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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.
C1S 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
6.8
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
86.9
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
69.6
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
33.4
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
31.2
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
24.7
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
15.0
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
13.8
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
10.9
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
10.7
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
10.0
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
9.9
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
9.2
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
9.1
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
8.9
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
8.7
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
8.5
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
7.7
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
6.5
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
6.2
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
4.6
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
4.4
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
3.7
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
3.5
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
3.2
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
3.1
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
3.0
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
2.8
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
2.3
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
2.2
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
2.1
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
1.9
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
1.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
1.7
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
1.7
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
1.4
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
1.3
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
1.3
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
1.3
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
1.3
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
1.1
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
1.1
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
1.1
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
1.0
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
0.9
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
0.9
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
0.9
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
0.8
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
0.6
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
0.5
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
0.4
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
0.4
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
0.4
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
0.2
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
0.0
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
0.0
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
0.0
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
0.0
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
0.0
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
0.0
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
0.0
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
0.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
0.0
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
0.0
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 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.
C1S 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
155.2
Number of samples
521
Samples
Sample
Description
TPM
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
1023.8
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
914.6
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
910.1
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
878.1
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
793.1
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
767.4
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
714.9
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
688.2
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
682.7
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
670.6
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
636.3
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
634.1
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
631.3
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
620.8
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
539.9
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
526.0
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
521.6
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
520.9
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
519.1
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
519.0
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
511.6
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
509.7
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
509.0
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
496.1
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
489.8
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
488.0
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
478.7
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
477.5
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
474.1
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
469.9
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
463.1
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
459.7
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
457.8
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
456.8
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
455.1
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
421.2
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
417.9
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
412.1
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
398.2
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
397.8
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
394.3
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
392.8
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
390.9
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
385.9
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
384.8
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
384.3
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
378.5
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
375.9
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
372.3
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
372.2
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
371.7
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
371.3
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
370.9
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
369.9
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
363.4
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
360.2
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
354.7
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
348.2
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
342.0
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
338.6
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
337.8
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
335.3
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
328.9
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
327.9
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
321.9
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
321.4
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
320.2
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
317.1
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
310.6
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
305.7
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
303.3
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
302.5
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
302.2
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
297.3
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
296.6
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
296.3
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
295.9
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
295.9
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
295.2
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
290.6
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
287.6
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
285.6
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
281.2
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
279.9
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
277.2
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
276.1
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
274.4
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
273.0
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
271.6
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
268.9
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
267.5
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
266.7
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
265.3
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
261.3
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
261.3
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
260.5
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
259.3
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
255.3
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
254.3
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
251.3
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
249.7
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
246.8
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
246.3
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
244.4
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
244.1
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
242.5
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
240.9
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
240.6
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
240.2
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
238.5
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
238.2
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
237.4
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
234.5
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
231.9
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
231.5
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
231.2
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
230.4
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
229.1
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
227.2
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
227.2
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
227.1
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
223.5
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
222.1
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
220.1
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
219.5
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
219.4
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
218.8
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
215.9
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
215.8
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
214.5
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
209.5
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
209.2
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
208.0
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
207.7
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
206.8
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
206.7
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
206.4
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
204.6
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
202.4
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
201.9
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
201.6
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
200.6
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
199.9
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
198.6
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
198.6
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
197.1
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
196.7
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
194.3
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
193.8
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
193.4
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
192.5
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
190.9
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
189.2
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
188.9
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
187.1
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
186.2
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
185.4
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
184.7
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
180.6
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
180.3
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
179.3
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
179.0
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
178.8
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
177.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
175.6
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
174.4
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
173.0
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
170.1
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
169.6
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
168.7
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
168.4
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
168.1
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
166.5
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
166.4
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
165.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
164.8
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
164.5
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
161.7
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
161.4
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
160.1
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
159.5
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
157.8
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
156.5
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
156.5
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
155.3
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
155.2
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
153.9
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
153.5
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
152.5
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
152.0
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
151.7
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
150.9
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
148.3
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
147.7
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
147.5
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
147.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
147.1
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
146.8
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
146.1
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
145.9
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
144.9
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
144.1
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
144.0
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
142.1
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
141.6
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
140.8
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
140.0
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
139.1
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
138.7
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
138.7
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
138.7
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
138.2
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
136.9
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
136.8
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
134.8
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
134.7
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
133.9
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
133.8
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
133.6
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
129.4
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
128.5
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
128.5
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
127.9
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
127.7
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
127.4
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
124.8
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
124.3
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
121.4
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
120.5
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
119.6
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
119.1
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
116.4
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
116.2
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
115.5
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
113.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
113.1
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
113.0
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
112.2
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
111.9
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
111.3
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
111.2
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
110.5
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
109.6
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
108.9
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
108.8
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
107.9
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
107.5
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
106.1
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
105.7
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
105.6
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
105.4
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
105.0
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
104.8
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
104.6
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
102.8
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
101.7
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
101.6
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
101.3
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
101.1
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
100.7
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
100.2
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
99.6
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
99.6
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
99.3
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
98.6
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
98.6
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
98.5
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
97.7
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
95.1
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
94.6
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
94.2
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
93.7
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
93.5
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
92.9
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
