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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.
RBM23 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
47.3
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
126.9
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
87.2
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
78.0
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
77.9
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
76.9
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
76.7
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
74.6
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
71.4
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
69.9
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
68.3
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
67.9
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
65.8
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
65.6
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
64.2
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
64.2
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
63.3
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
61.0
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
60.6
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
59.8
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
55.5
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
54.8
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
53.4
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
52.0
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
51.9
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
51.8
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
51.4
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
50.7
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
49.7
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
48.6
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
48.2
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
46.2
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
45.6
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
44.9
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
43.3
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
41.9
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
40.8
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
39.2
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
38.5
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
38.4
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
37.9
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
37.9
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
36.4
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
36.0
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
35.5
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
34.9
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
34.2
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
34.2
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
33.6
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
33.4
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
31.4
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
30.2
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
29.3
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
26.9
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
25.1
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
24.7
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
23.6
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
23.1
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
22.2
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
21.5
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
21.0
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
18.6
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
18.5
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
17.0
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 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.
RBM23 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
34.0
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
90.5
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
87.5
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
83.5
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
78.3
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
77.9
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
77.3
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
72.3
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
71.4
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
71.4
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
69.4
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
66.4
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
66.1
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
66.0
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
65.8
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
65.7
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
65.3
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
64.4
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
63.6
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
63.5
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
62.8
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
62.5
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
62.2
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
60.8
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
60.6
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
60.5
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
60.3
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
59.9
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
59.8
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
59.8
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
59.3
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
58.8
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
58.6
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
58.6
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
58.5
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
58.3
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
58.3
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
58.1
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
58.1
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
58.0
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
57.8
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
57.7
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
57.5
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
56.2
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
55.6
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
55.5
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
55.0
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
54.4
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
54.1
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
53.8
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
53.7
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
52.5
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
52.3
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
52.0
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
52.0
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
51.9
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
51.9
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
51.2
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
51.0
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
51.0
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
50.7
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
50.7
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
50.6
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
50.2
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
50.2
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
50.0
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
49.6
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
49.5
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
49.5
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
49.4
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
49.3
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
49.3
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
49.3
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
49.3
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
49.0
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
49.0
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
48.9
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
48.4
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
48.3
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
48.1
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
47.9
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
47.7
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
47.7
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
47.5
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
47.5
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
47.3
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
47.1
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
47.0
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
46.9
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
46.9
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
46.5
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
46.5
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
46.4
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
46.1
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
46.1
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
46.1
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
46.0
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
46.0
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
45.9
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
45.9
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
45.8
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
45.8
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
45.7
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
45.5
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
45.5
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
45.5
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
45.4
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
45.2
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
45.2
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
45.0
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
44.9
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
44.9
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
44.9
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
44.9
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
44.8
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
44.7
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
44.5
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
44.5
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
44.4
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
44.4
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
44.3
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
44.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
44.1
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
43.8
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
43.6
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
43.5
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
43.4
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
43.4
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
43.4
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
43.3
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
43.2
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
43.2
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
43.2
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
43.1
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
42.9
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
42.9
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
42.9
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
42.8
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
42.8
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
42.6
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
42.2
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
42.1
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
42.1
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
42.1
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
42.0
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
41.9
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
41.6
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
41.4
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
41.4
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
41.2
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
41.0
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
40.8
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
40.8
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
40.8
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
40.8
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
40.8
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
40.7
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
40.7
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
40.6
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
40.5
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
40.5
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
40.2
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
40.1
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
40.1
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
40.0
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
39.8
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
39.5
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
39.4
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
39.2
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
39.1
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
39.1
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
39.1
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
39.0
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
39.0
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
38.9
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
38.8
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
38.7
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
38.5
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
38.4
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
38.2
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
38.1
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
38.1
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
38.1
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
38.0
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
38.0
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
37.9
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
37.8
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
37.8
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
37.8
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
37.6
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
37.6
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
37.6
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
37.4
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
37.3
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
37.2
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
37.2
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
37.0
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
36.9
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
36.8
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
36.7
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
36.7
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
36.7
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
36.5
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
36.4
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
36.4
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
36.4
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
36.3
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
36.3
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
36.3
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
36.2
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
36.2
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
36.2
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
36.1
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
36.1
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
36.1
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
36.0
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
36.0
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
36.0
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
35.8
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
35.8
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
35.7
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
35.7
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
35.7
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
35.6
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
35.6
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
35.4
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
35.2
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
35.0
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
34.9
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
34.9
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
34.7
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
34.6
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
34.5
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
34.2
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
34.2
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
34.1
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
34.0
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
34.0
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
33.9
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
33.8
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
33.8
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
33.5
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
33.5
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
33.5
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
33.5
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
33.4
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
33.4
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
33.4
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
33.4
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
33.3
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
33.3
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
33.3
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
33.1
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
33.1
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
33.1
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
33.0
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
33.0
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
33.0
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
33.0
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
33.0
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
32.9
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
32.8
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
32.7
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
32.6
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
32.6
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
32.6
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
32.5
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
32.4
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
32.4
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
32.3
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
32.2
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
32.1
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
32.1
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
31.9
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
31.9
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
31.9
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
31.8
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
