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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.
EMC4 is potential prognostic, high expression is unfavorable 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
90.8
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
187.2
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
149.2
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
148.4
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
134.8
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
134.1
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
132.8
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
127.5
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
125.1
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
124.9
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
124.4
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
122.9
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
120.6
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
117.0
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
115.3
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
114.2
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
109.8
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
108.5
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
108.1
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
106.5
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
104.5
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
103.7
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
100.4
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
100.2
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
96.0
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
93.4
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
90.8
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
89.7
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
89.0
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
88.5
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
86.2
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
84.9
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
84.7
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
84.5
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
84.0
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
83.9
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
83.0
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
81.3
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
81.2
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
79.8
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
79.5
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
79.4
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
77.9
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
76.3
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
75.4
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
74.1
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
73.7
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
73.3
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
72.5
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
72.1
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
70.9
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
70.9
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
70.8
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
70.4
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
65.8
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
65.4
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
60.2
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
57.8
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
56.4
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
56.2
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
53.4
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
42.9
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
42.2
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
42.2
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
EMC4 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
93.7
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
183.0
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
180.2
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
160.4
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
150.3
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
149.7
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
144.7
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
144.6
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
144.3
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
142.7
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
140.9
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
138.2
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
138.1
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
137.1
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
132.8
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
130.9
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
129.4
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
129.4
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
128.8
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
128.5
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
127.9
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
127.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
127.1
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
126.4
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
126.3
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
125.6
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
125.0
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
124.7
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
122.8
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
122.8
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
122.8
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
122.2
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
121.2
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
121.1
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
120.9
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
120.5
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
120.2
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
120.1
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
119.7
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
119.4
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
119.4
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
119.2
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
118.9
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
118.7
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
117.9
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
117.7
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
117.6
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
117.5
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
117.4
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
116.9
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
116.9
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
116.7
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
116.5
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
116.4
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
115.6
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
115.3
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
115.1
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
115.1
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
115.0
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
115.0
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
114.8
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
114.8
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
114.8
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
114.7
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
114.7
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
114.4
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
114.2
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
114.1
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
113.7
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
113.6
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
113.6
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
113.5
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
113.5
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
113.3
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
113.2
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
112.9
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
112.4
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
112.3
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
112.1
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
112.0
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
111.9
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
111.9
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
111.8
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
111.7
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
111.7
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
111.7
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
111.6
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
111.6
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
111.4
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
111.0
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
111.0
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
110.9
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
110.8
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
110.8
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
110.7
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
110.6
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
110.6
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
110.5
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
110.1
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
110.0
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
109.9
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
109.8
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
109.8
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
109.5
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
109.5
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
109.5
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
109.2
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
109.2
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
109.1
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
109.0
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
109.0
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
108.8
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
108.7
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
108.7
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
108.7
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
108.7
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
108.5
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
108.4
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
108.3
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
108.1
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
107.7
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
107.6
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
107.3
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
107.2
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
107.2
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
107.1
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
107.0
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
107.0
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
107.0
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
106.9
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
106.9
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
106.9
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
106.6
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
106.1
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
105.9
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
105.6
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
105.3
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
105.1
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
105.1
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
105.1
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
105.0
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
104.9
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
104.8
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
104.8
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
104.7
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
104.6
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
103.9
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
103.9
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
103.9
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
103.8
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
103.8
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
103.7
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
103.7
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
103.7
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
103.5
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
103.1
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
103.1
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
103.0
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
103.0
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
102.9
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
102.9
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
102.9
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
102.7
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
102.6
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
102.6
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
102.3
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
102.3
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
102.3
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
102.2
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
102.1
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
102.0
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
102.0
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
101.9
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
101.9
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
101.9
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
101.8
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
101.6
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
101.3
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
101.1
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
101.1
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
100.9
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
100.8
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
100.7
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
100.6
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
100.5
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
100.4
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
100.4
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
100.3
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
100.3
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
100.2
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
100.2
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
100.0
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
100.0
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
100.0
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
99.9
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
99.8
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
99.8
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
99.7
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
99.4
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
99.4
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
99.4
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
99.3
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
99.2
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
99.2
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
99.2
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
99.1
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
98.9
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
98.9
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
98.6
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
98.5
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
98.5
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
98.4
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
98.1
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
97.9
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
97.7
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
97.7
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
97.6
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
97.4
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
97.4
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
97.2
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
97.2
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
97.0
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
96.9
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
96.9
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
96.9
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
96.7
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
96.6
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
96.6
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
96.4
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
96.4
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
96.2
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
96.1
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
96.1
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
96.0
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
95.8
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
95.8
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
95.8
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
95.8
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
95.7
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
95.7
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
95.6
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
95.6
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
95.5
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
95.4
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
95.3
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
95.3
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
95.3
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
95.3
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
95.2
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
95.2
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
95.2
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
95.2
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
95.2
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
95.0
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
95.0
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
94.9
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
94.9
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
94.9
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
94.7
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
94.4
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
94.3
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
94.1
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
94.0
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
94.0
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
94.0
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
93.9
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
93.9
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
93.4
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
93.4
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
93.3
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
93.3
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
93.2
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
93.1
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
93.1
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
93.0
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
92.9
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
