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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.
STAG2 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
19.8
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
50.2
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
45.1
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
43.6
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
39.5
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
36.8
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
36.3
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
36.2
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
34.4
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
33.6
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
32.1
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
31.9
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
29.6
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
29.4
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
29.1
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
27.9
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
26.2
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
25.6
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
25.1
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
24.9
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
24.5
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
24.3
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
22.9
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
22.7
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
22.6
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
22.2
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
22.2
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
21.8
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
20.3
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
19.2
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
18.2
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
17.0
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
16.4
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
16.3
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
15.9
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
15.8
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
15.6
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
15.5
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
15.2
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
14.6
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
14.4
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
13.5
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
13.1
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
12.9
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
12.5
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
12.3
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
11.8
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
11.3
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
11.3
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
11.3
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
11.2
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
11.1
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
11.0
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
10.1
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
9.3
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
9.0
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
8.8
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
8.7
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
8.0
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
8.0
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
7.9
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
7.3
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
6.5
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
5.7
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 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.
STAG2 is potential 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
25.9
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
98.2
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
81.2
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
74.3
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
73.5
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
69.3
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
64.1
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
64.0
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
63.9
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
63.5
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
61.7
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
60.7
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
57.7
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
56.7
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
54.7
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
54.5
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
53.8
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
53.5
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
51.2
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
50.5
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
50.5
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
50.0
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
49.4
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
49.2
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
49.2
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
49.0
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
47.8
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
47.8
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
47.6
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
47.1
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
47.1
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
46.8
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
46.5
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
46.4
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
46.3
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
46.2
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
45.5
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
45.4
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
45.0
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
44.9
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
44.7
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
44.6
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
44.3
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
44.2
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
43.9
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
43.9
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
43.7
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
43.5
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
43.2
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
42.9
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
42.8
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
42.7
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
42.7
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
42.6
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
42.6
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
42.4
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
42.3
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
42.3
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
41.8
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
41.1
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
41.1
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
41.1
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
40.9
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
40.7
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
40.7
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
40.7
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
40.7
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
40.4
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
40.3
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
40.3
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
40.2
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
40.0
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
39.9
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
39.6
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
39.6
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
39.2
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
39.2
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
39.2
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
39.1
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
38.9
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
38.5
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
38.1
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
38.1
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
38.1
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
37.9
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
37.8
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
37.7
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
37.6
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
37.6
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
37.4
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
37.4
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
37.4
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
37.1
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
37.1
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
37.1
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
37.0
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
36.9
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
36.7
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
36.7
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
36.6
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
36.2
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
36.1
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
36.0
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
35.9
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
35.9
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
35.8
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
35.7
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
35.6
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
35.6
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
35.5
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
35.5
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
35.4
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
35.4
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
35.4
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
35.3
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
34.8
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
34.8
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
34.8
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
34.7
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
34.7
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
34.6
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
34.5
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
34.5
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
34.4
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
34.4
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
34.4
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
34.2
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
34.1
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
33.8
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
33.7
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
33.6
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
33.4
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
33.4
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
33.4
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
33.3
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
33.3
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
33.2
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
33.1
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
33.1
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
33.1
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
32.9
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
32.8
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
32.7
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
32.6
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
32.6
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
32.5
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
32.4
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
32.4
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
32.4
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
32.4
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
32.4
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
32.3
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
32.3
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
32.3
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
32.1
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
32.0
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
32.0
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
32.0
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
32.0
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
31.9
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
31.7
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
31.7
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
31.7
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
31.5
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
31.5
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
31.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
31.5
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
31.4
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
31.3
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
30.9
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
30.8
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
30.8
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
30.8
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
30.8
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
30.7
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
30.6
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
30.6
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
30.6
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
30.6
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
30.5
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
30.5
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
30.4
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
30.4
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
30.3
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
30.3
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
30.2
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
30.1
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
30.0
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
29.8
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
29.7
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
29.7
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
29.6
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
29.5
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
29.4
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
29.4
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
29.3
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
29.2
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
29.2
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
29.1
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
29.1
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
29.1
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
29.1
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
29.0
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
29.0
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
29.0
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
28.9
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
28.9
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
28.8
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
28.8
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
28.7
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
28.7
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
28.6
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
28.5
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
28.4
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
28.3
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
28.3
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
28.3
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
28.2
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
28.2
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
28.1
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
28.1
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
28.0
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
28.0
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
27.9
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
27.7
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
27.7
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
27.6
