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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.
CRTAP 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
78.8
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
276.9
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
201.1
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
195.8
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
162.4
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
138.6
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
138.5
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
128.6
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
122.9
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
115.6
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
113.4
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
112.1
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
111.8
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
106.5
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
106.2
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
104.6
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
101.8
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
99.6
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
91.1
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
89.9
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
88.8
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
87.7
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
87.5
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
87.2
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
85.7
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
81.1
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
77.3
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
76.4
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
76.3
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
75.9
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
75.8
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
75.4
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
73.4
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
70.5
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
68.2
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
68.1
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
67.1
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
62.0
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
61.5
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
60.5
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
55.2
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
55.1
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
53.4
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
52.3
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
51.4
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
50.7
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
48.7
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
46.6
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
46.3
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
44.3
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
44.0
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
42.3
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
42.1
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
41.8
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
41.5
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
40.5
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
39.8
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
38.0
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
32.4
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
31.3
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
28.9
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
28.0
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
27.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
23.7
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
CRTAP is not prognostic 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
88.9
Number of samples
521
Samples
Sample
Description
TPM
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
197.2
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
194.8
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
177.1
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
174.5
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
171.3
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
170.8
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
164.8
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
161.9
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
161.3
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
160.2
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
152.7
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
152.7
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
152.0
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
150.6
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
149.3
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
148.0
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
145.5
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
144.3
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
143.5
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
143.5
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
142.0
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
141.7
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
141.2
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
140.9
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
140.9
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
137.6
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
137.1
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
136.7
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
135.4
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
134.0
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
132.9
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
132.8
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
132.7
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
132.6
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
132.4
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
132.3
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
131.5
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
131.3
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
130.4
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
130.3
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
130.2
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
130.2
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
130.0
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
129.6
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
129.0
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
128.5
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
128.2
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
127.2
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
127.1
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
124.7
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
124.4
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
124.3
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
124.2
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
123.5
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
123.4
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
122.9
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
122.6
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
122.4
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
122.4
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
122.3
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
122.2
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
122.1
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
121.7
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
121.7
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
121.4
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
121.0
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
120.3
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
120.0
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
119.7
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
119.7
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
119.4
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
119.4
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
119.2
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
118.6
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
118.5
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
118.4
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
118.0
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
117.9
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
117.7
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
117.5
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
117.4
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
116.5
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
116.2
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
115.0
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
114.9
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
114.5
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
114.2
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
113.9
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
113.9
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
113.7
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
113.2
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
112.8
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
112.4
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
112.1
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
111.5
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
111.5
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
111.2
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
110.4
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
110.2
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
110.2
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
110.1
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
109.9
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
109.7
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
109.6
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
109.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
109.3
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
109.0
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
109.0
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
108.9
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
108.7
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
108.7
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
108.3
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
108.3
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
108.3
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
108.2
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
107.8
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
107.7
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
107.6
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
107.4
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
107.4
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
107.1
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
107.0
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
106.8
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
106.7
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
106.6
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
106.5
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
106.4
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
106.3
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
106.3
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
106.0
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
105.9
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
105.7
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
105.6
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
105.4
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
105.3
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
105.1
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
104.9
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
104.7
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
104.2
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
104.2
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
104.2
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
104.2
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
104.1
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
104.0
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
104.0
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
103.5
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
103.4
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
103.2
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
103.0
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
102.9
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
102.6
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
102.5
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
102.4
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
102.2
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
102.1
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
101.8
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
101.8
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
101.6
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
101.6
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
101.6
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
101.5
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
101.3
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
101.3
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
101.3
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
101.2
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
101.1
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
100.8
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
100.6
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
100.5
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
100.4
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
100.2
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
100.1
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
100.1
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
99.9
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
99.8
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
99.8
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
99.7
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
99.7
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
99.6
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
99.4
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
99.4
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
99.2
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
98.9
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
98.8
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
98.7
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
98.7
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
98.7
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
98.6
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
98.3
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
98.2
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
98.2
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
98.1
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
98.1
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
97.9
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
96.7
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
96.4
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
96.4
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
96.3
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
96.1
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
96.0
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
95.8
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
95.6
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
95.5
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
95.4
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
95.1
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
95.0
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
94.8
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
94.8
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
94.7
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
94.5
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
94.3
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
94.2
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
94.0
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
94.0
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
93.9
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
93.7
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
93.6
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
93.6
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
93.6
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
93.6
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
93.5
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
93.4
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
93.2
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
92.8
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