31.6
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
31.6
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
31.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
31.5
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
31.4
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
31.4
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
31.3
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
31.3
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
31.2
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
31.2
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
31.2
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
31.1
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
31.1
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
31.1
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
31.0
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
31.0
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
30.9
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
30.9
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
30.8
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
30.7
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
30.7
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
30.7
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
30.6
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
30.6
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
30.6
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
30.5
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
30.4
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
30.3
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
30.1
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
30.0
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
29.9
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
29.8
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
29.8
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
29.7
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
29.6
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
29.6
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
29.6
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
29.6
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
29.5
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
29.4
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
29.3
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
29.3
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
29.3
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
29.2
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
29.1
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
28.7
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
28.6
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
28.6
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
28.4
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
28.4
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
28.2
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
28.2
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
28.0
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
27.9
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
27.9
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
27.7
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
27.5
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
27.5
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
27.5
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
27.4
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
27.3
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
27.2
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
27.1
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
27.0
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
26.9
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
26.9
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
26.9
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
26.8
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
26.8
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
26.8
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
26.6
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
26.6
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
26.4
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
26.4
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
26.4
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
26.4
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
26.4
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
26.3
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
26.3
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
26.1
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
26.1
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
26.1
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
26.0
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
25.9
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
25.7
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
25.6
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
25.6
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
25.6
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
25.4
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
25.4
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
25.3
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
25.3
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
25.3
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
25.3
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
25.3
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
25.3
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
25.2
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
25.1
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
25.0
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
24.9
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
24.8
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
24.8
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
24.7
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
24.6
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
24.5
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
24.2
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
24.1
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
24.0
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
24.0
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
23.8
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
23.8
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
23.7
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
23.7
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
23.7
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
23.5
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
23.4
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
23.2
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
23.1
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
22.9
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
22.8
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
22.8
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
22.8
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
22.7
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
22.7
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
22.6
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
22.6
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
22.6
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
22.4
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
22.4
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
22.3
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
22.2
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
22.2
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
22.1
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
22.0
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
21.7
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
21.6
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
21.6
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
21.6
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
21.6
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
21.6
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
21.5
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
21.4
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
21.3
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
21.3
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
21.3
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
21.3
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
21.3
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
21.2
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
21.2
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
21.2
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
21.1
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
21.0
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
20.8
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
20.6
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
20.6
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
20.6
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
20.4
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
20.4
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
20.4
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
20.0
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
20.0
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
19.9
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
19.9
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
19.7
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
19.5
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
19.4
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
19.3
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
19.2
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
19.0
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
18.9
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
18.9
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
18.8
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
18.8
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
18.8
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
18.8
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
18.7
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
18.7
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
18.5
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
18.4
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
18.3
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
18.2
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
18.2
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
18.1
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
17.9
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
17.8
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
17.7
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
17.7
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
17.6
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
17.3
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
17.1
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
17.0
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
17.0
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
16.9
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
16.7
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
16.3
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
16.2
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
16.1
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
16.1
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
16.0
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
16.0
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
15.7
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
15.6
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
15.5
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
15.5
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
15.0
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
14.9
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
14.9
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
14.9
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
14.8
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
14.6
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
14.3
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
14.1
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
14.0
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
13.9
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
13.8
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
13.8
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
13.7
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
13.7
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
13.5
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
13.4
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
13.4
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
13.3
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
13.3
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
12.9
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
12.5
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
12.2
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
11.9
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
11.8
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
11.7
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
11.4
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
10.9
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
10.5
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
10.5
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
10.3
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
9.8
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
9.1
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
8.4
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
8.2
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
8.0
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
7.3
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
7.0
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
6.6
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
6.3
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
5.9
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
RBM23 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
33.0
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
59.4
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
56.3
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
53.0
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
51.9
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
51.0
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
50.8
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
49.6
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
49.6
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
49.1
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
48.3
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
48.0
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
47.8
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
47.7
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
47.6
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
47.0
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
45.6
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
45.4
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
44.7
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
44.3
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
44.3
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
43.7
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
42.9
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
42.2
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
41.6
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
41.5
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
41.3
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
41.1
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
39.9
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
39.2
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
39.1
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
39.1
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
38.6
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
38.5
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
38.4
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
38.3
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
37.9
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
37.8
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
37.1
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
37.0
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
36.3
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
36.3
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
35.2
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
34.9
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
34.7
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
34.7
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
34.5
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
34.4
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
34.3
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
34.0
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
33.9
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
33.4
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
33.0
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
32.5
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
32.3
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
32.3
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
30.7
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
30.3
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
29.5
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
29.2
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
29.1
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
29.0
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
29.0
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
28.9
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
28.5
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
28.1
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
28.0
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
28.0
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
27.7
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
27.0
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
26.4
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
25.9
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
25.7
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
25.4
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
25.0
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
24.8
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
24.6
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
24.4
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
24.3
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
24.2
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
22.7
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
22.5
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
22.3
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
21.5
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
20.8
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
20.1
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
19.8
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
19.8
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
18.5
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
18.4
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
17.9
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
17.7
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
17.5
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
16.9
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
16.5
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
16.4
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
16.0
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
15.2
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
11.9
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
10.9
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 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.