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
27.5
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
27.5
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
27.4
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
27.4
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
27.3
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
27.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
27.2
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
26.9
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
26.9
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
26.8
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
26.7
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
26.7
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
26.6
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
26.6
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
26.5
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
26.5
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
26.4
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
26.3
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
26.3
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
26.3
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
26.2
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
26.2
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
26.0
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
25.9
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
25.9
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
25.9
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
25.8
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
25.8
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
25.7
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
25.4
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
25.4
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
25.2
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
25.1
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
25.0
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
25.0
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
25.0
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
25.0
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
24.9
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
24.9
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
24.9
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
24.7
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
24.7
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
24.6
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
24.6
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
24.4
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
24.2
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
24.0
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
24.0
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
24.0
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
23.9
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
23.6
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
23.2
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
23.2
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
23.2
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
23.2
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
23.0
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
23.0
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
23.0
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
23.0
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
22.9
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
22.8
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
22.8
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
22.7
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
22.6
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
22.5
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
22.5
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
22.4
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
22.4
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
22.3
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
22.3
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
22.2
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
22.2
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
22.2
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
22.1
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
21.9
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
21.3
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
21.2
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
21.2
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
21.2
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
21.1
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
21.1
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
20.9
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
20.9
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
20.8
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
20.8
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
20.8
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
20.8
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
20.8
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
20.8
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
20.7
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
20.6
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
20.5
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
20.5
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
20.5
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
20.5
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
20.4
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
20.2
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
20.1
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
20.0
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
20.0
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
19.9
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
19.9
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
19.8
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
19.8
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
19.7
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
19.7
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
19.5
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
19.5
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
19.5
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
19.4
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
19.4
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
19.3
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
19.3
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
19.2
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
19.1
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
19.1
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
19.0
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
19.0
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
19.0
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
19.0
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
18.8
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
18.7
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
18.7
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
18.6
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
18.5
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
18.3
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
18.2
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
18.1
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
18.1
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
18.1
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
18.0
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
17.9
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
17.8
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
17.6
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
17.6
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
17.6
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
17.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
17.3
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
17.3
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
17.2
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
17.2
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
17.2
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
17.2
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
17.1
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
17.1
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
17.1
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
17.0
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
17.0
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
16.9
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
16.9
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
16.9
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
16.9
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
16.8
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
16.8
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
16.7
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
16.7
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
16.6
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
16.5
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
16.4
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
16.3
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
16.3
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
16.2
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
16.2
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
16.2
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
16.1
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
16.1
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
16.0
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
16.0
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
15.8
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
15.8
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
15.8
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
15.7
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
15.6
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
15.4
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
15.4
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
15.4
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
15.3
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
15.2
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
15.2
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
15.1
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
14.9
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
14.8
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
14.6
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
14.5
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
14.4
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
14.4
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
14.4
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
14.4
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
14.1
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
14.1
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
13.9
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
13.8
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
13.7
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
13.7
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
13.7
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
13.6
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
13.6
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
13.4
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
13.4
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
13.2
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
13.2
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
13.2
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
13.1
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
12.9
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
12.8
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
12.5
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
12.5
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
12.4
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
12.4
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
12.4
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
12.3
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
12.3
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
12.2
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
12.1
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
12.1
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
12.1
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
12.1
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
12.0
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
12.0
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
12.0
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
12.0
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
12.0
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
11.8
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
11.6
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
11.5
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
11.4
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
11.3
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
11.3
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
11.3
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
11.2
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
11.1
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
11.1
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
11.0
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
10.9
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
10.9
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
10.6
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
10.5
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
10.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
10.4
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
10.2
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
10.1
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
10.0
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
10.0
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
9.9
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
9.8
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
9.7
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
9.7
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
9.6
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
9.6
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
9.6
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
9.5
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
9.4
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
9.4
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
9.3
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
9.2
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
9.1
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
9.0
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
9.0
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
8.8
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
8.7
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
8.7
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
8.6
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
8.6
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
8.4
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
8.2
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
8.1
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
8.1
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
8.0
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
7.9
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
7.9
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
7.8
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
7.6
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
7.6
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
7.3
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
7.3
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
7.2
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
6.9
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
6.8
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
6.7
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
6.5
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
6.4
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
6.1
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
6.1
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
6.1
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
5.9
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
5.3
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
5.3
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
5.2
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
4.7
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
3.9
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
3.6
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
3.1
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
3.0
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
3.0
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 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.