92.8
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
92.7
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
92.6
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
92.5
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
92.3
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
91.7
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
91.7
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
91.7
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
91.6
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
91.6
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
91.5
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
91.5
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
91.5
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
91.5
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
91.4
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
91.2
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
91.2
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
91.2
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
91.1
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
90.8
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
90.7
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
90.7
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
90.5
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
90.5
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
90.4
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
90.4
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
89.8
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
89.5
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
89.3
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
89.2
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
89.0
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
88.9
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
88.8
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
88.8
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
88.5
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
88.3
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
88.2
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
88.1
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
88.1
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
88.0
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
87.9
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
87.6
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
87.5
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
87.4
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
87.2
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
86.9
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
86.9
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
86.9
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
86.8
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
86.6
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
86.5
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
86.4
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
86.3
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
86.3
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
86.2
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
86.2
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
86.0
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
85.7
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
85.7
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
85.7
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
85.6
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
85.6
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
85.5
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
85.3
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
85.3
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
85.3
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
85.1
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
84.6
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
84.6
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
84.1
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
84.0
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
84.0
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
83.9
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
83.9
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
83.9
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
83.8
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
83.8
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
83.8
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
83.4
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
83.3
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
83.3
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
83.3
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
83.2
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
82.4
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
82.3
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
82.3
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
82.2
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
82.2
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
82.2
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
82.0
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
82.0
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
81.7
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
81.6
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
81.6
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
81.1
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
80.8
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
80.8
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
80.8
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
80.6
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
80.6
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
80.6
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
80.4
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
80.3
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
80.2
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
80.1
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
80.0
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
80.0
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
79.8
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
79.7
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
79.6
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
79.6
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
79.5
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
79.5
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
79.5
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
79.4
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
79.4
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
79.1
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
78.9
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
78.9
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
78.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
78.7
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
78.2
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
77.9
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
77.8
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
77.5
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
77.3
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
77.0
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
76.7
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
76.7
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
76.6
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
76.4
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
76.3
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
76.2
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
76.2
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
75.7
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
75.7
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
75.0
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
74.9
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
74.8
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
74.5
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
74.5
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
74.3
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
74.2
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
73.9
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
73.5
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
73.5
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
73.2
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
73.1
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
73.0
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
72.8
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
72.5
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
72.5
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
72.3
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
72.1
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
72.1
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
72.0
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
71.9
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
71.9
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
71.8
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
71.6
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
71.4
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
71.3
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
71.2
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
71.0
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
70.9
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
70.9
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
69.3
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
69.1
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
69.0
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
68.9
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
68.9
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
68.6
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
68.1
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
68.0
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
67.9
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
67.8
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
67.8
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
67.2
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
67.1
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
66.9
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
66.9
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
66.6
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
66.3
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
66.0
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
65.6
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
65.6
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
65.6
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
65.6
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
65.5
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
65.4
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
65.4
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
65.1
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
65.1
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
64.9
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
64.9
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
64.4
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
64.0
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
63.8
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
63.7
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
63.2
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
63.1
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
62.7
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
62.7
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
62.6
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
62.4
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
62.4
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
62.3
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
62.2
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
62.2
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
62.1
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
62.0
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
62.0
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
61.8
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
61.6
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
61.5
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
61.4
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
61.3
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
61.3
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
61.2
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
61.2
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
60.2
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
59.6
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
59.6
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
59.3
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
58.7
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
58.5
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
58.1
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
57.9
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
57.7
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
57.3
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
57.0
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
56.9
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
56.8
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
56.5
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
55.8
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
54.9
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
54.6
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
54.1
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
54.0
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
53.9
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
53.9
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
53.8
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
53.5
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
53.5
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
52.6
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
52.6
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
51.6
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
51.6
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
51.5
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
51.3
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
51.2
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
50.9
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
50.5
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
50.4
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
50.2
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
50.1
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
49.9
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
49.8
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
49.7
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
48.7
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
47.6
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
46.7
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
45.2
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
45.1
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
44.1
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
43.6
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
43.5
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
40.9
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
40.7
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
40.5
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
40.1
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
40.0
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
39.8
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
39.8
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
39.8
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
39.7
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
39.2
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
39.0
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
38.7
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
38.5
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
37.2
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
37.0
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
36.1
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
35.8
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
35.4
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
34.9
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
33.9
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
33.2
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
30.4
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
28.5
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
28.3
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
27.9
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
25.0
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
22.5
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
19.4
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
16.0
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 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.