92.1
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
91.6
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
91.1
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
90.0
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
89.9
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
89.1
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
89.0
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
89.0
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
88.8
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
88.5
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
88.5
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
88.3
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
87.7
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
86.3
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
86.0
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
85.0
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
84.5
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
84.1
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
83.7
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
82.9
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
82.8
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
82.6
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
81.9
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
81.8
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
81.8
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
81.8
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
81.4
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
81.0
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
79.6
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
79.2
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
79.1
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
78.5
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
78.0
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
77.2
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
76.4
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
76.4
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
76.3
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
75.6
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
74.9
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
74.5
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
74.4
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
74.3
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
73.4
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
72.9
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
72.3
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
71.4
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
71.2
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
71.2
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
70.7
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
70.5
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
70.5
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
70.0
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
69.2
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
69.0
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
67.2
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
67.2
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
67.1
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
67.0
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
66.4
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
65.7
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
65.5
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
64.4
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
64.3
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
64.3
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
63.9
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
63.6
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
63.6
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
62.7
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
62.5
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
62.4
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
62.2
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
62.0
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
61.8
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
61.7
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
61.5
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
61.4
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
61.4
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
61.1
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
60.6
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
60.6
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
59.2
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
58.7
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
58.4
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
58.2
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
57.3
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
56.3
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
56.2
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
56.0
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
55.9
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
55.2
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
54.7
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
54.4
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
53.8
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
53.6
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
53.3
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
53.3
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
53.3
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
53.2
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
53.2
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
52.6
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
52.2
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
51.8
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
51.6
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
51.1
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
51.0
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
50.9
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
50.7
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
50.7
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
50.5
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
50.0
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
50.0
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
49.7
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
48.9
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
48.8
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
48.8
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
48.5
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
47.9
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
47.8
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
47.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
47.2
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
46.7
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
46.3
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
45.8
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
45.5
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
44.3
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
43.6
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
42.7
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
42.3
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
42.1
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
42.0
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
41.4
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
41.2
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
40.4
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
40.0
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
39.3
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
38.9
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
38.4
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
37.9
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
37.2
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
37.1
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
36.4
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
36.3
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
35.6
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
35.5
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
35.1
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
34.6
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
34.2
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
34.1
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
33.2
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
32.5
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
32.2
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
32.2
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
31.9
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
31.8
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
31.8
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
31.6
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
31.1
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
30.6
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
29.8
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
29.6
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
29.3
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
28.9
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
28.8
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
28.7
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
28.4
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
28.3
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
28.0
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
27.7
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
26.9
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
26.7
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
26.6
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
26.5
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
25.9
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
25.8
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
25.5
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
25.4
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
25.2
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
25.0
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
24.9
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
24.5
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
24.0
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
23.6
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
23.3
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
22.8
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
22.7
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
22.5
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
22.4
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
22.0
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
21.7
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
21.5
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
21.4
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
21.3
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
21.2
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
20.9
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
20.3
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
20.1
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
20.0
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
20.0
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
19.5
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
19.3
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
19.1
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
18.7
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
18.2
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
18.1
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
17.0
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
16.7
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
16.2
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
16.2
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
16.0
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
15.7
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
15.4
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
15.3
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
15.0
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
14.1
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
14.0
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
13.9
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
13.8
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
13.6
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
12.5
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
11.7
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
11.5
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
11.2
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
10.7
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
10.6
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
10.1
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
10.1
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
8.0
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
7.8
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
7.5
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
7.5
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
6.6
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
6.5
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
6.5
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
6.0
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
6.0
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
5.7
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
3.8
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
3.8
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
3.7
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
2.3
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
2.0
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
1.5
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
1.2
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
0.5
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
0.5
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
0.3
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
C1S 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
226.8
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
914.7
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
805.2
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
767.0
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
736.0
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
676.2
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
647.0
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
639.1
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
616.8
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
567.5
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
552.8
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
517.4
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
497.4
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
477.4
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
455.9
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
408.7
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
407.9
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
406.7
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
382.1
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
367.1
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
359.5
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
350.7
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
330.5
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
324.6
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
322.0
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
317.4
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
308.4
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
297.6
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
293.2
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
292.2
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
288.4
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
280.4
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
272.2
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
271.9
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
271.3
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
265.9
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
250.7
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
246.2
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
245.3
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
243.5
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
238.5
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
230.8
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
229.9
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
228.5
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
224.2
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
216.4
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
212.6
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
193.9
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
193.8
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
192.4
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
185.7
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
178.1
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
177.6
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
173.9
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
165.6
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
163.8
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
138.8
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
135.1
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
128.2
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
127.1
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
116.4
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
113.9
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
109.5
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
107.5
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
105.2
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
99.3
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
95.5
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
94.7
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
85.4
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
83.0
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
81.8
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
77.4
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
73.4
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
73.4
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
67.2
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
66.3
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
59.9
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
52.3
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
51.9
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
51.6
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
50.4
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
49.7
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
49.4
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
45.8
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
44.0
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
39.3
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
39.2
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
33.2
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
32.0
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
28.9
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
28.7
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
27.3
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
25.4
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
22.0
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
19.1
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
18.7
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
17.1
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
16.2
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
12.0
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
9.3
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.
