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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.
QPRT 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
31.4
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
227.7
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
152.9
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
108.8
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
91.6
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
85.7
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
83.8
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
68.8
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
68.3
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
66.8
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
63.3
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
57.5
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
56.8
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
54.2
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
45.0
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
43.2
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
42.9
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
42.4
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
40.2
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
38.5
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
37.2
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
36.9
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
36.5
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
31.6
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
31.3
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
27.1
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
26.8
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
26.1
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
22.9
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
20.8
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
19.8
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
17.7
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
17.4
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
17.1
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
16.2
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
16.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
11.7
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
11.2
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
10.7
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
10.5
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
10.4
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
10.2
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
9.9
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
9.6
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
8.6
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
8.5
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
6.9
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
6.8
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
6.4
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
6.2
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
5.8
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
5.8
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
5.4
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
5.3
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
4.5
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
4.4
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
3.9
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
3.4
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
3.1
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
3.1
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
1.9
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
1.1
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
0.3
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
0.0
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 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.
QPRT 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
42.7
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
895.1
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
747.1
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
348.1
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
277.1
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
275.8
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
232.6
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
225.3
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
221.7
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
196.1
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
194.5
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
180.4
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
157.0
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
150.9
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
150.0
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
142.5
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
139.6
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
137.5
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
134.5
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
130.2
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
127.7
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
126.8
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
123.3
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
114.8
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
112.2
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
110.8
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
108.1
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
105.9
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
105.7
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
103.6
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
102.2
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
101.3
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
100.0
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
99.4
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
98.5
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
97.7
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
97.5
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
96.4
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
96.4
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
96.3
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
93.5
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
88.6
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
88.3
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
88.2
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
87.9
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
87.4
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
86.4
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
86.2
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
84.0
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
83.5
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
83.5
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
81.3
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
80.2
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
77.8
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
77.4
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
76.4
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
75.6
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
75.5
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
75.2
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
74.9
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
73.7
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
72.0
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
71.5
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
71.2
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
70.3
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
69.9
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
69.9
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
69.2
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
68.5
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
67.8
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
67.3
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
67.1
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
67.1
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
66.9
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
66.7
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
66.5
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
66.0
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
66.0
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
65.5
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
65.4
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
64.5
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
64.4
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
63.4
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
63.1
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
63.1
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
63.0
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
62.4
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
62.1
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
61.9
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
60.9
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
60.9
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
60.8
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
60.5
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
60.4
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
60.3
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
60.0
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
59.6
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
59.5
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
59.4
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
59.1
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
58.9
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
58.6
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
58.3
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
57.6
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
57.5
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
57.0
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
56.2
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
55.7
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
55.4
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
55.4
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
55.2
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
55.1
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
54.6
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
54.2
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
53.9
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
53.2
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
52.9
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
52.4
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
52.4
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
52.3
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
51.9
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
51.9
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
51.8
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
51.8
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
51.4
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
51.2
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
50.8
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
50.7
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
50.4
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
50.4
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
50.1
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
50.0
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
49.8
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
49.4
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
49.4
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
49.2
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
49.0
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
48.9
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
48.7
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
48.4
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
47.5
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
47.1
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
47.1
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
46.9
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
46.6
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
46.5
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
46.4
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
46.0
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
45.9
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
45.8
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
45.8
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
45.7
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
45.6
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
45.5
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
45.4
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
44.6
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
44.4
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
44.0
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
44.0
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
44.0
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
43.7
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
43.6
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
43.4
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
43.3
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
43.2
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
43.1
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
43.0
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
42.8
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
42.8
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
42.7
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
42.5
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
42.5
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
41.8
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
41.3
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
41.2
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
41.0
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
40.8
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
40.6
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
40.5
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
40.5
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
40.4
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
40.3
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
40.3
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
39.9
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
39.5
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
39.5
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
39.4
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
39.4
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
39.3
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
39.2
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
39.0
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
38.8
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
38.5
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
38.4
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
37.8
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
37.8
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
37.7
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
37.6
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
37.5
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
36.9
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
36.8
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
36.7
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
36.6
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
36.6
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
36.3
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
36.3
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
36.3
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
36.3
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
36.1
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
36.1
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
36.0
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
35.9
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
35.8
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
35.7
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
35.5
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
35.4
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
35.3
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
35.3
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
35.2
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
35.2
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
35.2
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
35.0
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
34.9
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
34.9
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
34.8
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
34.7
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
