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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.
SCOC is not prognostic in Kidney Chromophobe (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
69.7
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
160.7
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
160.5
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
134.7
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
130.1
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
103.4
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
99.5
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
98.6
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
94.1
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
93.8
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
92.5
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
90.9
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
88.0
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
85.5
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
84.8
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
81.8
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
81.6
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
81.0
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
80.7
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
80.6
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
77.9
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
77.8
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
77.6
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
76.1
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
74.8
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
74.6
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
73.6
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
71.5
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
69.9
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
69.5
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
67.6
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
66.9
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
66.0
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
64.6
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
64.4
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
64.3
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
63.6
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
63.4
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
61.2
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
60.5
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
59.8
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
59.5
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
59.3
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
57.6
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
57.3
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
52.9
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
51.4
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
50.9
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
50.2
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
49.2
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
48.4
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
47.8
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
47.7
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
47.6
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
47.3
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
47.0
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
42.6
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
42.1
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
39.5
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
38.3
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
37.5
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
37.0
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
35.2
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
33.5
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 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.
SCOC is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
38.5
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
239.1
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
225.5
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
199.3
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
119.4
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
116.6
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
114.5
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
110.4
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
107.6
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
101.5
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
95.2
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
92.1
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
90.8
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
89.5
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
85.9
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
85.8
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
82.4
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
82.3
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
79.2
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
76.3
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
75.6
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
73.9
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
73.9
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
73.2
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
70.4
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
69.6
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
68.3
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
68.1
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
66.7
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
66.7
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
66.6
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
66.3
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
64.8
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
64.2
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
63.1
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
62.6
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
62.1
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
61.9
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
61.7
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
61.6
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
61.3
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
59.4
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
59.4
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
58.8
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
58.7
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
58.6
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
58.5
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
58.4
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
58.2
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
57.8
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
57.1
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
57.0
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
56.8
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
56.6
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
56.4
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
56.3
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
55.4
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
55.3
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
55.1
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
54.6
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
54.4
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
54.1
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
54.0
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
53.4
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
53.4
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
53.3
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
53.3
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
53.1
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
53.1
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
52.9
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
52.8
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
52.8
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
52.8
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
52.5
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
52.4
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
52.4
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
52.4
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
52.2
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
51.9
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
51.8
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
51.7
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
51.6
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
51.5
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
51.5
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
51.3
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
50.9
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
50.3
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
50.3
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
49.9
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
49.8
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
49.6
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
49.2
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
49.1
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
49.1
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
49.0
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
49.0
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
48.8
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
48.7
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
48.6
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
48.3
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
47.9
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
47.9
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
47.9
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
47.6
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
47.6
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
47.5
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
47.4
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
47.4
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
47.4
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
47.2
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
47.1
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
47.0
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
47.0
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
47.0
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
46.9
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
46.8
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
46.4
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
46.2
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
46.1
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
46.1
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
46.0
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
45.8
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
45.8
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
45.7
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
45.7
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
45.7
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
45.5
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
45.4
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
45.3
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
45.2
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
45.1
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
45.0
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
45.0
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
44.8
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
44.5
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
44.4
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
44.4
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
44.4
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
44.2
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
44.0
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
44.0
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
44.0
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
43.9
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
43.9
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
43.7
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
43.7
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
43.3
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
43.2
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
43.1
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
43.1
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
43.0
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
43.0
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
42.8
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
42.6
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
42.5
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
42.4
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
42.3
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
42.2
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
42.2
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
42.1
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
42.1
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
42.1
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
41.9
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
41.9
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
41.8
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
41.8
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
41.8
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
41.8
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
41.7
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
41.6
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
41.6
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
41.6
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
41.5
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
41.5
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
41.5
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
41.4
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
41.3
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
41.3
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
41.2
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
41.2
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
41.1
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
41.0
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
41.0
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
40.9
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
40.7
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
40.5
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
40.3
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
40.3
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
40.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
40.2
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
40.2
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
40.2
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
40.1
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
40.1
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
40.0
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
39.9
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
39.8
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
39.7
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
39.7
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
39.6
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
39.6
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
39.6
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
39.6
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
39.4
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
39.3
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
39.3
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
39.2
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
39.1
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
39.1
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
39.0
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
39.0
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
38.8
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
38.8
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
38.7
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
38.7
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
38.7
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
38.7
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
38.6
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
38.4
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
38.4
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
38.4
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
38.3
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
38.0
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
37.9
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
37.8
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
37.8
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