C1S is potential prognostic, high expression is unfavorable 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
85.9
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
588.3
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
514.6
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
486.5
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
417.7
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
405.6
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
404.2
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
401.4
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
399.1
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
395.6
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
383.0
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
377.5
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
358.5
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
355.1
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
346.5
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
334.7
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
313.8
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
294.8
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
292.9
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
290.2
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
289.9
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
281.7
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
276.4
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
274.3
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
268.2
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
264.7
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
255.8
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
252.8
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
228.2
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
226.7
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
221.2
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
219.0
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
214.4
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
214.1
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
204.6
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
197.2
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
192.6
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
184.3
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
183.7
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
182.9
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
182.4
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
182.0
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
180.4
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
176.6
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
176.4
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
173.8
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
166.6
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
164.8
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
160.3
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
159.4
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
159.4
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
156.5
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
156.1
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
154.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
151.3
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
146.1
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
140.8
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
140.0
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
139.7
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
138.8
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
130.9
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
125.5
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
125.0
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
122.8
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
115.8
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
115.8
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
113.6
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
113.3
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
111.5
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
110.0
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
109.5
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
106.9
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
104.7
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
101.8
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
100.9
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
98.0
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
97.4
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
97.3
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
96.7
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
96.1
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
95.3
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
94.1
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
93.5
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
91.8
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
91.8
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
91.4
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
90.4
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
90.3
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
88.8
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
88.6
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
83.4
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
82.5
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
82.1
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
79.9
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
78.1
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
74.8
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
74.6
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
74.3
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
73.5
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
73.2
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
73.1
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
72.0
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
71.5
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
71.2
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
70.2
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
69.7
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
69.3
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
68.9
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
68.1
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
67.5
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
66.6
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
66.0
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
65.6
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
65.0
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
61.7
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
61.4
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
61.3
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
60.3
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
59.3
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
59.3