34.5
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
34.4
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
34.4
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
34.0
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
34.0
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
34.0
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
33.7
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
33.7
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
33.6
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
33.6
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
33.5
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
33.2
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
33.1
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
33.0
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
32.8
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
32.8
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
32.7
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
32.5
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
32.5
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
32.3
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
32.3
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
32.2
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
31.9
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
31.7
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
31.6
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
31.5
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
31.5
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
31.4
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
31.2
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
30.9
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
30.8
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
30.7
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
30.6
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
30.6
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
30.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
30.4
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
30.3
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
30.0
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
30.0
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
29.9
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
29.9
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
29.8
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
29.8
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
29.7
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
29.6
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
29.4
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
29.4
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
29.3
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
28.9
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
28.8
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
28.7
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
28.7
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
28.5
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
28.4
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
28.1
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
28.1
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
28.0
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
27.9
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
27.3
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
27.3
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
27.3
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
27.2
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
27.2
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
27.1
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
27.1
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
27.1
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
26.8
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
26.5
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
26.4
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
26.3
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
26.0
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
25.9
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
25.9
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
25.8
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
25.8
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
25.6
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
25.6
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
25.5
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
25.4
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
25.4
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
25.3
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
25.3
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
25.2
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
25.1
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
24.9
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
24.9
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
24.8
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
24.8
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
24.7
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
24.6
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
24.4
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
24.2
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
24.1
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
24.1
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
24.0
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
23.9
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
23.9
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
23.8
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
23.8
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
23.7
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
23.7
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
23.5
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
23.5
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
23.2
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
23.1
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
22.9
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
22.9
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
22.8
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
22.7
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
22.7
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
22.3
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
22.1
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
22.1
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
21.8
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
21.8
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
21.8
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
21.7
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
21.5
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
21.5
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
21.4
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
21.1
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
21.1
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
21.0
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
21.0
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
20.9
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
20.5
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
20.5
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
20.4
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
20.3
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
20.3
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
20.3
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
20.2
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
20.1
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
19.7
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
19.6
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
19.5
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
19.3
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
19.2
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
18.8
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
18.8
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
18.6
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
18.5
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
18.4
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
18.4
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
18.3
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
18.3
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
18.1
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
17.9
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
17.9
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
17.8
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
17.8
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
17.7
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
17.6
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
17.4
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
17.4
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
17.3
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
17.3
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
17.0
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
17.0
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
16.9
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
16.8
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
16.7
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
16.7
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
16.4
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
16.3
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
16.2
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
16.1
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
16.1
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
16.0
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
15.9
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
15.8
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
15.7
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
15.7
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
15.5
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
15.5
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
15.3
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
15.0
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
15.0
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
14.7
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
14.6
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
14.4
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
14.2
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
14.2
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
13.8
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
13.8
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
13.5
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
13.5
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
13.4
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
13.3
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
13.1
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
13.1
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
12.8
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
12.8
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
12.8
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
12.2
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
12.2
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
12.0
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
12.0
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
12.0
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
12.0
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
12.0
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
11.9
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
11.7
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
11.6
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
11.6
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
11.5
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
11.3
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
11.3
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
11.2
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
11.2
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
11.1
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
11.1
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
11.1
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
11.1
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
10.8
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
10.7
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
10.7
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
10.7
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
10.6
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
10.6
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
10.4
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
10.4
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
10.3
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
10.3
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
10.3
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
10.3
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
10.2
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
10.1
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
10.1
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
10.1
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
10.0
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
9.9
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
9.9
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
9.8
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
9.7
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
9.7
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
9.6
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
9.5
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
9.4
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
9.2
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
8.8
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
8.6
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
8.5
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
8.1
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
8.1
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
8.0
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
7.9
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
7.8
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
7.7
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
7.6
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
7.4
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
7.3
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
7.3
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
7.2
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
7.1
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
7.0
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
6.9
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
6.7
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
6.5
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
6.5
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
6.4
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
6.2
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
6.1
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
6.1
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
6.0
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
6.0
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
5.7
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
5.5
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
5.4
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
5.2
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
5.2
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
5.0
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
4.9
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
4.9
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
4.7
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
4.7
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
4.6
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
4.6
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
4.2
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
4.1
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
4.1
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
4.0
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
3.9
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
3.7
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
3.4
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
3.3
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
2.7
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
2.7
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
2.6
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
2.4
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
2.2
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
2.2
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
2.0
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
1.7
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
0.9
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 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.
