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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.
SPAG7 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
60.4
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
130.2
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
129.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
117.3
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
114.3
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
113.4
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
102.4
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
100.1
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
94.1
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
93.4
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
92.8
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
90.6
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
81.4
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
79.8
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
78.8
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
75.3
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
71.9
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
68.5
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
65.3
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
62.9
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
62.4
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
62.1
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
61.6
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
60.5
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
60.2
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
60.0
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
58.8
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
57.2
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
55.7
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
55.7
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
54.9
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
54.1
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
53.5
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
53.2
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
52.9
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
52.1
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
51.5
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
49.4
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
48.0
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
47.8
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
47.3
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
47.1
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
46.4
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
46.3
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
46.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
45.4
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
45.0
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
44.6
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
44.5
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
44.3
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
42.8
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
41.8
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
41.1
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
40.7
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
40.6
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
40.2
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
39.8
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
38.9
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
32.8
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
32.2
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
31.7
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
30.9
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
30.6
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
27.3
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 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.
SPAG7 is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
61.9
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
146.3
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
133.8
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
126.3
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
113.6
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
113.4
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
109.9
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
108.2
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
106.8
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
105.4
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
100.9
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
100.0
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
98.5
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
97.6
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
97.3
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
96.7
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
96.4
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
95.3
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
95.2
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
94.7
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
94.4
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
93.9
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
93.2
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
92.8
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
92.3
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
92.1
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
91.7
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
91.6
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
91.4
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
91.0
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
90.7
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
90.1
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
90.1
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
88.8
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
88.6
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
88.6
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
88.5
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
88.4
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
88.3
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
88.1
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
88.1
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
88.1
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
88.0
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
87.7
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
87.7
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
87.5
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
87.1
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
86.8
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
86.7
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
86.2
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
85.0
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
85.0
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
84.9
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
84.3
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
84.2
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
84.2
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
83.6
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
83.4
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
83.3
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
83.2
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
83.1
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
83.1
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
83.1
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
83.1
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
82.7
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
82.6
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
82.2
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
82.1
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
81.8
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
81.8
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
81.7
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
81.3
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
81.2
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
81.0
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
80.9
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
80.5
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
80.3
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
80.2
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
80.2
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
80.1
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
79.7
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
79.3
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
79.2
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
79.2
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
79.1
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
78.9
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
78.8
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
78.7
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
78.5
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
78.1
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
78.0
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
78.0
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
77.9
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
77.6
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
77.5
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
77.4
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
77.2
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
77.2
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
76.9
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
76.7
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
76.6
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
76.5
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
76.1
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
76.0
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
76.0
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
75.8
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
75.7
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
75.7
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
75.6
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
75.6
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
75.6
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
75.5
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
75.5
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
75.3
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
75.2
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
75.2
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
75.1
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
75.0
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
74.9
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
74.7
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
74.6
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
74.5
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
74.3
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
74.2
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
74.1
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
74.1
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
74.0
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
73.5
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
73.0
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
72.9
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
72.9
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
72.8
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
72.5
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
72.3
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
72.2
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
72.1
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
72.1
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
72.1
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
72.0
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
72.0
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
71.9
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
71.8
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
71.8
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
71.8
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
71.7
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
71.5
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
71.2
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
70.9
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
70.9
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
70.7
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
70.2
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
70.1
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
70.0
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
70.0
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
69.8
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
69.8
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
69.7
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
69.6
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
69.6
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
69.5
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
69.5
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
69.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
69.5
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
69.4
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
69.2
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
69.1
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
69.1
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
69.1
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
69.0
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
69.0
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
68.9
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
68.8
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
68.8
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
68.5
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
68.4
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
68.2
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
68.1
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
68.1
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
68.0
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
68.0
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
67.9
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
67.7
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
67.7
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
67.6
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
67.6
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
67.5
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
67.3
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
67.0
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
66.9
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
66.9
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
66.7
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
66.7
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
66.7
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
66.6
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
66.6
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
66.4
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
66.4
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
66.3
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
66.3
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
66.2
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
66.1
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
66.1
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
66.0
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
66.0
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
66.0
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
65.9
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
65.8
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
65.8
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
65.6
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
65.6
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
65.3
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
65.3
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
65.2
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
65.2
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
65.1
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
65.0
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
65.0
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
64.9
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
64.9
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
64.9
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
64.8
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
64.8
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
64.7
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
64.7
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
64.7
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
64.5
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
64.3
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
64.3
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
64.1
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
63.9
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
63.7
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
63.6
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
63.4
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
63.3
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
63.2
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
63.1
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
63.1
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
63.0
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
62.8
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
62.8
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
62.7
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
62.6
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
62.5
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
62.4
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
62.4
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
62.3
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
62.2
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
62.2
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
62.2
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
62.0
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
61.9
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
61.7
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
61.6
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
61.4
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
61.4
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
61.2
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
61.1
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
61.1
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
61.1
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
61.1
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
61.0
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
61.0
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
60.9
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
60.9
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
60.9
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
60.8
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
60.8
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
60.8
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
60.7
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
60.7
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
60.6
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
60.5
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
60.4
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
60.2
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
60.0
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
59.9
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
59.8
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