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
59.0
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
58.1
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
56.5
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
56.3
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
56.1
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
55.4
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
53.9
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
53.5
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
53.2
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
53.0
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
51.7
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
51.2
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
51.0
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
50.2
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
49.8
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
49.6
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
48.6
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
47.9
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
47.9
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
47.1
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
46.0
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
46.0
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
45.5
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
45.1
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
43.7
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
43.1
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
42.8
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
42.6
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
42.0
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
41.8
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
40.9
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
38.1
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
37.7
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
37.5
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
37.1
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
36.6
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
36.5
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
36.3
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
36.0
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
35.9
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
35.5
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
35.1
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
35.0
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
35.0
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
34.8
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
34.4
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
33.9
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
33.7
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
32.7
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
32.4
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
32.4
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
31.5
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
31.2
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
30.8
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
30.7
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
30.3
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
29.6
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
29.6
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
29.0
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
28.9
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
28.5
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
28.4
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
28.0
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
27.9
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
27.8
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
27.7
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
27.5
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
27.2
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
27.0
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
26.7
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
26.7
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
26.4
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
26.3
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
25.4
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
24.8
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
24.8
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
24.0
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
23.7
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
23.1
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
23.0
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
22.3
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
21.8
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
21.6
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
21.3
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
20.8
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
20.7
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
19.9
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
19.1
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
18.7
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
18.6
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
18.1
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
18.0
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
17.8
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
17.5
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
17.2
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
17.0
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
16.7
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
15.6
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
15.3
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
15.2
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
14.8
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
14.8
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
14.7
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
14.7
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
14.6
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
14.1
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
13.8
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
13.5
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
13.4
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
13.3
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
13.3
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
12.6
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
12.0
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
12.0
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
10.6
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
10.5
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
10.4
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
10.2
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
10.1
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
10.1
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
10.0
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
10.0
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