37.7
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
37.7
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
37.6
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
37.6
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
37.5
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
37.5
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
37.5
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
37.5
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
37.3
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
37.3
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
37.1
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
37.0
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
37.0
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
36.9
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
36.8
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
36.6
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
36.5
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
36.5
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
36.4
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
36.4
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
36.4
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
36.3
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
36.3
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
36.2
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
36.2
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
36.1
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
36.0
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
35.8
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
35.7
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
35.7
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
35.7
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
35.6
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
35.6
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
35.6
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
35.5
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
35.4
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
35.4
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
35.3
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
35.3
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
35.3
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
35.2
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
35.2
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
35.0
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
35.0
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
35.0
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
35.0
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
34.8
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
34.8
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
34.7
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
34.6
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
34.6
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
34.6
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
34.6
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
34.6
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
34.5
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
34.5
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
34.4
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
34.4
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
34.4
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
34.3
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
34.3
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
34.3
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
34.3
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
34.3
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
34.2
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
34.2
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
34.1
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
33.9
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
33.9
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
33.9
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
33.9
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
33.8
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
33.7
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
33.7
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
33.6
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
33.5
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
33.5
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
33.4
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
33.4
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
33.4
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
33.3
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
33.2
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
33.1
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
33.1
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
33.1
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
33.0
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
32.9
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
32.8
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
32.8
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
32.8
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
32.8
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
32.8
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
32.7
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
32.6
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
32.4
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
32.1
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
31.9
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
31.9
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
31.8
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
31.7
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
31.7
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
31.5
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
31.5
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
31.4
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
31.4
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
31.4
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
31.3
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
31.2
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
31.2
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
31.1
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
31.1
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
31.1
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
31.1
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
31.0
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
30.9
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
30.9
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
30.7
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
30.7
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
30.6
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
30.4
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
30.4
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
30.3
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
30.2
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
30.2
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
30.2
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
30.1
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
30.0
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
30.0
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
30.0
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
30.0
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
30.0
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
29.9
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
29.9
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
29.8
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
29.6
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
29.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
29.2
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
29.1
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
29.1
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
29.1
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
29.0
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
29.0
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
29.0
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
28.9
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
28.8
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
28.8
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
28.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
28.8
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
28.7
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
28.6
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
28.5
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
28.3
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
28.2
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
28.2
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
28.2
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
28.1
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
28.1
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
28.1
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
28.0
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
27.9
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
27.7
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
27.6
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
27.5
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
27.5
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
27.5
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
27.4
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
27.2
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
27.2
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
27.2
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
26.9
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
26.8
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
26.4
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
26.4
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
26.4
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
26.4
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
26.3
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
26.3
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
26.2
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
26.2
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
26.0
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
25.9
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
25.9
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
25.9
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
25.8
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
25.8
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
25.2
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
24.7
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
24.7
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
24.7
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
24.7
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
24.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
24.4
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
24.3
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
24.3
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
24.2
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
24.1
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
24.0
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
23.8
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
23.7
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
23.7
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
23.6
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
23.6
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
23.5
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
23.5
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
23.4
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
23.4
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
23.3
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
23.3
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
23.3
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
23.2
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
23.1
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
23.0
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
23.0
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
23.0
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
22.9
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
22.9
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
22.9
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
22.6
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
22.6
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
22.3
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
22.1
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
21.9
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
21.8
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
21.7
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
21.7
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
21.7
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
21.3
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
21.2
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
20.3
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
19.9
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
19.9
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
19.9
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
19.6
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
19.5
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
19.5
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
19.4
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
19.3
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
19.2
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
18.9
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
18.8
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
18.8
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
18.5
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
18.5
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
18.4
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
18.0
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
18.0
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
17.8
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
17.3
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
17.3
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
17.2
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
17.1
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
17.1
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
17.0
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
16.9
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
16.8
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
16.7
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
16.5
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
16.5
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
16.4
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
16.1
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
15.9
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
15.6
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
15.6
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
15.3
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
15.3
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
15.3
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
15.1
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
15.1
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
15.0
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
14.9
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
14.8
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
14.4
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
14.4
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
14.2
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
14.0
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
13.8
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
13.7
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
13.6
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
13.5
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
13.4
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
13.3
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
13.2
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
13.2
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
13.1
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
13.1
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
12.7
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
12.6
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
11.4
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
11.2
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
9.7
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
8.2
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
8.1
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
8.0
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
7.4
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
6.5
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 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.