QPRT 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
44.1
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
216.3
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
166.6
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
162.7
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
158.7
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
144.4
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
134.9
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
113.5
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
112.3
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
110.3
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
100.9
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
91.3
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
88.9
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
88.0
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
86.5
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
85.9
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
84.0
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
82.3
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
82.2
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
80.4
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
79.3
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
75.1
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
71.1
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
67.3
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
63.9
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
56.4
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
54.4
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
54.3
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
54.0
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
53.1
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
49.8
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
44.8
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
44.2
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
42.5
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
42.4
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
39.9
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
39.6
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
39.3
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
35.7
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
35.5
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
34.9
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
34.8
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
34.3
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
34.0
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
32.4
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
31.8
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
31.0
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
29.9
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
29.7
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
29.6
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
29.4
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
29.3
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
28.8
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
28.4
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
28.4
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
27.4
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
24.3
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
24.2
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
23.4
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
23.3
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
22.7
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
22.5
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
21.9
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
21.4
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
21.1
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
20.6
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
20.5
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
20.3
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
19.9
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
19.5
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
19.5
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
19.4
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
18.7
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
18.0
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
17.5
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
17.4
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
17.4
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
16.9
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
16.6
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
15.5
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
15.2
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
15.1
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
15.0
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
14.6
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
14.5
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
14.3
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
14.1
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
11.5
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
10.2
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
10.0
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
9.4
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
8.9
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
8.5
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
8.3
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
7.3
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
6.8
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
5.8
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
5.6
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
5.6
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
4.7
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 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.
QPRT 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
100.8
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
1423.0
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
871.1
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
778.1
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
637.8
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
590.5
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
538.8
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
488.8
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
483.9
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
442.0
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
430.4
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
410.6
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
391.4
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
391.3
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
376.3
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
376.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
371.2
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
369.6
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
359.8
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
349.1
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
343.5
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
339.7
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
334.0
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
318.3
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
316.2
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
308.4
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
303.7
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
300.2
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
291.5
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
289.4
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
274.1
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
269.6
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
265.2
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
265.0
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
252.2
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
250.5
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
240.9
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
239.7
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
231.7
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
231.4
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
225.1
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
217.1
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
214.9
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
208.4
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
207.9
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
206.8
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
206.2
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
199.0
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
198.4
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
197.6
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
191.3
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
190.3
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
185.7