RBM23 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
34.6
Number of samples
282
Samples
Sample
Description
TPM
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
99.9
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
90.1
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
87.9
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
85.7
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
79.8
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
79.1
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
75.8
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
73.8
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
69.2
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
68.6
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
66.6
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
66.1
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
65.9
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
64.4
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
64.3
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
64.3
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
63.8
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
63.3
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
63.3
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
60.7
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
60.3
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
59.5
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
59.4
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
58.3
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
57.8
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
57.7
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
57.6
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
57.2
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
57.0
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
56.5
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
56.4
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
55.2
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
54.6
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
53.2
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
53.1
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
53.0
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
52.5
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
52.1
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
51.6
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
51.5
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
51.4
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
50.6
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
49.9
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
49.6
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
49.2
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
49.1
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
48.7
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
48.3
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
48.0
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
47.9
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
47.5
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
47.1
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
46.9
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
46.8
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
46.5
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
45.9
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
45.8
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
45.7
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
45.7
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
45.6
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
45.6
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
45.6
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
45.3
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
45.0
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
44.8
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
44.6
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
44.5
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
44.4
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
44.2
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
44.0
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
43.8
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
43.7
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
43.4
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
43.1
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
42.4
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
42.3
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
41.7
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
41.6
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
41.2
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
41.0
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
40.9
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
40.8
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
40.6
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
40.5
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
40.5
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
40.3
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
40.3
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
40.3
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
40.2
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
39.5
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
39.5
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
39.4
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
39.2
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
39.1
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
39.1
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
39.0
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
38.9
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
38.9
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
38.8
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
38.7
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
38.5
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
38.0
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
37.6
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
37.5
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
37.5
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
37.5
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
37.2
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
37.2
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
37.2
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
37.0
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
37.0
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
36.9
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
36.9
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
36.7
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
36.6
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
36.3
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
35.9
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
35.9
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
35.8
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
35.7
