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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.
ACP1 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
36.2
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
66.4
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
65.3
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
65.1
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
62.0
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
59.8
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
57.1
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
55.2
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
54.6
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
53.6
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
53.2
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
52.0
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
51.1
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
50.9
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
49.9
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
49.2
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
48.9
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
47.7
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
47.7
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
45.6
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
45.1
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
44.3
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
44.2
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
43.7
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
43.1
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
41.1
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
40.4
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
40.4
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
39.3
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
39.2
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
37.4
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
37.1
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
36.4
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
33.9
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
32.9
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
32.6
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
31.9
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
30.2
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
29.6
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
29.5
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
28.6
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
28.4
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
28.0
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
27.3
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
27.3
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
26.7
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
26.4
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
25.6
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
25.2
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
24.9
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
24.5
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
24.0
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
22.4
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
22.4
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
22.3
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
22.2
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
19.9
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
19.1
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
18.6
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
18.4
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
16.9
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
13.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
7.9
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
7.9
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 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.
ACP1 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
60.7
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
172.4
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
149.5
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
129.3
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
127.8
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
121.6
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
116.5
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
114.1
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
113.8
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
106.6
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
105.7
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
104.6
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
103.0
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
102.2
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
102.0
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
100.2
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
100.1
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
99.4
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
99.3
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
99.1
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
96.4
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
95.5
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
95.2
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
94.2
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
93.4
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
93.3
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
92.6
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
92.2
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
92.1
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
91.9
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
91.1
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
90.5
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
90.5
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
90.2
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
89.8
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
89.7
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
89.5
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
89.4
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
89.0
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
88.8
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
88.5
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
88.3
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
88.3
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
88.2
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
87.0
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
86.1
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
85.4
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
85.2
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
85.2
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
84.9
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
84.3
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
84.3
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
84.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
83.7
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
83.7
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
83.7
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
83.3
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
83.2
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
83.1
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
83.0
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
82.4
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
82.1
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
82.0
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
81.6
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
81.5
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
81.5
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
81.4
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
80.9
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
80.8
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
80.6
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
80.5
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
80.3
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
80.0
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
80.0
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
79.4
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
79.4
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
79.2
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
79.2
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
79.1
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
78.1
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
78.0
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
77.8
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
77.7
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
77.5
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
77.4
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
77.1
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
77.1
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
77.1
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
76.9
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
76.7
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
76.2
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
76.1
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
76.0
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
75.9
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
75.6
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
75.5
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
75.4
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
75.4
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
75.3
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
74.9
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
74.9
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
74.9
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
74.7
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
74.7
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
74.6
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
74.6
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
74.6
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
74.5
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
74.4
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
74.4
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
74.4
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
74.2
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
74.1
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
74.1
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
74.1
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
74.0
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
74.0
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
73.7
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
73.7
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
73.4
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
73.3
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
73.3
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
73.1
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
73.0
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
72.9
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
72.8
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
72.7
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
72.7
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
72.6
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
72.2
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
72.2
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
72.1
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
72.0
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
72.0
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
71.7
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
71.7
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
71.7
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
71.6
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
71.5
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
71.5
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
71.4
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
71.3
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
71.2
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
71.0
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
70.7
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
70.5
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
70.5
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
70.4
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
70.4
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
70.2
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
70.1
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
69.9
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
69.9
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
69.8
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
69.7
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
69.4
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
69.4
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
69.0
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
69.0
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
69.0
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
68.7
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
68.6
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
68.5
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
68.4
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
68.4
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
68.3
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
68.3
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
68.3
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
68.2
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
68.2
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
68.1
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
68.1
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
68.0
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
67.9
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
67.7
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
67.6
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
67.6
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
67.4
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
67.3
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
67.3
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
67.2
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
67.1
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
67.1
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
67.1
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
67.1
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
67.1
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
67.0
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
66.9
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
66.7
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
66.6
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
66.5
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
66.4
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
66.4
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
66.3
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
66.3
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
66.3
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
66.1
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
65.9
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
65.8
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
65.8
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
65.6
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
65.4
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
65.4
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
65.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
65.2
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
65.1
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
65.1
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
65.1
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
65.0
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
65.0
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
64.9
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
64.9
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
64.7
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
64.7
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
64.6
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
64.4
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
64.2
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
64.1
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
64.0
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
63.9
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
63.9
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
63.9
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
63.9
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
63.8
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
63.7
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
63.7
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
63.7
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
63.5
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
63.5
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
63.4
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
63.3
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
63.2
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
63.0
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
63.0
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
63.0
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
62.9
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
62.7
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
62.6
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
62.6
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
62.6
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
62.5
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
62.3
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
62.2
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
61.9
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
61.8
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
61.8
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
61.7
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
61.6
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
61.5
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
61.5
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
61.5
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
61.3
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
61.3
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
61.2
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
61.2
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
61.0
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
61.0
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
61.0
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
60.9
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
60.9
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
60.8
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
60.8
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
60.6
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
60.4
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
60.3
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
60.3
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
60.3
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
60.3
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
60.1
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
60.0
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
59.9
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
59.9
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
59.9
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
59.8
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
59.8
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
59.6
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
59.5
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
59.5