SCOC is validated prognostic, high expression is favorable 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
47.9
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
103.3
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
89.6
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
79.7
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
77.0
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
76.6
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
72.0
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
71.9
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
66.0
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
62.8
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
62.6
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
62.4
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
62.3
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
62.0
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
61.9
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
61.2
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
61.1
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
60.8
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
59.5
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
58.6
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
57.9
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
57.8
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
57.6
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
57.0
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
56.4
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
56.1
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
56.0
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
55.4
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
55.1
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
54.3
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
54.2
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
54.1
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
53.1
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
52.6
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
52.2
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
52.1
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
51.7
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
51.7
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
51.2
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
51.1
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
51.0
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
50.9
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
50.8
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
50.7
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
50.6
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
50.5
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
50.5
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
50.4
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
49.7
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
49.3
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
48.2
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
48.1
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
47.9
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
47.8
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
47.1
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
47.0
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
46.8
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
46.1
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
45.3
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
45.2
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
44.8
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
43.3
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
43.2
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
43.1
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
43.1
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
42.6
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
42.5
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
41.7
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
41.7
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
41.5
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
41.4
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
41.4
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
41.2
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
40.2
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
40.1
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
39.2
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
38.3
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
38.3
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
37.6
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
37.3
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
36.6
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
36.5
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
35.6
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
35.5
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
35.3
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
35.1
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
34.4
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
31.9
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
30.8
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
29.6
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
28.0
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
27.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
27.0
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
26.5
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
26.3
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
24.3
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
24.3
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
23.7
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
20.8
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 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.
SCOC 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
45.0
Number of samples
282
Samples
Sample
Description
TPM
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
218.9
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
180.3
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
109.2
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
102.2
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
99.8
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
98.0
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
96.0
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
92.4
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
88.6
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
85.5
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
84.7
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
82.2
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
78.7
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
78.6
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
77.9
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
76.4
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
76.0
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
75.8
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
74.8
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
74.2
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
73.9
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
73.7
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
73.6
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
72.8
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
72.7
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
72.7
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
71.9
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
71.0
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
71.0
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
71.0
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
69.8
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
69.7
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
69.6
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
69.3
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
68.1
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
67.9
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
67.2
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
67.0
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
66.9
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
66.8
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
66.0
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
65.8
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
65.5
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
65.4
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
65.1
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
64.9
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
64.6
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
63.9
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
63.8
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
63.5
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
63.0
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
62.8
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