CRTAP 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
97.7
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
244.6
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
193.3
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
166.8
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
154.0
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
152.1
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
150.8
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
149.6
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
146.7
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
146.6
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
139.0
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
139.0
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
138.0
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
136.5
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
129.6
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
128.2
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
127.1
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
125.9
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
125.4
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
123.8
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
120.5
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
119.7
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
118.1
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
117.9
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
117.8
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
115.9
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
114.4
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
112.3
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
111.1
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
110.1
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
109.7
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
107.7
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
107.0
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
105.1
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
104.2
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
101.8
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
101.2
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
100.2
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
100.1
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
99.9
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
95.4
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
94.9
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
94.6
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
93.3
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
93.2
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
92.3
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
92.2
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
91.9
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
90.3
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
90.3
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
90.3
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
89.9
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
89.8
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
89.6
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
89.6
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
89.5
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
88.1
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
87.4
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
86.9
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
86.3
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
86.1
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
86.0
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
85.7
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
85.5
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
85.4
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
83.0
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
82.3
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
81.4
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
80.6
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
79.9
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
79.6
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
78.9
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
78.6
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
77.9
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
77.7
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
77.3
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
76.8
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
75.9
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
75.6
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
75.5
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
75.4
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
74.8
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
72.9
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
72.9
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
72.6
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
72.5
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
72.4
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
70.9
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
69.7
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
69.4
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
69.1
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
67.7
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
66.1
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
62.8
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
61.5
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
58.9
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
55.4
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
54.3
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
46.6
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
35.7
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
CRTAP 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
124.2
Number of samples
282
Samples
Sample
Description
TPM
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
313.1
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
293.6
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
288.6
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
284.8
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
283.6
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
278.1
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
277.7
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
273.7
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
261.4
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
261.3
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
256.2
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
249.8
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
228.8
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
223.7
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
223.7
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
219.8
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
219.2
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
212.1
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
211.8
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
210.8
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
210.0
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
209.7
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
209.3
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
206.7
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
198.7
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
197.1
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
196.4
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
195.9
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
195.8
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
195.0
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
193.2
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
192.8
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
191.5
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
188.1
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
187.8
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
184.4
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
183.2
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
182.7
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
181.0
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
179.7
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
179.2
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
179.1
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
177.8
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
176.8
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
176.0
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
175.5
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
175.5
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
172.3
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
172.3
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
171.9
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
171.2
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
170.2
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
169.9