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
59.4
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
59.4
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
59.3
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
59.3
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
59.3
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
59.1
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
58.8
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
58.7
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
58.6
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
58.5
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
58.3
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
58.3
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
58.3
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
58.3
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
58.3
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
58.3
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
58.2
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
58.1
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
57.9
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
57.8
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
57.8
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
57.8
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
57.6
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
57.5
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
57.4
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
57.2
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
57.2
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
57.0
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
56.7
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
56.6
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
56.6
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
56.3
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
56.3
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
56.2
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
56.1
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
56.1
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
55.9
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
55.8
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
55.8
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
55.7
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
55.7
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
55.6
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
55.6
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
55.5
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
55.5
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
55.5
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
55.4
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
55.3
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
55.2
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
55.0
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
54.9
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
54.8
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
54.8
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
54.8
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
54.8
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
54.7
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
54.7
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
54.6
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
54.6
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
54.6
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
54.6
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
54.4
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
54.3
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
54.2
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
54.2
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
54.2
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
54.1
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
54.1
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
54.0
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
54.0
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
53.6
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
53.6
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
53.6
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
53.6
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
53.5
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
53.4
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
53.3
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
53.2
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
53.1
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
53.0
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
53.0
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
53.0
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
52.7
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
52.4
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
52.3
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
52.2
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
52.2
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
52.2
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
52.1
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
52.1
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
51.9
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
51.8
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
51.6
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
51.6
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
51.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
51.5
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
51.4
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
51.3
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
51.2
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
51.1
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
51.0
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
50.8
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
50.8
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
50.8
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
50.7
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
50.6
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
50.6
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
50.5
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
50.2
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
49.8
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
49.3
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
49.1
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
49.0
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
48.9
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
48.6
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
48.5
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
48.2
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
47.8
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
47.7
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
47.7
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
47.6
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
47.5
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
47.5
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
47.4
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
47.3
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
47.2
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
47.2
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
47.0
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
46.9
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
46.8
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
46.7
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
46.7
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
46.7
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
46.7
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
46.5
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
46.3
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
46.2
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
46.1
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
45.8
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
45.3
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
45.3
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
45.0
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
45.0
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
44.9
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
44.9
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
44.8
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
44.7
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
44.4
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
44.2
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
44.1
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
43.8
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
43.3
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
43.0
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
42.8
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
42.7
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
42.7
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
42.5
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
42.1
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
42.1
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
42.1
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
41.9
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
41.6
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
41.4
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
41.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
41.3
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
41.2
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
40.7
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
40.6
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
40.0
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
40.0
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
39.9
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
39.7
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
39.6
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
39.5
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
39.4
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
39.1
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
38.5
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
38.3
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
38.2
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
38.1
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
38.1
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
37.3
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
37.2
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
36.6
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
36.4
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
36.3
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
35.5
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
35.2
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
34.9
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
34.8
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
34.3
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
34.2
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
34.1
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
33.7
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
33.7
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
33.3
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
32.9
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
32.7
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
32.7
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
32.3
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
32.1
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
32.0
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
31.5
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
31.4
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
31.2
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
30.9
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
30.8
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
30.2
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
29.8
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
29.8
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
29.8
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
29.4
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
29.2
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
29.2
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
29.1
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
29.0
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
28.9
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
28.8
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
28.2
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
27.3
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
26.9
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
26.6
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
26.4
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
26.3
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
26.0
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
24.8
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
24.8
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
24.7
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
24.7
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
23.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
22.2
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
22.2
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
21.8
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
21.6
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
21.3
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
21.2
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
20.4
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
17.7
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
17.5
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
15.8
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
15.6
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
14.7
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
13.0
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
ACP1 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
83.0
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
162.0
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
150.8
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
131.4
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
123.7
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
123.4
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
119.3
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
115.3
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
111.3
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
110.3
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
110.1
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
107.9
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
107.4
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
106.7
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
105.3
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
104.8
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
104.1
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
101.7
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
101.1
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
100.2
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
99.3
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
97.2
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
95.3
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
94.7
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
93.5
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
92.9
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
91.5
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
91.1
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
90.9
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
90.8
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
90.5
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
89.8
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
89.8
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
89.4
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
89.2
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
88.9
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
88.1
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
86.6
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
85.9
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
85.6
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
84.8
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
84.6
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
84.3
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
84.3
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
83.5
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
83.4
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
83.3
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
82.7
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
82.0
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
81.8
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
81.7
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
81.5
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
81.3
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
81.0
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
80.4
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
80.3
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
80.3
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
79.4
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
79.3
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
78.1
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
78.1
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
77.4
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
76.2
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
75.9
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
75.8
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
74.7
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
74.4
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
73.8
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
73.0
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
72.0
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
71.1
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
69.9
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
69.3
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
69.0
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
68.2
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
67.8
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
67.7
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
67.4
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
66.6
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
66.4
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
66.3
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
65.5
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
65.1
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
64.6
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
64.3
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
64.0
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
62.7
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
61.5
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
61.4
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
60.7
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
60.5
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
60.2
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
59.2
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
58.9
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
57.6
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
52.9
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
49.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
49.7
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
48.5
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
48.4
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 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.