92.9
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
92.9
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
92.9
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
92.6
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
92.5
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
92.5
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
92.4
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
92.3
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
92.3
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
92.2
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
92.2
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
92.1
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
92.1
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
92.0
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
91.9
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
91.9
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
91.8
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
91.7
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
91.6
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
91.5
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
91.4
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
91.3
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
91.2
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
91.2
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
91.1
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
91.1
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
91.1
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
91.0
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
90.9
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
90.9
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
90.8
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
90.7
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
90.7
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
90.7
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
90.3
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
90.2
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
90.2
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
90.1
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
90.1
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
89.9
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
89.8
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
89.7
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
89.6
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
89.6
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
89.4
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
89.3
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
89.0
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
88.7
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
88.4
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
88.4
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
88.1
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
88.0
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
87.9
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
87.6
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
87.5
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
87.5
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
87.4
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
87.4
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
87.4
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
87.4
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
87.3
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
87.3
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
87.3
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
86.8
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
86.6
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
86.6
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
86.5
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
86.5
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
86.4
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
86.4
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
86.3
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
86.3
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
86.3
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
86.2
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
86.2
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
85.7
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
85.6
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
85.5
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
85.5
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
85.3
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
85.3
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
85.2
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
85.1
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
85.1
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
85.0
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
85.0
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
84.9
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
84.7
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
84.6
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
84.4
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
84.4
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
84.3
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
84.3
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
84.3
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
84.1
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
83.9
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
83.9
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
83.8
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
83.8
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
83.7
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
83.6
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
83.5
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
83.3
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
83.2
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
83.1
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
82.9
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
82.9
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
82.8
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
82.7
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
82.6
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
82.6
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
82.2
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
82.1
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
82.0
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
81.9
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
81.9
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
81.3
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
81.2
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
81.2
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
81.0
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
80.9
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
80.9
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
80.8
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
80.7
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
80.5
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
80.4
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
80.4
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
80.2
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
80.1
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
80.0
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
80.0
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
80.0
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
79.7
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
79.4
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
79.1
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
79.0
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
78.9
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
78.8
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
78.6
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
78.5
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
77.9
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
77.9
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
77.8
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
77.7
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
77.7
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
77.6
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
77.4
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
77.1
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
77.0
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
77.0
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
76.9
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
76.6
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
76.6
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
76.5
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
76.5
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
76.4
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
76.1
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
75.7
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
75.5
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
75.4
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
75.3
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
75.2
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
74.9
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
74.8
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
74.6
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
74.4
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
73.7
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
73.6
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
73.2
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
73.2
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
73.1
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
73.1
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
73.1
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
72.7
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
72.7
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
72.5
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
72.4
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
72.3
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
72.2
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
71.9
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
71.5
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
71.2
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
70.9
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
70.7
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
70.7
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
70.3
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
70.1
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
70.0
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
70.0
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
70.0
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
69.8
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
69.6
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
69.6
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
69.6
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
69.3
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
69.0
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
69.0
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
68.9
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
68.5
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
68.2
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
66.9
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
66.5
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
65.1
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
64.3
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
64.3
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
64.2
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
63.7
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
63.3
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
62.7
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
62.5
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
62.1
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
61.7
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
61.2
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
61.1
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
61.1
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
60.8
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
60.7
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
60.7
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
60.3
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
60.3
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
59.8
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
59.7
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
59.0
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
58.9
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
58.8
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
58.7
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
57.8
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
57.7
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
57.5
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
57.0
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
56.9
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
56.9
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
55.6
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
55.2
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
54.5
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
53.6
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
51.8
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
51.6
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
51.2
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
48.5
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
47.6
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
44.5
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
41.3
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
37.1
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
31.2
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
EMC4 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
93.8
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
164.8
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
147.0
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
126.8
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
120.9
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
118.4
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
117.7
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
116.2
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
115.1
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
114.9
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
113.8
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
112.5
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
111.5
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
110.8
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
109.6
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
109.4
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
109.2
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
109.0
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
108.9
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
108.6
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
108.0
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
107.6
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
107.4
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
106.6
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
105.5
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
105.2
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
103.5
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
103.3
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
103.1
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
102.5
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
101.8
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
101.6
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
101.4
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
101.0
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
100.9
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
100.5
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
99.5
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
98.6
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
97.9
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
97.8
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
97.8
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
97.4
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
96.8
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
96.8
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
96.5
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
96.5
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
95.1
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
94.9
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
94.8
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
94.2
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
94.0
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
93.6
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
93.3
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
93.3
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
92.8
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
92.6
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
91.8
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
91.1
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
91.1
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
90.8
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
90.7
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
90.6
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
90.0
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
89.8
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
89.2
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
89.2
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
89.2
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
89.1
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
88.6
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
88.5
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
88.4
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
88.0
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
87.5
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
85.2
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
85.1
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
84.4
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
84.1
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
83.9
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
83.3
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
83.1
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
82.4
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
82.3
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
81.9
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
81.6
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
81.5
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
81.1
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
80.9
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
79.3
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
78.9
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
78.3
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
77.8
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
77.4
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
74.3
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
65.9
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
61.6
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
61.1
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
51.6
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
49.5
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
45.6
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
45.4
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 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.