59.7
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
59.7
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
59.7
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
59.5
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
59.4
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
59.4
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
59.4
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
59.4
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
59.3
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
59.3
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
59.3
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
59.2
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
59.1
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
58.8
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
58.7
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
58.6
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
58.5
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
58.5
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
58.3
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
58.3
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
58.2
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
58.2
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
58.0
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
57.8
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
57.7
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
57.7
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
57.7
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
57.7
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
57.6
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
57.6
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
57.6
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
57.6
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
57.5
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
57.5
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
57.5
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
57.4
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
57.4
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
57.4
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
57.2
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
57.1
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
57.0
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
56.8
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
56.8
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
56.7
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
56.5
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
56.5
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
56.4
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
56.4
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
56.3
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
56.3
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
56.3
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
56.2
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
56.2
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
55.9
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
55.8
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
55.8
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
55.8
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
55.8
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
55.7
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
55.7
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
55.6
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
55.5
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
55.4
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
55.3
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
55.3
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
55.1
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
55.1
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
55.0
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
55.0
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
54.9
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
54.9
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
54.8
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
54.8
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
54.8
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
54.7
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
54.6
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
54.6
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
54.5
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
54.3
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
54.2
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
53.9
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
53.8
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
53.7
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
53.6
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
53.4
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
53.3
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
53.2
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
52.8
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
52.7
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
52.6
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
52.5
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
52.4
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
52.4
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
52.3
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
52.3
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
52.2
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
52.2
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
52.1
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
52.1
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
51.9
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
51.9
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
51.9
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
51.8
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
51.7
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
51.7
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
51.5
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
51.3
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
51.3
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
51.3
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
51.1
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
50.9
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
50.9
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
50.5
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
50.5
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
50.4
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
50.2
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
50.2
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
50.1
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
50.1
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
50.1
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
50.0
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
49.9
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
49.9
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
49.8
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
49.7
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
49.4
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
49.3
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
49.2
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
48.8
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
48.7
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
48.5
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
48.4
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
48.4
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
48.1
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
47.8
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
47.7
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
47.7
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
47.7
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
47.1
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
47.0
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
46.9
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
46.7
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
46.6
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
46.6
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
46.5
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
46.4
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
46.3
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
46.3
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
46.2
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
46.1
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
46.1
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
46.1
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
46.1
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
45.9
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
45.8
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
45.7
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
45.5
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
45.2
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
45.0
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
44.9
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
44.8
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
44.8
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
44.7
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
44.6
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
44.3
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
44.1
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
44.0
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
43.9
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
43.9
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
43.8
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
43.7
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
43.6
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
43.4
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
43.4
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
43.2
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
42.9
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
42.7
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
42.5
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
42.4
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
42.2
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
42.2
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
42.0
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
41.7
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
41.3
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
41.2
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
40.7
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
40.6
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
40.3
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
40.3
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
40.2
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
40.0
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
39.8
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
39.5
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
39.5
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
39.4
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
38.8
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
38.5
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
38.4
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
38.3
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
37.9
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
37.4
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
37.4
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
36.5
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
36.5
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
36.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
36.1
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
36.1
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
35.9
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
35.1
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
34.9
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
34.7
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
34.3
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
34.1
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
34.1
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
33.9
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
33.7
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
33.4
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
33.3
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
33.2
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
33.1
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
33.1
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
33.0
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
32.9
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
32.0
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
32.0
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
30.5
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
30.3
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
30.3
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
29.7
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
28.0
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
27.9
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
27.8
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
27.8
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
27.5
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
27.1
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
26.0
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
25.5
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
25.2
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
24.6
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
24.3
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
21.4
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
21.3
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
17.9
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
16.9
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
SPAG7 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
56.9
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
97.6
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
87.4
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
86.0
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
83.5
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
80.4
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
77.0
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
73.9
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
72.3
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
71.6
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
70.7
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
70.4
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
69.5
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
68.9
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
67.8
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
67.7
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
67.4
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
67.3
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
67.3
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
67.3
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
67.0
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
66.9
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
66.8
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
66.3
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
64.6
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
64.6
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
64.2
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
64.1
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
63.4
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
62.9
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
62.2
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
62.1
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
61.9
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
61.2
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
61.1
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
60.9
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
60.8
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
60.8
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
60.6
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
60.3
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
60.1
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
59.6
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
59.5
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
58.9
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
58.4
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
58.4
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
58.1
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
57.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
57.6
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
57.5
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
57.4
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
57.2
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
56.9
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
56.8
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
56.6
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
55.9
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
55.7
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
55.6
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
54.1
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
53.9
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
53.8
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
53.5
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
53.4
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
53.2
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
53.1
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
52.7
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
52.6
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
52.3
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
52.1
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
51.7
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
51.6
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
51.5
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
51.5
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
51.3
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
50.7
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
50.3
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
50.2
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
49.5
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
49.4
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
48.4
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
48.0
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
46.9
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
46.7
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
46.4
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
46.3
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
45.5
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
45.0
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
44.3
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
43.6
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
43.0
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
41.2
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
40.3
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
39.6
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
39.6
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
36.8
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
36.2
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
33.8
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
31.7
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
29.9
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
27.1
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 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.