ACP1 is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
55.3
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
132.1
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
127.3
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
123.0
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
121.3
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
120.3
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
118.7
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
114.1
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
109.8
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
105.6
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
105.5
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
102.2
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
98.1
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
97.7
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
93.4
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
92.3
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
92.1
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
91.5
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
91.1
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
90.8
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
89.7
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
89.5
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
87.9
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
87.1
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
86.6
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
86.6
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
86.0
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
84.7
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
83.2
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
83.2
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
82.9
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
81.7
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
80.9
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
80.6
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
80.2
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
80.0
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
80.0
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
79.6
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
79.4
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
79.4
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
79.0
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
78.9
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
78.4
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
78.2
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
77.9
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
77.7
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
77.5
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
77.5
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
77.5
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
77.3
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
76.9
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
76.7
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
76.4
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
75.6
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
75.0
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
74.9
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
74.6
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
74.5
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
73.5
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
72.7
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
72.4
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
72.0
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
71.5
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
71.5
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
71.4
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
71.2
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
70.8
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
70.7
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
70.6
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
70.4
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
68.9
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
68.8
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
68.8
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
68.1
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
67.8
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
67.7
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
67.2
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
67.0
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
67.0
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
66.7
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
66.6
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
65.5
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
64.8
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
64.7
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
64.3
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
64.1
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
64.0
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
63.9
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
63.9
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
63.3
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
63.2
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
63.1
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
62.7
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
62.3
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
62.3
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
62.3
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
62.2
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
61.3
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
61.1
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
60.8
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
60.8
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
60.7
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
60.0
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
59.9
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
59.7
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
59.3
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
59.2
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
59.1
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
58.9
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
58.7
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
58.6
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
58.1
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
57.9
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
57.9
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
57.9
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
57.3
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
57.1
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
57.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
56.8
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
56.8
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
56.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