EMC4 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
86.3
Number of samples
282
Samples
Sample
Description
TPM
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
190.5
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
189.0
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
180.3
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
162.8
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
159.1
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
154.3
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
148.3
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
147.7
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
147.5
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
146.3
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
145.9
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
142.9
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
142.1
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
141.8
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
141.1
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
140.6
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
136.0
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
134.7
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
131.5
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
131.4
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
130.1
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
128.1
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
127.9
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
127.7
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
127.3
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
126.7
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
126.2
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
125.4
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
122.5
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
122.1
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
121.2
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
116.7
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
116.2
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
116.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
115.7
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
114.9
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
114.1
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
113.8
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
112.6
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
112.5
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
112.4
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
111.2
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
109.9
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
109.9
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
109.7
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
108.5
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
107.8
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
107.2
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
107.1
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
106.3
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
106.0
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
105.5
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
105.5
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
105.4
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
105.1
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
105.0
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
105.0
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
104.7
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
104.6
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
104.3
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
103.9
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
103.7
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
103.3
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
103.2
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
103.1
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
103.1
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
102.9
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
102.8
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
102.5
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
102.5
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
102.3
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
101.9
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
101.6
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
101.5
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
101.5
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
101.3
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
100.9
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
100.9
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
100.6
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
100.4
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
99.9
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
99.7
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
99.7
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
99.6
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
99.6
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
99.5
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
99.4
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
99.2
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
98.9
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
98.8
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
98.7
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
98.0
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
97.7
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
97.6
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
97.5
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
97.4
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
97.1
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
96.8
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
96.8
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
96.0
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
95.9
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
95.8
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
95.5
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
95.0
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
94.9
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
94.7
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
94.4
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
94.1
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
94.0
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
93.7
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
93.6
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
93.0
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
92.5
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
92.5
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
92.3
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
92.3
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
91.8
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
91.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
91.5
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