9.7
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
9.4
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
9.4
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
9.4
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
8.6
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
7.9
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
7.6
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
7.6
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
7.2
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
6.8
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
6.6
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
6.6
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
6.4
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
6.1
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
5.6
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
5.6
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
4.7
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
4.5
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
4.2
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
4.0
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
3.9
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
3.7
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
3.6
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
2.5
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
1.7
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
1.7
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
1.2
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
0.0
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
0.0
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
0.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
0.0
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
0.0
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
0.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
0.0
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
0.0
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
0.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
0.0
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
0.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
0.0
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
0.0
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0084560003
Tumor
1.6
CPT0015910003
Tumor
1.6
CPT0076330003
Tumor
1.6
CPT0063630003
Tumor
1.5
CPT0011240003
Tumor
1.2
CPT0066480003
Tumor
1.1
CPT0079300001
Normal
1.0
CPT0063320003
Tumor
1.0
CPT0079510001
Normal
1.0
CPT0000640003
Tumor
0.9
CPT0011410003
Tumor
0.9
CPT0069190001
Normal
0.8
CPT0081880003
Tumor
0.8
CPT0081990003
Tumor
0.8
CPT0092190003
Normal
0.8
CPT0075720003
Tumor
0.8
CPT0069160003
Tumor
0.8
CPT0076350001
Normal
0.7
CPT0084590001
Normal
0.7
CPT0012550003
Tumor
0.6
CPT0012640003
Normal
0.6
CPT0075560003
Tumor
0.6
CPT0017850003
Tumor
0.6
CPT0001550001
Normal
0.6
CPT0069000003
Tumor
0.6
CPT0012670003
Tumor
0.6
CPT0075130003
Tumor
0.5
CPT0075170001
Normal
0.5
CPT0079230003
Tumor
0.5
CPT0009000003
Tumor
0.5
CPT0078510003
Tumor
0.4
CPT0087040003
Tumor
0.4
CPT0012280003
Tumor
0.4
CPT0009020003
Normal
0.4
CPT0001220008
Tumor
0.4
CPT0012920003
Normal
0.4
CPT0065690003
Tumor
0.4
CPT0088480003
Tumor
0.4
CPT0021240003
Tumor
0.4
CPT0019990003
Tumor
0.4
CPT0066520001
Normal
0.4
CPT0014160003
Tumor
0.3
CPT0081600003
Tumor
0.3
CPT0001270001
Normal
0.3
CPT0012900004
Tumor
0.3
CPT0019160001
Normal
0.3
CPT0064370003
Tumor
0.3
CPT0007860003
Tumor
0.3
CPT0065930003
Tumor
0.3
CPT0065870003
Tumor
0.3
CPT0010120001
Normal
0.3
CPT0077310003
Tumor
0.3
CPT0078530001
Normal
0.3
CPT0092730003
Tumor
0.3
CPT0085670003
Tumor
0.3
CPT0088900003
Tumor
0.3
CPT0001180009
Tumor
0.2
CPT0087050003
Normal
0.2
CPT0023350003
Tumor
0.2
CPT0025170003
Tumor
0.2
CPT0024680001
Normal
0.2
CPT0063330001
Normal
0.2
CPT0088690003
Tumor
0.2
CPT0020120003
Tumor
0.2
CPT0001340003
Tumor
0.2
CPT0012080003
Tumor
0.2
CPT0088550004
Tumor
0.2
CPT0086030003
Tumor
0.2
CPT0002350011
Tumor
0.2
CPT0025230003
Tumor
0.2
CPT0088760003
Tumor
0.2
CPT0001350001
Normal
0.2
CPT0088640003
Normal
0.2
CPT0019130003
Tumor
0.2
CPT0077320001
Normal
0.2
CPT0017410003
Tumor
0.2
CPT0018250001
Normal
0.2
CPT0002370001
Normal
0.1
CPT0010110003
Tumor
0.1
CPT0089480003
Normal
0.1
CPT0025920001
Normal
0.1
CPT0089020003
Tumor
0.1
CPT0088630003
Tumor
0.1
CPT0001190001
Normal
0.1
CPT0001230001
Normal
0.1
CPT0086370003
Normal
0.1
CPT0012570003
Normal
0.1
CPT0088780001
Normal
0.0
CPT0006900003
Tumor
0.0
CPT0007470001
Normal
0.0
CPT0086970003
Normal
0.0
CPT0092790003
Tumor
0.0
CPT0001510001
Normal
0.0
CPT0026420001
Normal
0.0
CPT0017450001
Normal
0.0
CPT0015810003
Tumor
0.0
CPT0075570001
Normal
0.0
CPT0064400001
Normal
0.0
CPT0079000001
Normal
0.0
CPT0025880003
Tumor
-0.1
CPT0066470004
Tumor
-0.1
CPT0014470001
Normal
-0.1
CPT0086890003
Normal
-0.1
CPT0020020001
Normal
-0.1
CPT0025060001
Normal
-0.1
CPT0089040001
Normal
-0.1
CPT0069010001
Normal
-0.1
CPT0078670001
Normal
-0.1
CPT0025110003
Tumor
-0.1
CPT0065820001
Normal
-0.1
CPT0007870001
Normal
-0.1
CPT0001260009
Tumor
-0.1
CPT0088920001
Normal
-0.1
CPT0079410003
Tumor
-0.1
CPT0012090003
Normal
-0.1
CPT0014130001
Normal
-0.1
CPT0012290003
Normal
-0.1
CPT0020130001
Normal
-0.1
CPT0063640001
Normal
-0.1
CPT0024670003
Tumor
-0.2
CPT0086950003
Tumor
-0.2
CPT0077500001
Normal
-0.2
CPT0081620001
Normal
-0.2
CPT0079430001
Normal
-0.2
CPT0079380003
Tumor
-0.2
CPT0025050003
Tumor
-0.2
CPT0082010001
Normal
-0.2
CPT0025290003
Tumor
-0.2
CPT0066430001
Normal
-0.2
CPT0006730001
Normal
-0.2
CPT0088500001
Normal
-0.2
CPT0086870003
Tumor
-0.2
CPT0086360003
Tumor
-0.2
CPT0009080003
Normal
-0.2
CPT0000780007
Tumor
-0.2
CPT0023690003
Tumor
-0.2
CPT0013790003
Normal
-0.2
CPT0078930003
Tumor
-0.3
CPT0006630003
Tumor
-0.3
CPT0071150004
Tumor
-0.3
CPT0088710001
Normal
-0.3
CPT0088570001
Normal
-0.3
CPT0025580004
Tumor
-0.3
CPT0006440003
Tumor
-0.3
CPT0092310003
Normal
-0.3
CPT0000790001
Normal
-0.3
CPT0065430003
Tumor
-0.3
CPT0025610001
Normal
-0.3
CPT0006530001
Normal
-0.3
CPT0014350001
Normal
-0.3
CPT0001500009
Tumor
-0.4
CPT0012180003
Tumor
-0.4
CPT0077140001
Normal
-0.4
CPT0092290003
Tumor
-0.4
CPT0086830003
Normal
-0.4
CPT0086820003
Tumor
-0.4
CPT0023710001
Normal
-0.4
CPT0000870016
Tumor
-0.4
CPT0065750003
Tumor
-0.4
CPT0000890001
Normal
-0.4
CPT0014370004
Tumor
-0.4
CPT0010170001
Normal
-0.5
CPT0078660003
Tumor
-0.5
CPT0078940001
Normal
-0.5
CPT0002270011
Tumor
-0.5
CPT0000660001
Normal
-0.5
CPT0092800003
Normal
-0.5
CPT0025350003
Tumor
-0.5
CPT0015730003
Tumor
-0.5
CPT0012770003
Normal
-0.5
CPT0079480003
Tumor
-0.5
CPT0009060003
Tumor
-0.6
CPT0077490003
Tumor
-0.6
CPT0078830003
Tumor
-0.6
CPT0065450001
Normal
-0.6
CPT0092160003
Tumor
-0.6
CPT0006950001
Normal
-0.6
CPT0023360001
Normal
-0.6
CPT0078990003
Tumor
-0.6
CPT0007320003
Tumor
-0.6
CPT0078840001
Normal
-0.6
CPT0012370003
Tumor
-0.7
CPT0010160003
Tumor
-0.7
CPT0014450004
Tumor
-0.7
CPT0077110003
Tumor
-0.8
CPT0092740003
Normal
-0.8
CPT0026410003
Tumor
-0.8
CPT0089460004
Tumor
-0.9
CPT0088970003
Tumor
-0.9
CPT0065810003
Tumor
-1.0
CPT0001540009
Tumor
-1.0
CPT0079270003
Tumor
-1.1
CPT0079180003
Tumor
-1.4
CPT0078800003
Tumor
-1.4
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