56.6
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
56.6
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
56.5
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
56.0
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
55.9
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
55.9
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
55.9
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
55.7
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
55.6
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
55.6
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
55.5
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
55.4
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
55.3
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
55.3
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
55.1
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
54.9
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
54.7
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
54.6
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
54.1
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
54.0
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
53.9
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
53.8
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
53.8
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
53.8
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
53.5
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
53.0
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
52.7
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
52.6
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
52.5
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
52.3
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
52.1
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
51.9
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
51.8
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
51.6
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
51.4
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
51.4
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
51.2
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
51.1
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
50.9
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
50.8
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
50.5
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
50.2
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
49.9
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
49.8
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
49.4
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
49.4
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
48.5
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
48.4
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
48.4
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
48.4
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
48.3
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
47.9
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
47.8
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
47.3
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
47.1
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
47.0
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
46.8
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
46.4
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
46.2
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
45.5
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
45.2
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
45.0
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
43.9
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
43.8
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
43.5
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
43.4
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
43.3
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
43.2
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
42.7
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
42.6
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
42.5
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
42.5
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
42.4
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
41.8
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
41.6
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
41.5
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
41.3
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
40.9
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
40.8
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
40.8
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
40.5
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
40.5
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
40.3
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
40.3
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
40.3
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
40.2
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
40.1
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
40.1
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
40.0
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
39.8
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
39.4
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
39.3
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
39.3
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
39.1
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
39.1
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
39.0
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
38.9
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
38.9
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
38.6
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
38.5
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
38.2
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
38.0
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
37.5
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
37.3
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
37.2
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
36.9
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
36.6
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
36.6
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
36.5
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
36.2
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
36.1
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
36.1
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
36.0
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
35.9
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
35.8
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
35.0
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
34.9
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
34.8
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
34.1
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
34.0
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
33.7
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
33.6
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