91.4
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
90.8
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
90.5
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
90.3
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
90.3
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
90.1
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
89.5
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
88.7
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
88.7
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
88.4
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
88.3
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
87.7
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
87.7
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
87.6
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
87.5
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
87.4
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
87.3
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
87.2
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
87.0
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
86.8
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
86.7
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
86.4
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
86.4
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
85.8
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
85.7
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
85.5
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
85.4
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
85.4
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
85.3
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
84.5
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
84.0
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
83.2
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
82.9
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
82.8
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
82.8
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
82.8
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
82.2
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
82.1
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
81.5
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
81.4
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
81.4
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
81.2
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
81.1
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
81.0
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
80.7
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
80.6
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
80.4
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
79.8
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
79.7
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
79.2
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
78.9
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
78.5
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
78.5
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
76.7
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
76.0
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
75.8
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
75.7
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
75.3
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
75.1
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
75.0
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
74.9
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
74.7
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
74.3
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
74.2
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
74.2
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
73.9
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
73.9
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
73.8
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
73.8
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
73.7
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
73.6
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
73.5
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
73.5
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
73.0
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
72.9
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
72.3
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
71.5
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
71.5
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
71.4
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
71.3
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
70.9
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
70.3
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
70.1
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
70.1
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
69.7
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
69.4
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
69.0
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
68.9
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
68.5
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
68.3
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
67.9
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
67.9
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
67.6
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
67.2
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
67.1
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
66.9
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
66.8
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
66.4
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
65.4
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
65.2
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
64.6
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
64.5
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
64.1
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
64.0
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
63.8
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
63.6
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
63.5
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
63.3
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
62.7
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
62.6
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
62.3
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
62.0
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
61.8
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
61.7
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
61.5
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
61.5
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
61.5
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
61.1
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
61.0
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
60.9
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
60.8
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
60.6
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
60.3
