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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.
SP3 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
11.4
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
37.3
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
35.3
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
23.1
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
21.4
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
21.0
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
18.5
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
17.9
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
17.7
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
16.6
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
16.6
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
15.5
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
15.5
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
15.5
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
15.2
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
15.1
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
14.4
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
14.3
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
14.2
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
13.9
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
13.8
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
13.1
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
12.7
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
11.8
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
11.8
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
11.3
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
11.3
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
11.1
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
10.7
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
10.5
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
10.3
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
10.0
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
9.9
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
9.8
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
9.7
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
9.5
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
9.4
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
9.3
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
9.2
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
8.7
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
8.5
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
8.5
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
8.4
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
8.3
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
8.3
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
8.2
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
7.9
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
7.9
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
7.7
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
7.2
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
7.0
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
6.6
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
6.3
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
6.3
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
6.3
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
6.3
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
6.0
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
5.5
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
4.9
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
4.9
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
4.8
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
4.6
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
3.9
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
3.5
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
SP3 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
27.9
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
110.3
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
96.5
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
71.5
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
68.5
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
67.6
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
55.4
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
54.5
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
54.3
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
52.2
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
52.2
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
51.4
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
51.0
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
50.2
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
50.1
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
50.0
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
49.5
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
48.7
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
48.3
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
47.8
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
47.5
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
47.3
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
46.9
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
46.9
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
46.4
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
46.3
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
46.2
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
46.1
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
45.5
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
44.9
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
44.7
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
44.6
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
44.5
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
44.4
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
44.3
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
44.3
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
44.1
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
44.1
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
44.0
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
43.8
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
43.5
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
43.4
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
43.2
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
43.2
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
43.1
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
43.0
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
42.9
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
42.6
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
42.2
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
42.1
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
41.9
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
41.9
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
41.7
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
41.7
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
41.4
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
41.1
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
41.1
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
41.1
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
41.0
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
40.7
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
40.6
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
40.5
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
40.3
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
40.2
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
40.0
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
40.0
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
40.0
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
39.7
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
39.6
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
39.5
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
39.5
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
39.4
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
39.2
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
39.1
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
39.1
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
39.0
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
38.6
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
38.6
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
38.5
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
38.5
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
38.4
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
38.4
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
38.3
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
38.1
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
38.1
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
38.1
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
38.1
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
37.9
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
37.8
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
37.7
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
37.7
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
37.6
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
37.6
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
37.6
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
37.6
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
37.5
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
37.4
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
37.4
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
37.3
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
37.2
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
37.2
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
37.2
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
37.0
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
37.0
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
36.9
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
36.9
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
36.8
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
36.7
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
36.6
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
36.6
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
36.6
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
36.5
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
36.5
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
36.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
36.4
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
36.3
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
36.3
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
36.2
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
36.2
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
36.1
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
36.0
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
36.0
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
36.0
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
35.9
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
35.9
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
35.8
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
35.7
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
35.6
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
35.5
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
35.4
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
35.4
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
35.4
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
35.2
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
35.0
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
34.9
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
34.9
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
34.8
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
34.7
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
34.6
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
34.6
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
34.5
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
34.3
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
34.1
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
34.1
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
34.1
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
34.1
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
33.9
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
33.9
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
33.8
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
33.7
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
33.7
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
33.7
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
33.6
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
33.6
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
33.6
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
33.5
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
33.5
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
33.4
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
33.4
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
33.4
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
33.3
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
33.3
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
33.3
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
33.3
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
33.3
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
33.2
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
33.2
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
33.2
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
33.2
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
33.0
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
32.9
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
32.9
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
32.9
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
32.9
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
32.8
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
32.8
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
32.8
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
32.7
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
32.7
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
32.6
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
32.6
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
32.6
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
32.5
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
32.5
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
32.5
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
32.4
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
32.3
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
32.3
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
32.3
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
32.2
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
32.2
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
32.0
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
31.9
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
31.9
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
31.9
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
31.9
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
31.9
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
31.8
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
31.7
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
31.7
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
31.7
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
31.6
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
31.6
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
31.5
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
31.1
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
31.0
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
30.8
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
30.8
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
30.7
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
30.6
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
30.6
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
30.4
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
30.2
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
30.2
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
30.1
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
30.1
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
30.1
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
30.0
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
30.0
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
30.0
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
29.9
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
29.9
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
29.9
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
29.9
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
29.8
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
29.8
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
29.7
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
29.6
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
29.6
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
29.6
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
29.5
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
29.5
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
29.5
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
29.4
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
29.4
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
29.2
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
29.1
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
29.1
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
29.1
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
29.0
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
28.9
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
28.9
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
28.9
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
28.8
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
28.7
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
28.7
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
28.6
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
28.6
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
28.5
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
28.5
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
28.5
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
28.3
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
28.2
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
28.0
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
28.0
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
27.9
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
27.9
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
27.9
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
27.9
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
27.8
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
27.8
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
27.7
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
27.6
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
27.6
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
27.6
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
27.6
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
27.6
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
27.5
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
27.5
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
27.5
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
27.5
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
27.3
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
27.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
27.3
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
27.3
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
27.2
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
27.1
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
27.1
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
27.0
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
26.9
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
26.9
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
26.9
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
26.9
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
26.8
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
26.8
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
26.8
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
26.8
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
26.7
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
26.7
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
26.7
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
26.7
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
26.5
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
26.4
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
26.3
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
26.2
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
26.2
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
26.2
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
26.1
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
26.1
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
26.0