33.1
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
31.8
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
31.6
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
31.5
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
31.5
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
31.3
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
30.2
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
29.8
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
29.4
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
28.8
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
28.8
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
28.4
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
28.4
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
28.3
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
27.1
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
26.9
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
26.5
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
26.2
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
25.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
25.0
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
24.2
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
23.6
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
22.8
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
22.8
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
22.4
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
21.9
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
21.8
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
21.6
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
20.8
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
19.8
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
19.7
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
16.7
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
16.5
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
15.7
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
14.4
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
14.1
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
13.3
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
13.1
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
12.9
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
8.0
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0000640003
Tumor
0.8
CPT0078510003
Tumor
0.7
CPT0010160003
Tumor
0.6
CPT0020120003
Tumor
0.5
CPT0009000003
Tumor
0.4
CPT0012550003
Tumor
0.4
CPT0086030003
Tumor
0.4
CPT0000780007
Tumor
0.4
CPT0066470004
Tumor
0.4
CPT0065750003
Tumor
0.4
CPT0002350011
Tumor
0.4
CPT0078830003
Tumor
0.4
CPT0019990003
Tumor
0.4
CPT0006440003
Tumor
0.4
CPT0077310003
Tumor
0.4
CPT0064370003
Tumor
0.4
CPT0012900004
Tumor
0.3
CPT0011240003
Tumor
0.3
CPT0088970003
Tumor
0.3
CPT0017410003
Tumor
0.3
CPT0089460004
Tumor
0.3
CPT0023690003
Tumor
0.3
CPT0065930003
Tumor
0.3
CPT0015730003
Tumor
0.3
CPT0010170001
Normal
0.3
CPT0012670003
Tumor
0.3
CPT0066430001
Normal
0.3
CPT0025230003
Tumor
0.3
CPT0088550004
Tumor
0.2
CPT0007860003
Tumor
0.2
CPT0014450004
Tumor
0.2
CPT0025110003
Tumor
0.2
CPT0079180003
Tumor
0.2
CPT0077490003
Tumor
0.2
CPT0012080003
Tumor
0.2
CPT0025050003
Tumor
0.2
CPT0006630003
Tumor
0.2
CPT0077110003
Tumor
0.2
CPT0014350001
Normal
0.2
CPT0089020003
Tumor
0.2
CPT0088690003
Tumor
0.2
CPT0078930003
Tumor
0.2
CPT0088900003
Tumor
0.2
CPT0014470001
Normal
0.2
CPT0000870016
Tumor
0.2
CPT0001180009
Tumor
0.2
CPT0092790003
Tumor
0.2
CPT0025350003
Tumor
0.2
CPT0007870001
Normal
0.2
CPT0066480003
Tumor
0.2
CPT0078530001
Normal
0.1
CPT0085670003
Tumor
0.1
CPT0015810003
Tumor
0.1
CPT0076330003
Tumor
0.1
CPT0020020001
Normal
0.1
CPT0063630003
Tumor
0.1
CPT0025880003
Tumor
0.1
CPT0077500001
Normal
0.1
CPT0012770003
Normal
0.1
CPT0012280003
Tumor
0.1
CPT0025060001
Normal
0.1
CPT0075720003
Tumor
0.1
CPT0009020003
Normal
0.1
CPT0078840001
Normal
0.1
CPT0071150004
Tumor
0.1
CPT0009060003
Tumor
0.1
CPT0012920003
Normal
0.1
CPT0069000003
Tumor
0.1
CPT0015910003
Tumor
0.1
CPT0065450001
Normal
0.1
CPT0077140001
Normal
0.1
CPT0069160003
Tumor
0.1
CPT0024680001
Normal
0.1
CPT0092740003
Normal
0.1
CPT0092800003
Normal
0.1
CPT0002270011
Tumor
0.1
CPT0024670003
Tumor
0.1
CPT0025290003
Tumor
0.1
CPT0092290003
Tumor
0.1
CPT0079480003
Tumor
0.1
CPT0092310003
Normal
0.1
CPT0007320003
Tumor
0.1
CPT0084560003
Tumor
0.1
CPT0009080003
Normal
0.0
CPT0001350001
Normal
0.0
CPT0012090003
Normal
0.0
CPT0000790001
Normal
0.0
CPT0089040001
Normal
0.0
CPT0023350003
Tumor
0.0
CPT0087040003
Tumor
0.0
CPT0001230001
Normal
0.0
CPT0002370001
Normal
0.0
CPT0001260009
Tumor
0.0
CPT0086950003
Tumor
0.0
CPT0087050003
Normal
0.0
CPT0076350001
Normal
0.0
CPT0021240003
Tumor
0.0
CPT0012570003
Normal
0.0
CPT0006730001
Normal
0.0
CPT0075560003
Tumor
0.0
CPT0026410003
Tumor
0.0
CPT0081990003
Tumor
0.0
CPT0065870003
Tumor
0.0
CPT0082010001
Normal
0.0
CPT0013790003
Normal
0.0
CPT0001550001
Normal
0.0
CPT0006900003
Tumor
0.0
CPT0023360001
Normal
0.0
CPT0079510001
Normal
0.0
CPT0063320003
Tumor
0.0
CPT0079410003
Tumor
0.0
CPT0006950001
Normal
0.0
CPT0079270003
Tumor
0.0
CPT0020130001
Normal
0.0
CPT0065690003
Tumor
0.0
CPT0012370003
Tumor
0.0
CPT0019160001
Normal
0.0
CPT0018250001
Normal
0.0
CPT0001540009
Tumor
0.0
CPT0063640001
Normal
0.0
CPT0023710001
Normal
0.0
CPT0001500009
Tumor
0.0
CPT0025920001
Normal
0.0
CPT0078670001
Normal
0.0
CPT0092730003
Tumor
0.0
CPT0001220008
Tumor
0.0
CPT0079430001
Normal
0.0
CPT0017850003
Tumor
0.0
CPT0078940001
Normal
0.0
CPT0088710001
Normal
0.0
CPT0065430003
Tumor
0.0
CPT0081600003
Tumor
0.0
CPT0086890003
Normal
0.0
CPT0064400001
Normal
0.0
CPT0019130003
Tumor
0.0
CPT0066520001
Normal
0.0
CPT0088480003
Tumor
-0.1
CPT0001340003
Tumor
-0.1
CPT0092160003
Tumor
-0.1
CPT0014370004
Tumor
-0.1
CPT0079000001
Normal
-0.1
CPT0081620001
Normal
-0.1
CPT0006530001
Normal
-0.1
CPT0088920001
Normal
-0.1
CPT0007470001
Normal
-0.1
CPT0012290003
Normal
-0.1
CPT0014130001
Normal
-0.1
CPT0069010001
Normal
-0.1
CPT0025610001
Normal
-0.1
CPT0079230003
Tumor
-0.1
CPT0075130003
Tumor
-0.1
CPT0010110003
Tumor
-0.1
CPT0012180003
Tumor
-0.1
CPT0025170003
Tumor
-0.1
CPT0014160003
Tumor
-0.1
CPT0086370003
Normal
-0.1
CPT0086870003
Tumor
-0.1
CPT0026420001
Normal
-0.1
CPT0088570001
Normal
-0.1
CPT0000890001
Normal
-0.1
CPT0001190001
Normal
-0.1
CPT0001270001
Normal
-0.1
CPT0065820001
Normal
-0.1
CPT0012640003
Normal
-0.1
CPT0001510001
Normal
-0.1
CPT0025580004
Tumor
-0.1
CPT0086820003
Tumor
-0.1
CPT0017450001
Normal
-0.1
CPT0079300001
Normal
-0.1
CPT0075570001
Normal
-0.1
CPT0010120001
Normal
-0.2
CPT0063330001
Normal
-0.2
CPT0086970003
Normal
-0.2
CPT0078990003
Tumor
-0.2
CPT0075170001
Normal
-0.2
CPT0065810003
Tumor
-0.2
CPT0088640003
Normal
-0.2
CPT0088760003
Tumor
-0.2
CPT0089480003
Normal
-0.2
CPT0069190001
Normal
-0.2
CPT0088500001
Normal
-0.2
CPT0086830003
Normal
-0.2
CPT0079380003
Tumor
-0.2
CPT0084590001
Normal
-0.2
CPT0078800003
Tumor
-0.2
CPT0086360003
Tumor
-0.3
CPT0000660001
Normal
-0.3
CPT0088630003
Tumor
-0.3
CPT0081880003
Tumor
-0.3
CPT0088780001
Normal
-0.3
CPT0011410003
Tumor
-0.3
CPT0077320001
Normal
-0.4
CPT0092190003
Normal
-0.4
CPT0078660003
Tumor
-0.4
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