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
184.5
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
179.7
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
178.1
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
178.0
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
176.6
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
167.5
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
161.1
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
158.7
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
152.2
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
151.1
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
148.2
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
147.5
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
146.6
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
144.6
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
144.1
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
140.7
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
139.7
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
137.8
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
130.9
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
130.5
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
127.4
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
127.4
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
124.5
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
124.0
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
115.9
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
114.9
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
114.6
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
114.1
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
112.1
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
106.7
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
106.0
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
104.9
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
103.8
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
102.3
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
101.0
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
97.5
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
95.5
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
95.2
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
93.6
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
89.8
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
89.6
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
85.1
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
84.1
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
81.9
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
81.2
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
81.2
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
80.9
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
80.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
79.9
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
79.2
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
78.3
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
77.3
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
73.7
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
73.6
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
72.6
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
72.3
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
71.2
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
69.1
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
68.8
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
67.2
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
65.2
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
64.5
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
64.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
63.8
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
62.0
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
60.6
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
60.1
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
59.7
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
58.9
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
58.3
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
58.0
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
57.8
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
57.2
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
55.9
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
55.5
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
51.8
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
51.0
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
50.2
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
49.0
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
48.7
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
47.8
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
47.3
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
46.8
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
46.4
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
45.8
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
45.7
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
45.6
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
45.4
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
45.1
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
43.9
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
43.5
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
43.2
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
41.4
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
40.7
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
38.3
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
36.1
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
35.2
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
34.4
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
31.7
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
31.6
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
31.6
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
30.4
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
30.2
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
29.5
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
28.1
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
27.9
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
27.7
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
27.7
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
27.0
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
26.9
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
26.6
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
26.4
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
24.4
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
23.6
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
23.3
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
23.0
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
22.9
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
22.9
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
21.4
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
20.5
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
19.0
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
19.0
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
18.5
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
17.6
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
16.6
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
16.6
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
15.9
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
15.9
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
14.8
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
14.7
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
14.6
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
14.2
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
13.6
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
13.3
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
13.2
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
13.2
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
12.1
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
11.2
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
11.2
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
10.5
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
10.4
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
10.0
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
9.8
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
9.6
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
9.4
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
9.2
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
9.2
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
8.6
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
8.6
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
8.3
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
8.0
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
7.8
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
7.8
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
7.7
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
7.7
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