SPAG7 is potential prognostic, high expression is favorable in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
117.0
Number of samples
282
Samples
Sample
Description
TPM
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
298.1
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
249.4
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
247.5
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
246.0
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
239.1
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
237.0
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
236.8
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
235.9
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
232.0
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
231.4
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
228.6
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
226.5
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
225.3
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
221.6
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
219.2
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
216.9
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
203.0
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
199.2
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
194.5
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
194.4
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
193.3
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
187.0
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
186.4
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
186.3
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
184.9
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
183.4
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
181.9
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
179.8
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
178.9
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
178.8
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
173.9
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
172.9
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
172.6
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
170.1
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
169.8
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
169.1
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
168.1
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
167.7
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
167.3
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
167.1
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
167.1
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
167.0
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
163.1
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
162.4
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
162.2
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
161.6
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
161.0
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
160.3
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
159.7
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
158.3
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
157.4
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
156.2
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
155.4
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
155.1
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
155.0
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
154.4
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
154.4
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
153.8
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
153.8
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
152.9
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
152.4
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
151.2
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
150.6
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
148.3
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
148.1
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
147.3
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
146.9
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
146.9
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
146.7
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
146.6
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
146.1
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
145.9
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
145.3
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
144.5
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
144.1
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
144.0
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
143.8
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
143.7
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
141.5
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
141.4
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
141.2
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
141.2
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
141.1
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
140.5
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
138.8
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
138.6
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
138.3
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
138.3
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
137.4
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
137.4
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
135.7
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
135.6
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
134.1
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
133.7
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
133.6
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
133.2
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
132.2
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
131.4
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
131.2
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
131.1
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
130.1
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
129.6
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
128.4
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
127.8
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
126.6
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
126.5
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
126.3
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
125.8
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
125.2
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
125.0
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
125.0
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
124.8
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
124.3
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
123.7
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
123.2
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
122.8
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
121.9
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
121.9
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