62.7
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
61.2
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
61.1
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
60.4
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
60.3
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
60.2
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
59.9
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
59.7
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
59.7
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
59.1
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
58.9
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
58.8
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
58.4
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
56.8
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
56.5
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
56.0
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
55.9
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
55.8
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
55.6
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
55.5
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
55.2
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
54.7
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
53.9
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
53.8
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
53.5
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
53.5
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
53.3
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
53.1
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
52.7
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
52.1
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
52.1
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
51.0
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
51.0
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
50.5
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
50.5
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
50.2
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
50.1
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
49.9
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
49.9
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
49.5
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
49.0
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
48.9
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
48.4
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
48.4
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
48.3
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
48.3
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
48.0
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
47.8
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
47.8
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
47.8
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
47.8
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
47.8
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
47.5
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
47.4
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
47.0
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
46.9
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
46.8
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
46.6
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
46.4
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
46.1
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
45.9
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
45.7
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
45.7
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
45.7
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
45.6
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
45.2
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
45.1
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
44.8
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
44.6
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
44.5
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
44.4
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
44.4
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
44.2
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
44.1
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
44.0
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
43.7
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
43.6
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
42.5
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
42.4
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
42.3
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
42.2
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
42.2
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
42.0
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
41.5
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
41.5
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
41.4
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
41.2
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
41.1
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
41.1
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
41.0
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
40.9
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
40.9
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
40.9
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
40.7
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
40.5
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
40.4
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
40.3
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
40.2
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
40.1
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
40.1
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
40.1
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
40.0
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
39.8
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
39.5
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
39.4
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
39.4
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
39.2
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
39.1
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
38.7
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
38.5
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
38.4
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
38.1
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
37.9
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
37.5
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
37.3
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
37.2
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
37.1
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
36.9
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
36.9
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
36.8
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
36.7
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
36.6
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
36.5
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
36.5
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
36.4
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
36.4
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
36.3
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
36.2
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
35.8
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
35.7
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
35.5
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
35.3
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
35.3
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
35.2
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
35.1
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
35.1
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
35.0
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
35.0
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
34.9
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
34.8
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
34.7
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
34.7
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
34.3
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
34.1
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
33.6
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
33.6
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
33.5
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
32.5
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
32.5
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
32.3
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
32.0
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
32.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
31.9
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
31.8
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
31.8
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
31.6
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
31.3
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