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
35.3
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
35.2
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
35.2
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
34.5
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
34.5
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
34.2
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
34.2
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
33.9
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
33.8
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
33.8
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
33.7
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
33.6
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
33.6
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
33.4
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
33.2
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
33.1
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
33.1
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
33.0
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
33.0
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
32.1
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
31.8
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
31.8
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
31.8
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
31.7
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
31.7
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
31.3
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
31.3
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
31.1
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
30.8
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
30.8
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
30.6
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
30.6
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
30.5
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
30.5
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
29.9
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
29.8
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
29.7
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
29.6
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
29.5
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
29.2
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
29.2
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
29.0
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
28.7
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
28.6
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
28.3
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
28.2
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
28.1
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
28.0
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
28.0
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
27.9
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
27.9
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
27.8
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
27.8
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
27.8
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
27.7
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
27.7
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
27.7
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
27.4
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
27.2
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
27.0
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
27.0
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
26.9
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
26.8
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
26.8
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
26.8
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
26.6
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
26.4
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
26.3
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
26.3
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
26.1
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
25.8
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
25.8
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
25.4
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
25.4
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
25.3
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
25.3
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
25.3
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
25.0
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
24.9
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
24.9
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
24.7
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
24.3
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
24.2
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
24.1
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
24.1
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
24.1
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
23.9
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
23.8
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
23.8
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
23.8
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
23.7
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
23.0
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
23.0
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
22.9
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
22.8
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
22.7
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
22.7
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
22.7
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
22.6
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
22.6
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
22.4
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
22.2
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
21.9
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
21.8
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
21.6
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
21.6
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
21.6
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
21.5
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
21.4
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
21.2
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
21.2
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
21.0
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
20.9
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
20.8
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
20.8
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
20.6
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
20.6
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
20.5
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
20.2
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
19.9
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
19.5
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
19.4
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