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
169.3
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
169.3
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
168.3
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
167.6
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
165.7
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
165.6
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
165.3
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
165.1
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
164.2
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
163.3
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
162.1
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
158.2
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
157.7
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
157.6
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
157.0
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
155.6
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
154.6
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
154.2
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
154.0
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
151.8
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
151.1
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
150.4
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
150.4
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
149.8
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
149.6
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
148.4
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
148.4
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
146.7
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
145.9
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
145.7
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
145.6
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
145.0
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
143.9
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
143.6
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
143.5
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
143.4
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
141.1
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
140.2
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
139.6
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
139.4
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
138.9
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
138.2
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
137.5
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
137.4
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
136.6
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
135.4
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
135.4
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
134.3
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
133.1
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
132.5
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
132.4
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
131.5
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
131.3
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
130.9
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
130.8
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
130.3
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
130.0
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
128.3
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
128.0
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
127.3
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
127.3
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
127.3
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
126.3
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
125.5
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
125.2
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
124.9
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
123.9
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
123.6
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
123.2
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
123.0
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
122.8
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
122.6
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
122.2
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
121.0
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
120.9
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
119.6
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
119.3
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
119.2
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
118.5
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
118.2
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
118.0
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
118.0
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
117.6
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
117.1
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
116.8
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
115.5
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
115.4
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
115.3
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
114.5
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
114.5
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
114.1
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
113.0
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
112.9
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
112.7
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
112.5
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
112.4
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
111.6
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
110.5
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
110.1
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
109.6
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
109.5
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
108.8
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
108.6
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
108.5
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
108.3
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
108.3
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
108.0
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
107.5
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
107.4
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
107.4
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
107.2
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
107.1
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
107.0
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
106.8
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
106.1
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
105.4
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
105.4
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
105.1
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
104.9
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
104.5
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
104.3
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
104.0
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
103.7
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
102.0
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
99.6
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
99.5
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
99.5
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
99.4
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
98.3
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
98.0
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
96.4
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
95.6
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
95.6
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
95.3
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
94.9
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
93.9
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
93.9
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
93.4
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
93.0
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
92.3
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
91.4
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
91.3
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
91.1
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
90.8
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
90.5
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
90.5
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
89.1
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
89.0
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
87.6
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
87.6
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
87.5
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
87.3
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
87.0
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
86.8
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
85.7
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