STAG2 is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
35.9
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
110.9
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
79.9
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
60.1
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
58.5
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
57.8
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
57.4
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
55.6
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
54.3
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
54.3
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
52.4
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
52.3
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
51.7
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
51.7
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
51.1
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
50.1
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
49.0
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
47.5
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
47.0
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
46.3
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
45.6
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
45.6
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
45.1
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
44.6
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
44.3
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
44.2
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
43.9
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
43.4
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
43.4
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
43.1
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
42.8
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
42.5
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
42.5
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
42.1
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
41.6
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
41.4
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
40.9
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
40.4
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
40.1
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
38.6
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
38.5
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
38.1
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
38.1
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
37.7
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
37.2
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
36.8
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
36.4
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
35.8
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
35.8
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
35.7
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
35.0
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
35.0
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
34.1
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
34.0
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
33.8
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
33.7
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
33.6
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
32.4
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
32.4
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
32.2
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
31.9
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
30.5
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
30.3
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
30.2
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
30.1
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
29.9
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
29.3
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
29.0
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
28.4
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
28.4
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
28.3
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
27.7
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
27.6
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
27.5
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
26.9
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
26.9
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
25.9
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
25.7
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
24.6
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
24.2
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
23.5
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
22.8
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
22.7
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
22.2
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
22.1
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
20.4
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
19.9
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
19.7
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
19.6
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
19.4
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
19.3
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
18.2
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
18.0
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
16.1
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
15.3
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
15.1
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
15.0
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
14.3
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
13.6
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
13.5
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 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.
STAG2 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
16.1
Number of samples
282
Samples
Sample
Description
TPM
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
93.8
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
70.3
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
45.7
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
43.6
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
43.5
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
41.9
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
41.2
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
39.9
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
39.7
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
39.2
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
39.1
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
37.9
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
37.1
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
36.1
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
35.7
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
35.3
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
35.0
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
34.9
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
34.0
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
32.6
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
32.6
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
32.5
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
32.2
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
31.7
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
31.5
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
31.4
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
31.4
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
30.1
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
29.8
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
29.2
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
29.1
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
29.0
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
28.9
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
28.8
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
28.5
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
28.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
27.9
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
26.8
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
26.8
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
26.8
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
26.6
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
25.7
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
25.6
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
25.2
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
24.6
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
24.5
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
24.1
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
23.9
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
23.7
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
23.1
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
23.0
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