7.6
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
7.4
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
7.2
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
7.1
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
7.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
6.9
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
6.8
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
6.5
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
6.2
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
6.2
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
6.1
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
6.1
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
6.0
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
5.9
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
5.9
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
5.7
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
5.7
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
5.4
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
5.4
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
5.0
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
4.9
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
4.8
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
4.8
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
4.8
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
4.7
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
4.7
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
4.6
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
4.5
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
4.5
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
4.4
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
4.4
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
4.2
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
4.2
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
3.9
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
3.9
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
3.9
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
3.8
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
3.6
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
3.5
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
3.3
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
3.3
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
3.2
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
3.2
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
3.2
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
3.1
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
2.8
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
2.7
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
2.6
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
2.6
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
2.6
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
2.5
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
2.4
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
2.4
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
2.3
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
2.3
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
2.2
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
2.2
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
2.2
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
2.1
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
2.1
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
2.0
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
2.0
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
1.9
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
1.9
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
1.8
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
1.4
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
1.3
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
1.2
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
1.1
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
1.1
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
0.9
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
0.7
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
0.5
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
0.0
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0002270011
Tumor
1.6
CPT0012550003
Tumor
1.2
CPT0026420001
Normal
1.1
CPT0088920001
Normal
1.0
CPT0092740003
Normal
1.0
CPT0088780001
Normal
1.0
CPT0025060001
Normal
0.9
CPT0065450001
Normal
0.9
CPT0092800003
Normal
0.9
CPT0023360001
Normal
0.9
CPT0079430001
Normal
0.9
CPT0069010001
Normal
0.8
CPT0076350001
Normal
0.8
CPT0012770003
Normal
0.8
CPT0013790003
Normal
0.8
CPT0006950001
Normal
0.8
CPT0012090003
Normal
0.8
CPT0025610001
Normal
0.7
CPT0007470001
Normal
0.7
CPT0086370003
Normal
0.7
CPT0014350001
Normal
0.7
CPT0010170001
Normal
0.7
CPT0077140001
Normal
0.7
CPT0066430001
Normal
0.7
CPT0006730001
Normal
0.7
CPT0000890001
Normal
0.7
CPT0018250001
Normal
0.7
CPT0023710001
Normal
0.6
CPT0082010001
Normal
0.6
CPT0009080003
Normal
0.6
CPT0012290003
Normal
0.6
CPT0012570003
Normal
0.6
CPT0089480003
Normal
0.6
CPT0078840001
Normal
0.6
CPT0081620001
Normal
0.6
CPT0001350001
Normal
0.6
CPT0086890003
Normal
0.6
CPT0001500009
Tumor
0.6
CPT0065820001
Normal
0.5
CPT0078940001
Normal
0.5
CPT0001190001
Normal
0.5
CPT0020130001
Normal
0.5
CPT0092310003
Normal
0.5
CPT0089040001
Normal
0.5
CPT0078670001
Normal
0.5
CPT0088710001
Normal
0.5
CPT0079000001
Normal
0.5
CPT0017450001
Normal
0.5
CPT0063330001
Normal
0.4
CPT0014130001
Normal
0.4
CPT0088570001
Normal
0.4
CPT0000790001
Normal
0.4
CPT0087050003
Normal
0.4
CPT0075570001
Normal
0.4
CPT0086970003
Normal
0.4
CPT0077500001
Normal
0.4
CPT0066520001
Normal
0.4
CPT0020020001
Normal
0.3
CPT0064400001
Normal
0.3
CPT0024680001
Normal
0.3
CPT0063640001
Normal
0.3
CPT0007870001
Normal
0.3
CPT0025920001
Normal
0.3
CPT0012920003
Normal
0.3
CPT0012900004
Tumor
0.2
CPT0014470001
Normal
0.2
CPT0088500001
Normal
0.2
CPT0078530001
Normal
0.2
CPT0019160001
Normal
0.2
CPT0000660001
Normal
0.2
CPT0086830003
Normal
0.1
CPT0009020003
Normal
0.1
CPT0010120001
Normal
0.1
CPT0088690003
Tumor
0.1
CPT0088640003
Normal
0.1
CPT0001550001
Normal
0.1
CPT0001510001
Normal
0.0
CPT0006530001
Normal
0.0
CPT0075170001
Normal
0.0
CPT0007860003
Tumor
0.0
CPT0002370001
Normal
-0.1
CPT0079230003
Tumor
-0.1
CPT0001230001
Normal
-0.2
CPT0011410003
Tumor
-0.2
CPT0069190001
Normal
-0.2
CPT0009060003
Tumor
-0.2
CPT0001270001
Normal
-0.2
CPT0001340003
Tumor
-0.2
CPT0019990003
Tumor
-0.2
CPT0077110003
Tumor
-0.2
CPT0012670003
Tumor
-0.2
CPT0088970003
Tumor
-0.3
CPT0002350011
Tumor
-0.3
CPT0079270003
Tumor
-0.3
CPT0026410003
Tumor
-0.3
CPT0064370003
Tumor
-0.3
CPT0084590001
Normal
-0.3
CPT0009000003
Tumor
-0.3
CPT0012640003
Normal
-0.4
CPT0078830003
Tumor
-0.4
CPT0019130003
Tumor
-0.4
CPT0079510001
Normal
-0.4
CPT0092290003
Tumor
-0.4
CPT0079480003
Tumor
-0.4
CPT0076330003
Tumor
-0.4
CPT0014160003
Tumor
-0.4
CPT0078800003
Tumor
-0.4
CPT0017410003
Tumor
-0.5
CPT0025880003
Tumor
-0.5
CPT0075560003
Tumor
-0.5
CPT0065430003
Tumor
-0.5
CPT0077320001
Normal
-0.5
CPT0066470004
Tumor
-0.6
CPT0024670003
Tumor
-0.6
CPT0079410003
Tumor
-0.6
CPT0025170003
Tumor
-0.6
CPT0001180009
Tumor
-0.7
CPT0023690003
Tumor
-0.7
CPT0077490003
Tumor
-0.7
CPT0014450004
Tumor
-0.7
CPT0063320003
Tumor
-0.7
CPT0071150004
Tumor
-0.7
CPT0001540009
Tumor
-0.7
CPT0012280003
Tumor
-0.7
CPT0088480003
Tumor
-0.7
CPT0092190003
Normal
-0.7
CPT0025580004
Tumor
-0.7
CPT0010160003
Tumor
-0.7
CPT0015810003
Tumor
-0.7
CPT0088760003
Tumor
-0.8
CPT0078930003
Tumor
-0.8
CPT0000870016
Tumor
-0.8
CPT0063630003
Tumor
-0.8
CPT0077310003
Tumor
-0.8
CPT0025050003
Tumor
-0.9
CPT0075720003
Tumor
-0.9
CPT0078510003
Tumor
-0.9
CPT0087040003
Tumor
-0.9
CPT0089460004
Tumor
-0.9
CPT0079300001
Normal
-0.9
CPT0089020003
Tumor
-0.9
CPT0020120003
Tumor
-0.9
CPT0066480003
Tumor
-0.9
CPT0081990003
Tumor
-1.0
CPT0065750003
Tumor
-1.0
CPT0021240003
Tumor
-1.0
CPT0015730003
Tumor
-1.0
CPT0006630003
Tumor
-1.0
CPT0075130003
Tumor
-1.0
CPT0078660003
Tumor
-1.0
CPT0012370003
Tumor
-1.0
CPT0001220008
Tumor
-1.0
CPT0065810003
Tumor
-1.0
CPT0012080003
Tumor
-1.1
CPT0092790003
Tumor
-1.1
CPT0086030003
Tumor
-1.1
CPT0081600003
Tumor
-1.1
CPT0000640003
Tumor
-1.2
CPT0012180003
Tumor
-1.2
CPT0065930003
Tumor
-1.2
CPT0000780007
Tumor
-1.2
CPT0006900003
Tumor
-1.2
CPT0006440003
Tumor
-1.2
CPT0088900003
Tumor
-1.2
CPT0092730003
Tumor
-1.2
CPT0086950003
Tumor
-1.3
CPT0010110003
Tumor
-1.3
CPT0025230003
Tumor
-1.3
CPT0065690003
Tumor
-1.3
CPT0017850003
Tumor
-1.3
CPT0086360003
Tumor
-1.4
CPT0007320003
Tumor
-1.4
CPT0015910003
Tumor
-1.5
CPT0023350003
Tumor
-1.5
CPT0079180003
Tumor
-1.5
CPT0092160003
Tumor
-1.5
CPT0069160003
Tumor
-1.5
CPT0078990003
Tumor
-1.5
CPT0011240003
Tumor
-1.5
CPT0088550004
Tumor
-1.6
CPT0065870003
Tumor
-1.7
CPT0084560003
Tumor
-1.7
CPT0081880003
Tumor
-1.8
CPT0001260009
Tumor
-1.8
CPT0069000003
Tumor
-1.8
CPT0014370004
Tumor
-1.8
CPT0079380003
Tumor
-1.9
CPT0088630003
Tumor
-1.9
CPT0085670003
Tumor
-2.0
CPT0025110003
Tumor
-2.0
CPT0086820003
Tumor
-2.2
CPT0025350003
Tumor
-2.4
CPT0086870003
Tumor
-2.5
CPT0025290003
Tumor
-2.7
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
