430001
Normal
N/A
CPT0086370003
Normal
N/A
CPT0025580004
Tumor
N/A
CPT0000660001
Normal
N/A
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