120.3
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
120.1
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
120.1
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
119.9
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
119.4
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
119.1
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
118.8
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
118.3
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
118.1
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
117.7
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
117.1
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
117.0
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
116.8
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
116.6
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
116.6
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
115.0
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
114.9
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
114.7
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
114.1
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
114.0
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
113.4
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
113.2
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
113.2
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
112.5
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
111.7
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
110.6
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
110.4
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
110.4
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
110.2
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
110.2
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
109.9
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
108.1
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
108.0
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
107.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
107.4
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
107.3
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
105.2
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
104.6
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
103.5
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
103.4
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
103.2
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
102.8
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
102.1
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
101.1
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
100.8
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
100.6
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
100.3
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
99.9
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
98.3
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
98.0
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
97.9
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
97.3
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
96.8
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
96.1
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
96.0
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
95.8
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
95.7
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
95.2
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
94.8
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
94.4
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
94.4
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
94.3
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
93.9
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
93.8
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
93.4
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
93.4
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
93.3
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
91.8
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
91.3
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
91.0
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
90.8
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
90.2
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
90.1
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
89.4
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
89.2
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
89.2
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
89.0
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
89.0
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
88.6
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
88.2
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
88.0
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
87.7
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
87.7
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
87.7
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
87.1
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
87.0
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
86.4
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
86.2
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
85.3
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
85.2
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
85.1
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
85.0
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
84.5
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
83.9
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
83.9
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
83.5
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
83.4
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
83.0
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
81.9
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
80.7
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
80.7
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
80.3
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
80.1
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
79.9
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
78.3
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
77.6
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
77.2
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
75.9
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
75.8
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
73.8
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
73.6
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
73.2
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
73.1
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
73.1
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
72.7
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
71.9
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
71.5
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
69.9
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
69.9
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
69.8
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
69.1
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
66.4
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
66.3
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
66.0