19.3
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
19.2
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
19.0
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
18.9
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
18.0
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
17.8
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
17.8
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
17.4
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
17.3
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
17.2
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
17.2
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
17.1
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
17.0
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
16.3
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
16.1
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
15.7
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
15.6
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
15.6
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
15.4
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
15.2
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
14.5
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
14.5
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
14.4
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
13.7
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
13.4
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
13.2
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
13.0
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
12.6
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
11.4
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
10.9
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
10.7
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
10.5
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
9.3
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
9.0
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
7.4
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
7.3
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
7.3
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
6.3
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
2.4
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
2.2
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0075720003
Tumor
0.7
CPT0092800003
Normal
0.5
CPT0017450001
Normal
0.4
CPT0017410003
Tumor
0.4
CPT0017850003
Tumor
0.4
CPT0014450004
Tumor
0.4
CPT0092190003
Normal
0.4
CPT0079300001
Normal
0.4
CPT0085670003
Tumor
0.4
CPT0079510001
Normal
0.3
CPT0012080003
Tumor
0.3
CPT0012180003
Tumor
0.3
CPT0071150004
Tumor
0.3
CPT0065820001
Normal
0.3
CPT0079480003
Tumor
0.3
CPT0069160003
Tumor
0.3
CPT0019130003
Tumor
0.3
CPT0078930003
Tumor
0.3
CPT0012640003
Normal
0.3
CPT0088630003
Tumor
0.3
CPT0006900003
Tumor
0.3
CPT0006440003
Tumor
0.3
CPT0018250001
Normal
0.3
CPT0077490003
Tumor
0.2
CPT0077310003
Tumor
0.2
CPT0089020003
Tumor
0.2
CPT0084590001
Normal
0.2
CPT0000780007
Tumor
0.2
CPT0063320003
Tumor
0.2
CPT0025350003
Tumor
0.2
CPT0066520001
Normal
0.2
CPT0009080003
Normal
0.2
CPT0014370004
Tumor
0.2
CPT0023360001
Normal
0.2
CPT0075170001
Normal
0.2
CPT0026410003
Tumor
0.2
CPT0089460004
Tumor
0.2
CPT0066480003
Tumor
0.2
CPT0079380003
Tumor
0.2
CPT0089040001
Normal
0.2
CPT0065690003
Tumor
0.2
CPT0079230003
Tumor
0.2
CPT0078840001
Normal
0.2
CPT0025230003
Tumor
0.2
CPT0012290003
Normal
0.2
CPT0024670003
Tumor
0.2
CPT0069010001
Normal
0.2
CPT0015810003
Tumor
0.1
CPT0086030003
Tumor
0.1
CPT0081990003
Tumor
0.1
CPT0001230001
Normal
0.1
CPT0009060003
Tumor
0.1
CPT0086370003
Normal
0.1
CPT0025110003
Tumor
0.1
CPT0079270003
Tumor
0.1
CPT0065430003
Tumor
0.1
CPT0066470004
Tumor
0.1
CPT0012770003
Normal
0.1
CPT0001220008
Tumor
0.1
CPT0077110003
Tumor
0.1
CPT0082010001
Normal
0.1
CPT0063630003
Tumor
0.1
CPT0020120003
Tumor
0.1
CPT0065450001
Normal
0.1
CPT0065750003
Tumor
0.1
CPT0012090003
Normal
0.1
CPT0025580004
Tumor
0.1
CPT0001550001
Normal
0.1
CPT0001180009
Tumor
0.1
CPT0088900003
Tumor
0.1
CPT0023710001
Normal
0.1
CPT0019160001
Normal
0.1
CPT0001270001
Normal
0.1
CPT0088500001
Normal
0.1
CPT0088920001
Normal
0.1
CPT0014130001
Normal
0.1
CPT0012670003
Tumor
0.1
CPT0024680001
Normal
0.1
CPT0088550004
Tumor
0.1
CPT0088760003
Tumor
0.1
CPT0010120001
Normal
0.1
CPT0088780001
Normal
0.1
CPT0065930003
Tumor
0.1
CPT0002370001
Normal
0.1
CPT0014350001
Normal
0.1
CPT0001510001
Normal
0.1
CPT0087050003
Normal
0.1
CPT0086830003
Normal
0.1
CPT0001260009
Tumor
0.1
CPT0063330001
Normal
0.1
CPT0006530001
Normal
0.1
CPT0014470001
Normal
0.1
CPT0078800003
Tumor
0.1
CPT0012370003
Tumor
0.0
CPT0063640001
Normal
0.0
CPT0086870003
Tumor
0.0
CPT0079430001
Normal
0.0
CPT0069190001
Normal
0.0
CPT0025050003
Tumor
0.0
CPT0092310003
Normal
0.0
CPT0086820003
Tumor
0.0
CPT0009000003
Tumor
0.0
CPT0078670001
Normal
0.0
CPT0088640003
Normal
0.0
CPT0007470001
Normal
0.0
CPT0001350001
Normal
0.0
CPT0079000001
Normal
0.0
CPT0086890003
Normal
0.0
CPT0006630003
Tumor
0.0
CPT0066430001
Normal
0.0
CPT0025610001
Normal
0.0
CPT0012570003
Normal
0.0
CPT0000890001
Normal
0.0
CPT0078940001
Normal
0.0
CPT0076350001
Normal
0.0
CPT0009020003
Normal
0.0
CPT0088570001
Normal
0.0
CPT0001190001
Normal
0.0
CPT0001540009
Tumor
0.0
CPT0089480003
Normal
0.0
CPT0077320001
Normal
0.0
CPT0025060001
Normal
0.0
CPT0000790001
Normal
0.0
CPT0007870001
Normal
0.0
CPT0078830003
Tumor
0.0
CPT0025880003
Tumor
0.0
CPT0075130003
Tumor
0.0
CPT0023690003
Tumor
0.0
CPT0069000003
Tumor
0.0
CPT0025920001
Normal
0.0
CPT0013790003
Normal
0.0
CPT0000660001
Normal
0.0
CPT0064400001
Normal
0.0
CPT0078990003
Tumor
0.0
CPT0020130001
Normal
0.0
CPT0075570001
Normal
0.0
CPT0079410003
Tumor
0.0
CPT0088480003
Tumor
-0.1
CPT0020020001
Normal
-0.1
CPT0007320003
Tumor
-0.1
CPT0001340003
Tumor
-0.1
CPT0078660003
Tumor
-0.1
CPT0075560003
Tumor
-0.1
CPT0088710001
Normal
-0.1
CPT0012280003
Tumor
-0.1
CPT0088690003
Tumor
-0.1
CPT0006730001
Normal
-0.1
CPT0010160003
Tumor
-0.1
CPT0026420001
Normal
-0.1
CPT0015730003
Tumor
-0.1
CPT0092160003
Tumor
-0.1
CPT0012900004
Tumor
-0.1
CPT0076330003
Tumor
-0.1
CPT0025290003
Tumor
-0.1
CPT0015910003
Tumor
-0.1
CPT0081620001
Normal
-0.1
CPT0010170001
Normal
-0.1
CPT0000640003
Tumor
-0.1
CPT0012920003
Normal
-0.1
CPT0010110003
Tumor
-0.1
CPT0065870003
Tumor
-0.1
CPT0012550003
Tumor
-0.1
CPT0081600003
Tumor
-0.1
CPT0088970003
Tumor
-0.1
CPT0087040003
Tumor
-0.2
CPT0019990003
Tumor
-0.2
CPT0025170003
Tumor
-0.2
CPT0092730003
Tumor
-0.2
CPT0007860003
Tumor
-0.2
CPT0065810003
Tumor
-0.2
CPT0077500001
Normal
-0.2
CPT0021240003
Tumor
-0.2
CPT0078530001
Normal
-0.2
CPT0092740003
Normal
-0.2
CPT0077140001
Normal
-0.2
CPT0086970003
Normal
-0.2
CPT0011240003
Tumor
-0.2
CPT0002350011
Tumor
-0.2
CPT0064370003
Tumor
-0.2
CPT0084560003
Tumor
-0.2
CPT0086950003
Tumor
-0.2
CPT0014160003
Tumor
-0.3
CPT0000870016
Tumor
-0.3
CPT0092290003
Tumor
-0.3
CPT0023350003
Tumor
-0.3
CPT0002270011
Tumor
-0.3
CPT0081880003
Tumor
-0.3
CPT0006950001
Normal
-0.3
CPT0011410003
Tumor
-0.4
CPT0001500009
Tumor
-0.4
CPT0086360003
Tumor
-0.5
CPT0092790003
Tumor
-0.6
CPT0079180003
Tumor
-0.8
CPT0078510003
Tumor
-1.4
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