22.9
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
22.7
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
22.3
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
22.0
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
22.0
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
21.8
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
21.8
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
21.8
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
21.6
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
21.6
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
21.3
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
21.3
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
20.7
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
20.6
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
20.6
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
20.5
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
20.4
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
20.1
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
19.6
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
19.6
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
19.4
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
19.4
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
19.4
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
19.0
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
19.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
18.8
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
18.7
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
18.7
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
18.7
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
18.7
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
18.6
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
18.5
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
18.4
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
18.4
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
18.4
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
18.3
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
18.3
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
18.2
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
18.0
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
17.5
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
17.2
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
17.1
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
17.1
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
16.9
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
16.9
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
16.8
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
16.6
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
16.4
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
16.3
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
16.2
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
15.9
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
15.9
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
15.8
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
15.7
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
15.6
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
15.6
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
15.6
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
15.5
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
15.5
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
15.5
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
15.5
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
15.5
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
15.4
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
15.3
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
15.0
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
14.9
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
14.8
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
14.8
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
14.7
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
14.7
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
14.6
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
14.6
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
14.6
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
14.5
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
14.4
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
14.3
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
14.3
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
14.3
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
14.3
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
14.3
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
14.2
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
14.0
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
14.0
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
13.9
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
13.8
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
13.7
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
13.7
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
13.7
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
13.6
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
13.5
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
13.3
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
13.3
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
13.3
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
13.3
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
13.2
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
13.1
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
13.1
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
13.0
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
13.0
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
13.0
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
12.8
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
12.7
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
12.7
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
12.7
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
12.6
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
12.6
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
12.6
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
12.5
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
12.5
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
12.5
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
12.4
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
12.4
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
12.3
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
12.3
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
12.2
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
12.2
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
12.1
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
12.0
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
12.0
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
12.0
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
11.9
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
11.9
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
11.8
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
11.5
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
11.5
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
11.5
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
11.4
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
11.4
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
11.3
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
11.2
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
11.2
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
11.1
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
11.0
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
10.9
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
10.8
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
10.7
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
10.6
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
10.6
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
10.5
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
10.5
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
10.4
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
10.4
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
10.3
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
10.3
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
10.2
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
10.1
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
10.0
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
10.0
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
9.9
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
9.9
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
9.8
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
9.8
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
9.7
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
9.6
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
9.6
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
9.6
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
9.6