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
64.7
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
64.7
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
64.0
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
63.7
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
63.5
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
63.3
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
63.3
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
63.0
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
62.1
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
62.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
61.9
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
60.1
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
60.1
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
59.9
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
59.2
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
58.6
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
58.3
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
57.7
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
57.0
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
56.9
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
56.8
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
55.9
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
52.2
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
50.9
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
50.0
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
49.9
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
47.8
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
46.1
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
45.1
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
43.2
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
36.6
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
33.9
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
33.1
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
32.4
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
30.5
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
30.4
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
26.2
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
24.6
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
24.4
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
18.6
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0006440003
Tumor
0.9
CPT0086950003
Tumor
0.9
CPT0014370004
Tumor
0.8
CPT0017410003
Tumor
0.6
CPT0009060003
Tumor
0.6
CPT0024670003
Tumor
0.5
CPT0024680001
Normal
0.5
CPT0010160003
Tumor
0.5
CPT0079510001
Normal
0.4
CPT0026410003
Tumor
0.4
CPT0077110003
Tumor
0.4
CPT0017850003
Tumor
0.4
CPT0025580004
Tumor
0.4
CPT0000780007
Tumor
0.4
CPT0071150004
Tumor
0.4
CPT0012640003
Normal
0.4
CPT0001230001
Normal
0.4
CPT0079300001
Normal
0.4
CPT0078990003
Tumor
0.4
CPT0088640003
Normal
0.4
CPT0014450004
Tumor
0.3
CPT0089460004
Tumor
0.3
CPT0078830003
Tumor
0.3
CPT0009000003
Tumor
0.3
CPT0092190003
Normal
0.3
CPT0001510001
Normal
0.3
CPT0006900003
Tumor
0.3
CPT0086370003
Normal
0.3
CPT0079480003
Tumor
0.3
CPT0000790001
Normal
0.3
CPT0009020003
Normal
0.3
CPT0014350001
Normal
0.2
CPT0001270001
Normal
0.2
CPT0088900003
Tumor
0.2
CPT0078930003
Tumor
0.2
CPT0007870001
Normal
0.2
CPT0081620001
Normal
0.2
CPT0012370003
Tumor
0.2
CPT0078940001
Normal
0.2
CPT0079380003
Tumor
0.2
CPT0012180003
Tumor
0.2
CPT0001540009
Tumor
0.2
CPT0019160001
Normal
0.2
CPT0079000001
Normal
0.2
CPT0020130001
Normal
0.2
CPT0002370001
Normal
0.2
CPT0077490003
Tumor
0.2
CPT0025920001
Normal
0.2
CPT0014470001
Normal
0.2
CPT0015730003
Tumor
0.2
CPT0086830003
Normal
0.2
CPT0010120001
Normal
0.2
CPT0086870003
Tumor
0.2
CPT0064400001
Normal
0.2
CPT0001550001
Normal
0.2
CPT0025610001
Normal
0.2
CPT0081600003
Tumor
0.1
CPT0025290003
Tumor
0.1
CPT0078800003
Tumor
0.1
CPT0092740003
Normal
0.1
CPT0015810003
Tumor
0.1
CPT0000660001
Normal
0.1
CPT0000640003
Tumor
0.1
CPT0063640001
Normal
0.1
CPT0086820003
Tumor
0.1
CPT0088630003
Tumor
0.1
CPT0012900004
Tumor
0.1
CPT0092800003
Normal
0.1
CPT0006630003
Tumor
0.1
CPT0023710001
Normal
0.1
CPT0089480003
Normal
0.1
CPT0088780001
Normal
0.1
CPT0088550004
Tumor
0.1
CPT0017450001
Normal
0.1
CPT0065810003
Tumor
0.1
CPT0079270003
Tumor
0.1
CPT0006730001
Normal
0.1
CPT0025350003
Tumor
0.1
CPT0078670001
Normal
0.1
CPT0018250001
Normal
0.1
CPT0064370003
Tumor
0.1
CPT0092730003
Tumor
0.1
CPT0078530001
Normal
0.1
CPT0025050003
Tumor
0.1
CPT0001500009
Tumor
0.1
CPT0065820001
Normal
0.1
CPT0023360001
Normal
0.1
CPT0078840001
Normal
0.1
CPT0092160003
Tumor
0.1
CPT0088480003
Tumor
0.1
CPT0007470001
Normal
0.1
CPT0069010001
Normal
0.1
CPT0025230003
Tumor
0.1
CPT0065870003
Tumor
0.1
CPT0019130003
Tumor
0.1
CPT0009080003
Normal
0.1
CPT0063320003
Tumor
0.1
CPT0088970003
Tumor
0.1
CPT0078660003
Tumor
0.1
CPT0020020001
Normal
0.0
CPT0079230003
Tumor
0.0
CPT0084590001
Normal
0.0
CPT0014130001
Normal
0.0
CPT0065930003
Tumor
0.0
CPT0006530001
Normal
0.0
CPT0012090003
Normal
0.0
CPT0000870016
Tumor
0.0
CPT0087050003
Normal
0.0
CPT0088760003
Tumor
0.0
CPT0025170003
Tumor
0.0
CPT0081990003
Tumor
0.0
CPT0079410003
Tumor
0.0
CPT0086890003
Normal
0.0
CPT0001260009
Tumor
0.0
CPT0088710001
Normal
0.0
CPT0006950001
Normal
0.0
CPT0063330001
Normal
0.0
CPT0023690003
Tumor
0.0
CPT0088920001
Normal
0.0
CPT0011240003
Tumor
0.0
CPT0015910003
Tumor
0.0
CPT0075570001
Normal
0.0
CPT0075170001
Normal
0.0
CPT0012920003
Normal
0.0
CPT0007860003
Tumor
0.0
CPT0065750003
Tumor
0.0
CPT0012770003
Normal
0.0
CPT0077500001
Normal
0.0
CPT0065430003
Tumor
0.0
CPT0092310003
Normal
0.0
CPT0087040003
Tumor
0.0
CPT0088500001
Normal
0.0
CPT0079430001
Normal
0.0
CPT0010110003
Tumor
0.0
CPT0025110003
Tumor
0.0
CPT0065450001
Normal
0.0
CPT0025060001
Normal
0.0
CPT0075720003
Tumor
0.0
CPT0001220008
Tumor
-0.1
CPT0069000003
Tumor
-0.1
CPT0084560003
Tumor
-0.1
CPT0088570001
Normal
-0.1
CPT0010170001
Normal
-0.1
CPT0001350001
Normal
-0.1
CPT0086970003
Normal
-0.1
CPT0082010001
Normal
-0.1
CPT0089020003
Tumor
-0.1
CPT0092790003
Tumor
-0.1
CPT0021240003
Tumor
-0.1
CPT0077140001
Normal
-0.1
CPT0086360003
Tumor
-0.1
CPT0077320001
Normal
-0.1
CPT0025880003
Tumor
-0.1
CPT0012290003
Normal
-0.1
CPT0013790003
Normal
-0.1
CPT0012570003
Normal
-0.1
CPT0069190001
Normal
-0.1
CPT0000890001
Normal
-0.1
CPT0001190001
Normal
-0.1
CPT0014160003
Tumor
-0.1
CPT0066430001
Normal
-0.1
CPT0086030003
Tumor
-0.1
CPT0069160003
Tumor
-0.1
CPT0012280003
Tumor
-0.1
CPT0026420001
Normal
-0.2
CPT0019990003
Tumor
-0.2
CPT0089040001
Normal
-0.2
CPT0066520001
Normal
-0.2
CPT0012670003
Tumor
-0.2
CPT0076350001
Normal
-0.2
CPT0002270011
Tumor
-0.2
CPT0077310003
Tumor
-0.2
CPT0066470004
Tumor
-0.2
CPT0011410003
Tumor
-0.2
CPT0012080003
Tumor
-0.3
CPT0088690003
Tumor
-0.3
CPT0065690003
Tumor
-0.3
CPT0081880003
Tumor
-0.3
CPT0092290003
Tumor
-0.3
CPT0012550003
Tumor
-0.3
CPT0001180009
Tumor
-0.3
CPT0023350003
Tumor
-0.3
CPT0063630003
Tumor
-0.3
CPT0066480003
Tumor
-0.3
CPT0085670003
Tumor
-0.3
CPT0075560003
Tumor
-0.3
CPT0002350011
Tumor
-0.4
CPT0078510003
Tumor
-0.4
CPT0079180003
Tumor
-0.4
CPT0007320003
Tumor
-0.4
CPT0076330003
Tumor
-0.4
CPT0075130003
Tumor
-0.5
CPT0020120003
Tumor
-0.5
CPT0001340003
Tumor
-1.0
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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