31.3
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
31.1
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
30.7
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
30.4
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
30.4
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
30.4
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
30.1
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
30.1
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
29.6
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
29.6
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
29.5
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
29.4
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
29.3
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
29.2
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
28.9
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
28.8
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
28.5
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
28.3
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
27.9
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
27.7
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
27.5
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
27.4
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
27.2
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
26.7
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
26.5
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
26.2
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
26.2
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
26.1
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
26.0
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
25.7
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
25.5
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
25.4
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
25.1
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
25.0
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
25.0
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
24.9
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
24.6
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
24.2
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
24.2
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
23.7
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
22.9
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
22.8
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
22.7
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
21.5
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
21.1
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
20.8
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
20.3
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
19.8
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
19.7
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
19.4
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
19.4
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
19.3
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
18.9
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
18.8
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
18.7
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
18.5
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
18.1
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
18.1
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
18.0
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
17.9
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
17.8
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
17.5
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
17.1
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
16.5
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
16.2
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
15.8
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
15.1
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
13.5
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
13.4
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
10.7
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
7.8
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
3.5
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
2.2
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0077500001
Normal
3.0
CPT0023710001
Normal
2.9
CPT0075570001
Normal
2.3
CPT0078830003
Tumor
2.1
CPT0023690003
Tumor
1.6
CPT0075560003
Tumor
1.5
CPT0078660003
Tumor
1.2
CPT0078840001
Normal
1.1
CPT0079510001
Normal
1.0
CPT0078530001
Normal
0.8
CPT0079180003
Tumor
0.8
CPT0077140001
Normal
0.7
CPT0089040001
Normal
0.7
CPT0007870001
Normal
0.6
CPT0077310003
Tumor
0.6
CPT0076350001
Normal
0.6
CPT0088500001
Normal
0.6
CPT0066430001
Normal
0.6
CPT0001350001
Normal
0.6
CPT0079000001
Normal
0.5
CPT0079300001
Normal
0.5
CPT0009080003
Normal
0.5
CPT0086890003
Normal
0.5
CPT0024680001
Normal
0.5
CPT0009020003
Normal
0.5
CPT0014470001
Normal
0.5
CPT0001190001
Normal
0.5
CPT0012920003
Normal
0.5
CPT0011240003
Tumor
0.5
CPT0063330001
Normal
0.5
CPT0009060003
Tumor
0.4
CPT0014350001
Normal
0.4
CPT0018250001
Normal
0.4
CPT0025610001
Normal
0.4
CPT0020130001
Normal
0.4
CPT0078800003
Tumor
0.4
CPT0010120001
Normal
0.4
CPT0012770003
Normal
0.4
CPT0082010001
Normal
0.4
CPT0092800003
Normal
0.4
CPT0025060001
Normal
0.4
CPT0012090003
Normal
0.4
CPT0006730001
Normal
0.4
CPT0088570001
Normal
0.4
CPT0006950001
Normal
0.4
CPT0012570003
Normal
0.4
CPT0017410003
Tumor
0.4
CPT0000790001
Normal
0.4
CPT0001230001
Normal
0.4
CPT0012640003
Normal
0.3
CPT0019160001
Normal
0.3
CPT0069190001
Normal
0.3
CPT0087050003
Normal
0.3
CPT0000890001
Normal
0.3
CPT0002370001
Normal
0.3
CPT0000780007
Tumor
0.3
CPT0066480003
Tumor
0.3
CPT0078670001
Normal
0.3
CPT0025290003
Tumor
0.3
CPT0017450001
Normal
0.3
CPT0086370003
Normal
0.3
CPT0081620001
Normal
0.3
CPT0012900004
Tumor
0.3
CPT0069010001
Normal
0.3
CPT0064400001
Normal
0.3
CPT0088710001
Normal
0.3
CPT0079430001
Normal
0.3
CPT0075170001
Normal
0.3
CPT0013790003
Normal
0.3
CPT0014130001
Normal
0.2
CPT0065450001
Normal
0.2
CPT0086970003
Normal
0.2
CPT0066520001
Normal
0.2
CPT0012290003
Normal
0.2
CPT0007470001
Normal
0.2
CPT0092190003
Normal
0.2
CPT0089480003
Normal
0.2
CPT0088920001
Normal
0.2
CPT0001510001
Normal
0.2
CPT0088640003
Normal
0.2
CPT0001270001
Normal
0.2
CPT0063640001
Normal
0.2
CPT0092310003
Normal
0.2
CPT0025920001
Normal
0.2
CPT0088970003
Tumor
0.2
CPT0078940001
Normal
0.2
CPT0010170001
Normal
0.2
CPT0000660001
Normal
0.1
CPT0025170003
Tumor
0.1
CPT0088780001
Normal
0.1
CPT0087040003
Tumor
0.1
CPT0092740003
Normal
0.1
CPT0086830003
Normal
0.1
CPT0002270011
Tumor
0.1
CPT0026420001
Normal
0.1
CPT0015730003
Tumor
0.1
CPT0077490003
Tumor
0.0
CPT0065930003
Tumor
0.0
CPT0015810003
Tumor
0.0
CPT0001550001
Normal
0.0
CPT0017850003
Tumor
0.0
CPT0065820001
Normal
0.0
CPT0075720003
Tumor
0.0
CPT0001500009
Tumor
0.0
CPT0023360001
Normal
0.0
CPT0077320001
Normal
0.0
CPT0079380003
Tumor
0.0
CPT0065810003
Tumor
0.0
CPT0006530001
Normal
-0.1
CPT0085670003
Tumor
-0.1
CPT0009000003
Tumor
-0.1
CPT0011410003
Tumor
-0.1
CPT0088630003
Tumor
-0.1
CPT0012080003
Tumor
-0.1
CPT0078930003
Tumor
-0.1
CPT0089460004
Tumor
-0.1
CPT0071150004
Tumor
-0.1
CPT0020020001
Normal
-0.1
CPT0006900003
Tumor
-0.1
CPT0012280003
Tumor
-0.1
CPT0065750003
Tumor
-0.1
CPT0000640003
Tumor
-0.1
CPT0086870003
Tumor
-0.1
CPT0025110003
Tumor
-0.2
CPT0021240003
Tumor
-0.2
CPT0065690003
Tumor
-0.2
CPT0092790003
Tumor
-0.2
CPT0065430003
Tumor
-0.2
CPT0079230003
Tumor
-0.2
CPT0092290003
Tumor
-0.2
CPT0012370003
Tumor
-0.2
CPT0001260009
Tumor
-0.2
CPT0014450004
Tumor
-0.2
CPT0084590001
Normal
-0.2
CPT0024670003
Tumor
-0.2
CPT0012180003
Tumor
-0.3
CPT0079410003
Tumor
-0.3
CPT0020120003
Tumor
-0.3
CPT0012670003
Tumor
-0.3
CPT0001220008
Tumor
-0.3
CPT0025230003
Tumor
-0.3
CPT0000870016
Tumor
-0.3
CPT0086030003
Tumor
-0.3
CPT0025350003
Tumor
-0.3
CPT0081880003
Tumor
-0.3
CPT0088760003
Tumor
-0.3
CPT0081990003
Tumor
-0.4
CPT0063320003
Tumor
-0.4
CPT0007860003
Tumor
-0.4
CPT0010110003
Tumor
-0.4
CPT0075130003
Tumor
-0.4
CPT0081600003
Tumor
-0.4
CPT0001340003
Tumor
-0.4
CPT0064370003
Tumor
-0.4
CPT0092730003
Tumor
-0.4
CPT0069000003
Tumor
-0.4
CPT0088690003
Tumor
-0.5
CPT0088550004
Tumor
-0.5
CPT0066470004
Tumor
-0.5
CPT0077110003
Tumor
-0.5
CPT0019130003
Tumor
-0.5
CPT0025580004
Tumor
-0.5
CPT0006630003
Tumor
-0.5
CPT0012550003
Tumor
-0.5
CPT0076330003
Tumor
-0.6
CPT0010160003
Tumor
-0.6
CPT0086360003
Tumor
-0.6
CPT0001180009
Tumor
-0.6
CPT0023350003
Tumor
-0.6
CPT0007320003
Tumor
-0.6
CPT0092160003
Tumor
-0.6
CPT0014370004
Tumor
-0.6
CPT0025050003
Tumor
-0.6
CPT0086820003
Tumor
-0.6
CPT0015910003
Tumor
-0.6
CPT0065870003
Tumor
-0.6
CPT0001540009
Tumor
-0.7
CPT0079270003
Tumor
-0.7
CPT0063630003
Tumor
-0.7
CPT0002350011
Tumor
-0.7
CPT0078990003
Tumor
-0.8
CPT0088900003
Tumor
-0.8
CPT0019990003
Tumor
-0.8
CPT0006440003
Tumor
-0.8
CPT0026410003
Tumor
-0.9
CPT0014160003
Tumor
-0.9
CPT0084560003
Tumor
-0.9
CPT0088480003
Tumor
-1.0
CPT0089020003
Tumor
-1.0
CPT0025880003
Tumor
-1.1
CPT0086950003
Tumor
-1.1
CPT0079480003
Tumor
-1.3
CPT0069160003
Tumor
-1.3
CPT0078510003
Tumor
-2.6
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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.