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
9.5
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
9.4
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
9.3
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
9.3
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
9.2
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
9.2
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
9.2
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
9.1
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
9.1
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
9.0
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
8.9
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
8.7
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
8.6
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
8.6
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
8.6
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
8.5
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
8.4
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
8.4
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
8.4
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
8.3
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
8.2
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
8.2
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
8.2
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
8.1
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
8.1
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
8.1
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
8.0
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
7.8
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
7.8
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
7.8
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
7.7
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
7.7
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
7.7
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
7.6
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
7.6
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
7.6
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
7.3
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
7.3
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
7.2
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
7.2
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
7.1
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
7.1
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
7.0
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
6.9
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
6.9
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
6.7
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
6.7
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
6.3
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
6.3
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
6.1
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
6.0
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
5.9
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
5.9
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
5.8
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
5.8
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
5.5
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
5.3
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
5.2
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
5.1
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
4.9
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
4.7
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
4.6
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
4.6
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
4.6
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
4.3
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
4.0
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
3.7
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
3.3
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
3.3
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
3.2
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
3.0
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
2.8
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
2.5
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
1.2
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0014450004
Tumor
0.7
CPT0006440003
Tumor
0.6
CPT0014370004
Tumor
0.6
CPT0078990003
Tumor
0.5
CPT0077110003
Tumor
0.5
CPT0026410003
Tumor
0.5
CPT0085670003
Tumor
0.5
CPT0012180003
Tumor
0.5
CPT0012640003
Normal
0.5
CPT0009060003
Tumor
0.4
CPT0088970003
Tumor
0.4
CPT0086870003
Tumor
0.4
CPT0079300001
Normal
0.4
CPT0001230001
Normal
0.4
CPT0088630003
Tumor
0.4
CPT0088760003
Tumor
0.3
CPT0012080003
Tumor
0.3
CPT0024670003
Tumor
0.3
CPT0025350003
Tumor
0.3
CPT0010160003
Tumor
0.3
CPT0012370003
Tumor
0.3
CPT0001340003
Tumor
0.3
CPT0079230003
Tumor
0.3
CPT0092190003
Normal
0.3
CPT0081600003
Tumor
0.3
CPT0001540009
Tumor
0.3
CPT0025580004
Tumor
0.3
CPT0077320001
Normal
0.3
CPT0065870003
Tumor
0.3
CPT0010110003
Tumor
0.3
CPT0086820003
Tumor
0.3
CPT0088550004
Tumor
0.3
CPT0079270003
Tumor
0.3
CPT0001260009
Tumor
0.2
CPT0081990003
Tumor
0.2
CPT0075170001
Normal
0.2
CPT0088900003
Tumor
0.2
CPT0079410003
Tumor
0.2
CPT0086950003
Tumor
0.2
CPT0000780007
Tumor
0.2
CPT0084590001
Normal
0.2
CPT0023690003
Tumor
0.2
CPT0079180003
Tumor
0.2
CPT0001510001
Normal
0.2
CPT0000870016
Tumor
0.2
CPT0075720003
Tumor
0.2
CPT0010120001
Normal
0.2
CPT0000640003
Tumor
0.2
CPT0017850003
Tumor
0.2
CPT0077490003
Tumor
0.2
CPT0078830003
Tumor
0.1
CPT0025880003
Tumor
0.1
CPT0079480003
Tumor
0.1
CPT0001270001
Normal
0.1
CPT0092160003
Tumor
0.1
CPT0024680001
Normal
0.1
CPT0015910003
Tumor
0.1
CPT0019130003
Tumor
0.1
CPT0006630003
Tumor
0.1
CPT0009020003
Normal
0.1
CPT0025170003
Tumor
0.1
CPT0092790003
Tumor
0.1
CPT0025920001
Normal
0.1
CPT0086830003
Normal
0.1
CPT0069190001
Normal
0.1
CPT0025290003
Tumor
0.1
CPT0009000003
Tumor
0.1
CPT0069000003
Tumor
0.1
CPT0001180009
Tumor
0.1
CPT0079510001
Normal
0.1
CPT0063630003
Tumor
0.1
CPT0025110003
Tumor
0.1
CPT0075130003
Tumor
0.1
CPT0088640003
Normal
0.1
CPT0071150004
Tumor
0.1
CPT0092730003
Tumor
0.1
CPT0065690003
Tumor
0.1
CPT0001550001
Normal
0.1
CPT0084560003
Tumor
0.1
CPT0023350003
Tumor
0.1
CPT0002370001
Normal
0.1
CPT0012920003
Normal
0.1
CPT0078930003
Tumor
0.1
CPT0065430003
Tumor
0.1
CPT0088570001
Normal
0.1
CPT0014130001
Normal
0.1
CPT0011240003
Tumor
0.1
CPT0002350011
Tumor
0.1
CPT0092310003
Normal
0.0
CPT0064400001
Normal
0.0
CPT0006530001
Normal
0.0
CPT0012290003
Normal
0.0
CPT0086370003
Normal
0.0
CPT0019160001
Normal
0.0
CPT0065810003
Tumor
0.0
CPT0009080003
Normal
0.0
CPT0079000001
Normal
0.0
CPT0007870001
Normal
0.0
CPT0025230003
Tumor
0.0
CPT0086360003
Tumor
0.0
CPT0015810003
Tumor
0.0
CPT0063330001
Normal
0.0
CPT0025610001
Normal
0.0
CPT0088690003
Tumor
0.0
CPT0087040003
Tumor
0.0
CPT0017450001
Normal
N/A
CPT0025050003
Tumor
0.0
CPT0007320003
Tumor
0.0
CPT0001220008
Tumor
0.0
CPT0012770003
Normal
0.0
CPT0088500001
Normal
0.0
CPT0066470004
Tumor
0.0
CPT0000660001
Normal
0.0
CPT0000790001
Normal
0.0
CPT0006900003
Tumor
0.0
CPT0069010001
Normal
0.0
CPT0078670001
Normal
0.0
CPT0078940001
Normal
0.0
CPT0065820001
Normal
0.0
CPT0007470001
Normal
0.0
CPT0086890003
Normal
0.0
CPT0075560003
Tumor
0.0
CPT0088710001
Normal
0.0
CPT0086030003
Tumor
0.0
CPT0066520001
Normal
0.0
CPT0077500001
Normal
0.0
CPT0082010001
Normal
0.0
CPT0018250001
Normal
0.0
CPT0065450001
Normal
0.0
CPT0077310003
Tumor
0.0
CPT0014350001
Normal
0.0
CPT0092740003
Normal
0.0
CPT0012280003
Tumor
-0.1
CPT0007860003
Tumor
-0.1
CPT0012670003
Tumor
-0.1
CPT0086970003
Normal
-0.1
CPT0081620001
Normal
-0.1
CPT0065930003
Tumor
-0.1
CPT0013790003
Normal
-0.1
CPT0012900004
Tumor
-0.1
CPT0069160003
Tumor
-0.1
CPT0015730003
Tumor
-0.1
CPT0012090003
Normal
-0.1
CPT0079380003
Tumor
-0.1
CPT0088780001
Normal
-0.1
CPT0025060001
Normal
-0.1
CPT0075570001
Normal
-0.1
CPT0078660003
Tumor
-0.1
CPT0089040001
Normal
-0.1
CPT0017410003
Tumor
-0.1
CPT0026420001
Normal
-0.1
CPT0012570003
Normal
-0.1
CPT0023360001
Normal
-0.1
CPT0023710001
Normal
-0.1
CPT0089480003
Normal
-0.1
CPT0006730001
Normal
-0.1
CPT0063640001
Normal
-0.1
CPT0078800003
Tumor
-0.1
CPT0087050003
Normal
-0.1
CPT0079430001
Normal
-0.1
CPT0020130001
Normal
-0.1
CPT0076330003
Tumor
-0.1
CPT0063320003
Tumor
-0.1
CPT0006950001
Normal
-0.1
CPT0010170001
Normal
-0.1
CPT0066480003
Tumor
-0.1
CPT0078840001
Normal
-0.1
CPT0092800003
Normal
-0.1
CPT0019990003
Tumor
-0.1
CPT0020020001
Normal
-0.1
CPT0078530001
Normal
-0.2
CPT0081880003
Tumor
-0.2
CPT0000890001
Normal
-0.2
CPT0089020003
Tumor
-0.2
CPT0088920001
Normal
-0.2
CPT0088480003
Tumor
-0.2
CPT0001190001
Normal
-0.2
CPT0001350001
Normal
-0.2
CPT0092290003
Tumor
-0.2
CPT0021240003
Tumor
-0.2
CPT0014160003
Tumor
-0.2
CPT0014470001
Normal
-0.2
CPT0020120003
Tumor
-0.2
CPT0066430001
Normal
-0.2
CPT0089460004
Tumor
-0.2
CPT0077140001
Normal
-0.3
CPT0076350001
Normal
-0.3
CPT0078510003
Tumor
-0.3
CPT0064370003
Tumor
-0.3
CPT0011410003
Tumor
-0.4
CPT0002270011
Tumor
-0.4
CPT0012550003
Tumor
-0.4
CPT0001500009
Tumor
-0.4
CPT0065750003
Tumor
-0.9
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.