85.4
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
85.3
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
84.6
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
83.5
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
81.1
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
80.8
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
79.8
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
78.5
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
78.3
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
78.3
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
78.0
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
77.9
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
77.8
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
77.8
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
77.5
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
77.1
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
76.9
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
76.3
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
75.8
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
75.6
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
75.0
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
74.6
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
74.2
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
73.9
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
73.7
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
73.4
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
72.8
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
72.4
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
71.8
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
71.6
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
71.3
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
71.1
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
71.1
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
71.0
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
70.2
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
70.1
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
70.0
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
69.2
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
68.5
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
68.5
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
68.0
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
67.8
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
65.6
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
65.4
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
65.2
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
65.1
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
64.7
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
63.9
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
63.4
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
63.3
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
62.8
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
62.8
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
62.7
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
62.5
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
60.2
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
58.8
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
58.2
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
57.1
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
57.1
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
56.8
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
54.8
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
52.5
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
52.0
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
48.0
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
47.1
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
45.3
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
43.7
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
43.5
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
41.5
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
39.4
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
36.7
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
36.5
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
34.9
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
16.0
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0001260009
Tumor
1.6
CPT0001340003
Tumor
1.5
CPT0084560003
Tumor
1.3
CPT0076330003
Tumor
1.3
CPT0011410003
Tumor
1.3
CPT0075130003
Tumor
1.1
CPT0023350003
Tumor
1.0
CPT0012670003
Tumor
1.0
CPT0069160003
Tumor
0.9
CPT0088550004
Tumor
0.9
CPT0002350011
Tumor
0.8
CPT0063630003
Tumor
0.8
CPT0081880003
Tumor
0.8
CPT0012280003
Tumor
0.7
CPT0092290003
Tumor
0.7
CPT0077110003
Tumor
0.7
CPT0088690003
Tumor
0.7
CPT0017850003
Tumor
0.6
CPT0092730003
Tumor
0.6
CPT0088630003
Tumor
0.6
CPT0012550003
Tumor
0.6
CPT0085670003
Tumor
0.6
CPT0001180009
Tumor
0.6
CPT0024670003
Tumor
0.5
CPT0086950003
Tumor
0.5
CPT0025110003
Tumor
0.5
CPT0021240003
Tumor
0.5
CPT0079270003
Tumor
0.5
CPT0078510003
Tumor
0.5
CPT0025290003
Tumor
0.5
CPT0078800003
Tumor
0.5
CPT0065690003
Tumor
0.4
CPT0081600003
Tumor
0.4
CPT0088760003
Tumor
0.4
CPT0077310003
Tumor
0.4
CPT0081990003
Tumor
0.4
CPT0086030003
Tumor
0.4
CPT0025230003
Tumor
0.4
CPT0012080003
Tumor
0.4
CPT0015910003
Tumor
0.4
CPT0086820003
Tumor
0.3
CPT0012180003
Tumor
0.3
CPT0079410003
Tumor
0.3
CPT0066470004
Tumor
0.3
CPT0092190003
Normal
0.3
CPT0007860003
Tumor
0.3
CPT0075560003
Tumor
0.3
CPT0066480003
Tumor
0.3
CPT0000640003
Tumor
0.3
CPT0088480003
Tumor
0.3
CPT0065930003
Tumor
0.3
CPT0025170003
Tumor
0.3
CPT0065870003
Tumor
0.3
CPT0011240003
Tumor
0.2
CPT0026410003
Tumor
0.2
CPT0014160003
Tumor
0.2
CPT0077490003
Tumor
0.2
CPT0069000003
Tumor
0.2
CPT0001540009
Tumor
0.2
CPT0084590001
Normal
0.2
CPT0025880003
Tumor
0.2
CPT0001270001
Normal
0.2
CPT0012370003
Tumor
0.2
CPT0089460004
Tumor
0.2
CPT0079230003
Tumor
0.1
CPT0006900003
Tumor
0.1
CPT0077320001
Normal
0.1
CPT0092790003
Tumor
0.1
CPT0009060003
Tumor
0.1
CPT0002270011
Tumor
0.1
CPT0006630003
Tumor
0.1
CPT0075720003
Tumor
0.1
CPT0014450004
Tumor
0.0
CPT0015810003
Tumor
0.0
CPT0020120003
Tumor
0.0
CPT0001220008
Tumor
0.0
CPT0006440003
Tumor
0.0
CPT0079480003
Tumor
0.0
CPT0010160003
Tumor
0.0
CPT0071150004
Tumor
0.0
CPT0025350003
Tumor
0.0
CPT0079380003
Tumor
0.0
CPT0088900003
Tumor
0.0
CPT0065750003
Tumor
0.0
CPT0086360003
Tumor
0.0
CPT0089020003
Tumor
0.0
CPT0078830003
Tumor
0.0
CPT0025580004
Tumor
0.0
CPT0010110003
Tumor
0.0
CPT0019990003
Tumor
0.0
CPT0012900004
Tumor
0.0
CPT0000780007
Tumor
0.0
CPT0009000003
Tumor
0.0
CPT0063320003
Tumor
-0.1
CPT0086870003
Tumor
-0.1
CPT0065810003
Tumor
-0.1
CPT0023690003
Tumor
-0.1
CPT0064370003
Tumor
-0.1
CPT0075170001
Normal
-0.1
CPT0065430003
Tumor
-0.1
CPT0078930003
Tumor
-0.1
CPT0087040003
Tumor
-0.1
CPT0010120001
Normal
-0.1
CPT0001190001
Normal
-0.1
CPT0088970003
Tumor
-0.2
CPT0014370004
Tumor
-0.2
CPT0012290003
Normal
-0.2
CPT0025050003
Tumor
-0.2
CPT0019130003
Tumor
-0.2
CPT0000870016
Tumor
-0.2
CPT0015730003
Tumor
-0.2
CPT0018250001
Normal
-0.2
CPT0006530001
Normal
-0.2
CPT0001500009
Tumor
-0.2
CPT0023360001
Normal
-0.2
CPT0000660001
Normal
-0.2
CPT0017410003
Tumor
-0.2
CPT0006950001
Normal
-0.2
CPT0017450001
Normal
-0.2
CPT0092160003
Tumor
-0.2
CPT0014470001
Normal
-0.3
CPT0089040001
Normal
-0.3
CPT0078990003
Tumor
-0.3
CPT0076350001
Normal
-0.3
CPT0025610001
Normal
-0.3
CPT0007320003
Tumor
-0.3
CPT0075570001
Normal
-0.3
CPT0010170001
Normal
-0.3
CPT0082010001
Normal
-0.3
CPT0079510001
Normal
-0.3
CPT0081620001
Normal
-0.3
CPT0086970003
Normal
-0.4
CPT0087050003
Normal
-0.4
CPT0012640003
Normal
-0.4
CPT0014130001
Normal
-0.4
CPT0025060001
Normal
-0.4
CPT0088500001
Normal
-0.4
CPT0066430001
Normal
-0.4
CPT0088920001
Normal
-0.4
CPT0065820001
Normal
-0.4
CPT0024680001
Normal
-0.4
CPT0079430001
Normal
-0.4
CPT0012090003
Normal
-0.4
CPT0086830003
Normal
-0.4
CPT0063640001
Normal
-0.4
CPT0002370001
Normal
-0.4
CPT0078530001
Normal
-0.4
CPT0077140001
Normal
-0.4
CPT0086370003
Normal
-0.5
CPT0069190001
Normal
-0.5
CPT0000890001
Normal
-0.5
CPT0001510001
Normal
-0.5
CPT0020020001
Normal
-0.5
CPT0064400001
Normal
-0.5
CPT0007870001
Normal
-0.5
CPT0088780001
Normal
-0.5
CPT0077500001
Normal
-0.5
CPT0092800003
Normal
-0.5
CPT0069010001
Normal
-0.5
CPT0063330001
Normal
-0.5
CPT0023710001
Normal
-0.5
CPT0079300001
Normal
-0.5
CPT0013790003
Normal
-0.5
CPT0066520001
Normal
-0.6
CPT0019160001
Normal
-0.6
CPT0078840001
Normal
-0.6
CPT0007470001
Normal
-0.6
CPT0078660003
Tumor
-0.6
CPT0012920003
Normal
-0.6
CPT0001350001
Normal
-0.6
CPT0088570001
Normal
-0.6
CPT0092310003
Normal
-0.6
CPT0009020003
Normal
-0.6
CPT0020130001
Normal
-0.6
CPT0078670001
Normal
-0.6
CPT0088640003
Normal
-0.6
CPT0012570003
Normal
-0.6
CPT0088710001
Normal
-0.6
CPT0089480003
Normal
-0.6
CPT0014350001
Normal
-0.6
CPT0092740003
Normal
-0.6
CPT0086890003
Normal
-0.6
CPT0001550001
Normal
-0.6
CPT0078940001
Normal
-0.6
CPT0079000001
Normal
-0.7
CPT0065450001
Normal
-0.7
CPT0006730001
Normal
-0.7
CPT0000790001
Normal
-0.7
CPT0026420001
Normal
-0.7
CPT0001230001
Normal
-0.7
CPT0025920001
Normal
-0.7
CPT0009080003
Normal
-0.7
CPT0012770003
Normal
-0.8
CPT0079180003
Tumor
-0.9
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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.