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
59.9
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
59.7
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
59.5
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
58.5
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
58.2
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
58.1
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
58.0
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
56.6
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
56.1
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
55.1
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
55.0
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
54.9
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
52.6
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
52.4
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
51.9
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
51.2
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
51.1
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
51.0
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
50.9
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
50.1
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
48.9
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
45.9
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
45.6
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
45.5
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
44.6
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
43.8
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
43.0
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
40.5
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
40.2
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
38.5
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
33.3
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
30.6
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
27.3
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
27.3
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
19.2
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
8.8
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
0.0
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
0.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
0.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0078660003
Tumor
1.1
CPT0001340003
Tumor
0.9
CPT0088640003
Normal
0.6
CPT0078800003
Tumor
0.5
CPT0001350001
Normal
0.5
CPT0023350003
Tumor
0.5
CPT0088710001
Normal
0.5
CPT0010170001
Normal
0.5
CPT0088780001
Normal
0.5
CPT0092310003
Normal
0.4
CPT0086830003
Normal
0.4
CPT0079300001
Normal
0.4
CPT0088570001
Normal
0.4
CPT0000790001
Normal
0.4
CPT0092740003
Normal
0.4
CPT0065450001
Normal
0.4
CPT0012180003
Tumor
0.4
CPT0079430001
Normal
0.4
CPT0006730001
Normal
0.4
CPT0089480003
Normal
0.4
CPT0002350011
Tumor
0.3
CPT0001230001
Normal
0.3
CPT0011410003
Tumor
0.3
CPT0064400001
Normal
0.3
CPT0001190001
Normal
0.3
CPT0078840001
Normal
0.3
CPT0092800003
Normal
0.3
CPT0002270011
Tumor
0.3
CPT0087050003
Normal
0.3
CPT0084590001
Normal
0.3
CPT0006530001
Normal
0.3
CPT0026420001
Normal
0.3
CPT0086950003
Tumor
0.3
CPT0078940001
Normal
0.3
CPT0066430001
Normal
0.3
CPT0078670001
Normal
0.3
CPT0079000001
Normal
0.3
CPT0082010001
Normal
0.3
CPT0089040001
Normal
0.3
CPT0069010001
Normal
0.3
CPT0069190001
Normal
0.3
CPT0025920001
Normal
0.3
CPT0077140001
Normal
0.3
CPT0023710001
Normal
0.3
CPT0069160003
Tumor
0.3
CPT0019160001
Normal
0.3
CPT0086970003
Normal
0.3
CPT0007870001
Normal
0.2
CPT0001550001
Normal
0.2
CPT0000660001
Normal
0.2
CPT0086370003
Normal
0.2
CPT0063330001
Normal
0.2
CPT0088920001
Normal
0.2
CPT0088500001
Normal
0.2
CPT0014160003
Tumor
0.2
CPT0007470001
Normal
0.2
CPT0001270001
Normal
0.2
CPT0063640001
Normal
0.2
CPT0000890001
Normal
0.2
CPT0088970003
Tumor
0.2
CPT0086890003
Normal
0.2
CPT0075570001
Normal
0.2
CPT0001180009
Tumor
0.2
CPT0023360001
Normal
0.2
CPT0006950001
Normal
0.2
CPT0002370001
Normal
0.2
CPT0014350001
Normal
0.2
CPT0077500001
Normal
0.2
CPT0014130001
Normal
0.2
CPT0075130003
Tumor
0.2
CPT0065820001
Normal
0.1
CPT0013790003
Normal
0.1
CPT0012640003
Normal
0.1
CPT0092190003
Normal
0.1
CPT0081880003
Tumor
0.1
CPT0001510001
Normal
0.1
CPT0015730003
Tumor
0.1
CPT0079230003
Tumor
0.1
CPT0023690003
Tumor
0.1
CPT0020130001
Normal
0.1
CPT0012290003
Normal
0.1
CPT0081620001
Normal
0.1
CPT0012570003
Normal
0.1
CPT0088690003
Tumor
0.1
CPT0012090003
Normal
0.1
CPT0066520001
Normal
0.1
CPT0079380003
Tumor
0.1
CPT0001500009
Tumor
0.1
CPT0078510003
Tumor
0.1
CPT0012770003
Normal
0.1
CPT0021240003
Tumor
0.0
CPT0025290003
Tumor
0.0
CPT0001260009
Tumor
0.0
CPT0089460004
Tumor
0.0
CPT0088480003
Tumor
0.0
CPT0075170001
Normal
0.0
CPT0078930003
Tumor
0.0
CPT0076330003
Tumor
0.0
CPT0025610001
Normal
0.0
CPT0076350001
Normal
0.0
CPT0012280003
Tumor
0.0
CPT0088550004
Tumor
0.0
CPT0065750003
Tumor
0.0
CPT0092290003
Tumor
0.0
CPT0086360003
Tumor
0.0
CPT0069000003
Tumor
0.0
CPT0006900003
Tumor
0.0
CPT0025170003
Tumor
0.0
CPT0018250001
Normal
0.0
CPT0065810003
Tumor
0.0
CPT0079510001
Normal
0.0
CPT0010120001
Normal
0.0
CPT0017450001
Normal
0.0
CPT0025060001
Normal
0.0
CPT0065870003
Tumor
-0.1
CPT0092160003
Tumor
-0.1
CPT0020020001
Normal
-0.1
CPT0086030003
Tumor
-0.1
CPT0010110003
Tumor
-0.1
CPT0020120003
Tumor
-0.1
CPT0086820003
Tumor
-0.1
CPT0009020003
Normal
-0.1
CPT0087040003
Tumor
-0.1
CPT0065430003
Tumor
-0.1
CPT0092790003
Tumor
-0.1
CPT0025230003
Tumor
-0.1
CPT0075560003
Tumor
-0.1
CPT0078990003
Tumor
-0.1
CPT0064370003
Tumor
-0.1
CPT0079180003
Tumor
-0.2
CPT0077110003
Tumor
-0.2
CPT0007320003
Tumor
-0.2
CPT0092730003
Tumor
-0.2
CPT0077320001
Normal
-0.2
CPT0025050003
Tumor
-0.2
CPT0015810003
Tumor
-0.2
CPT0001220008
Tumor
-0.2
CPT0079270003
Tumor
-0.2
CPT0012670003
Tumor
-0.2
CPT0088630003
Tumor
-0.2
CPT0025880003
Tumor
-0.2
CPT0078530001
Normal
-0.2
CPT0009000003
Tumor
-0.3
CPT0012550003
Tumor
-0.3
CPT0019130003
Tumor
-0.3
CPT0081600003
Tumor
-0.3
CPT0007860003
Tumor
-0.3
CPT0015910003
Tumor
-0.3
CPT0025580004
Tumor
-0.3
CPT0063320003
Tumor
-0.3
CPT0078830003
Tumor
-0.3
CPT0012920003
Normal
-0.3
CPT0019990003
Tumor
-0.3
CPT0066470004
Tumor
-0.3
CPT0009080003
Normal
-0.3
CPT0086870003
Tumor
-0.4
CPT0079410003
Tumor
-0.4
CPT0006630003
Tumor
-0.4
CPT0014370004
Tumor
-0.4
CPT0014450004
Tumor
-0.4
CPT0084560003
Tumor
-0.4
CPT0012900004
Tumor
-0.4
CPT0075720003
Tumor
-0.4
CPT0025350003
Tumor
-0.4
CPT0017850003
Tumor
-0.4
CPT0077310003
Tumor
-0.4
CPT0025110003
Tumor
-0.4
CPT0001540009
Tumor
-0.4
CPT0089020003
Tumor
-0.4
CPT0024670003
Tumor
-0.4
CPT0024680001
Normal
-0.4
CPT0066480003
Tumor
-0.4
CPT0063630003
Tumor
-0.5
CPT0010160003
Tumor
-0.5
CPT0065690003
Tumor
-0.5
CPT0071150004
Tumor
-0.5
CPT0081990003
Tumor
-0.5
CPT0079480003
Tumor
-0.5
CPT0014470001
Normal
-0.5
CPT0012370003
Tumor
-0.6
CPT0065930003
Tumor
-0.6
CPT0000780007
Tumor
-0.6
CPT0026410003
Tumor
-0.6
CPT0006440003
Tumor
-0.6
CPT0012080003
Tumor
-0.6
CPT0000640003
Tumor
-0.7
CPT0088760003
Tumor
-0.7
CPT0085670003
Tumor
-0.7
CPT0000870016
Tumor
-0.7
CPT0088900003
Tumor
-0.8
CPT0009060003
Tumor
-0.8
CPT0077490003
Tumor
-0.8
CPT0017410003
Tumor
-1.0
CPT0011240003
Tumor
-1.1
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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