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
26.0
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
25.7
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
25.6
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
25.5
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
25.4
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
25.3
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
25.3
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
25.3
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
25.3
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
25.3
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
25.1
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
25.1
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
25.0
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
25.0
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
24.9
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
24.9
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
24.9
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
24.9
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
24.8
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
24.8
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
24.8
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
24.6
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
24.6
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
24.5
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
24.5
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
24.5
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
24.5
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
24.4
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
24.2
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
24.2
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
24.2
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
24.2
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
23.9
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
23.9
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
23.8
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
23.8
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
23.8
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
23.8
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
23.7
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
23.7
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
23.6
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
23.4
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
23.4
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
23.3
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
23.3
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
23.2
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
23.2
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
23.1
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
23.1
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
23.0
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
23.0
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
22.9
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
22.8
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
22.8
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
22.7
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
22.6
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
22.5
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
22.5
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
22.3
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
22.3
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
21.9
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
21.9
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
21.8
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
21.8
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
21.8
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
21.5
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
21.5
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
21.5
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
21.5
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
21.4
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
21.4
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
21.4
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
21.3
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
21.2
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
21.0
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
21.0
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
20.9
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
20.9
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
20.8
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
20.8
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
20.6
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
20.6
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
20.5
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
20.4
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
20.3
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
20.2
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
20.2
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
20.2
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
20.1
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
20.1
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
20.1
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
19.9
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
19.9
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
19.8
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
19.8
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
19.7
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
19.6
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
19.4
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
19.3
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
19.1
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
19.1
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
19.1
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
18.9
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
18.9
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
18.9
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
18.6
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
18.6
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
18.6
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
18.5
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
18.3
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
18.2
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
18.0
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
18.0
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
18.0
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
17.9
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
17.7
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
17.6
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
17.5
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
17.4
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
17.3
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
17.2
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
17.0
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
17.0
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
17.0
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
16.8
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
16.8
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
16.8
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
16.7
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
16.6
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
16.6
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
16.6
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
16.5
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
16.5
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
16.4
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
16.3
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
16.3
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
16.1
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
16.0
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
15.9
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
15.9
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
15.8
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
15.5
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
15.4
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
15.4
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
15.3
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
15.2
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
15.0
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
14.8
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
14.8
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
14.8
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
14.7
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
14.7
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
14.5
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
14.4
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
14.0
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
13.8
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
13.7
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
13.7
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
13.7
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
13.5
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
13.5
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
13.4
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
13.4
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
13.3
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
13.3
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
13.2
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
13.1
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
12.9
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
12.9
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
12.9
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
12.7
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
12.7
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
12.6
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
12.6
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
12.5
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
12.3
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
12.3
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
12.2
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
12.1
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
11.9
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
11.5
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
11.3
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
11.2
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
11.2
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
11.1
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
11.0
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
11.0
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
10.9
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
10.7
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
10.7
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
10.4
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
9.9
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
9.8
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
9.7
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
9.7
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
9.6
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
9.3
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
9.3
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
9.2
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
9.1
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
8.9
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
8.8
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
8.6
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
8.5
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
8.3
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
8.1
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
7.9
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
7.8
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
7.4
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
6.9
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
6.3
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
6.1
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
5.5
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
5.4
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
5.3
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
4.8
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
4.4
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
4.3
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
4.2
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
4.0
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
2.4
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
SP3 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
41.2
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
69.9
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
66.2
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
65.5
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
63.8
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
62.6
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
62.4
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
59.6
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
59.0
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
57.2
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
55.5
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
55.3
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
54.8
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
54.0
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
53.3
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
53.2
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
53.1
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
52.6
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
52.4
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
52.2
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
52.2
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
51.3
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
50.7
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
50.2
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
50.0
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
49.6
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
49.3
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
49.2
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
48.9
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
48.8
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
48.5
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
48.4
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
48.1
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
47.6
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
47.0
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
46.9
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
46.8
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
46.6
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
46.6
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
46.2
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
46.0
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
45.7
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
44.9
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
44.4
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
44.1
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
43.9
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
43.6
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
43.5
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
43.3
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
42.6
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
42.6
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
42.4
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
42.0
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
41.1
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
40.5
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
40.5
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
40.1
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
40.0
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
39.8
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
39.2
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
39.2
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
38.0
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
37.9
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
37.9
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
37.3
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
37.1
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
36.9
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
36.4
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
36.3
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
36.3
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
35.5
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
35.1
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
34.7
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
34.3
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
34.1
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
34.0
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
33.8
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
33.6
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
32.0
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
31.2
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
31.0
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
29.7
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
28.9
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
28.8
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
28.6
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
27.9
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
26.9
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
26.7
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
25.3
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
25.2
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
22.6
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
22.4
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
22.0
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
21.8
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
20.7
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
19.6
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
18.2
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
17.0
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
15.6
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
15.5
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.
SP3 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
16.8
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
61.1
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
52.3
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
48.0
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
46.2
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
44.7
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
43.9
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
43.2
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
43.1
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
43.1
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
41.9
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
40.6
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
40.5
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
40.2
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
39.4
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
39.3
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
38.9
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
36.4
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
35.9
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
35.2
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
34.4
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
34.1
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
33.8
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
32.7
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
32.7
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
32.4
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
31.4
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
31.4
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
30.6
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
30.0
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
29.3
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
29.2
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
29.2
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
28.8
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
28.8
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
28.4
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
28.2
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
28.0
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
28.0
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
27.9
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
27.9
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
27.8
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
27.5
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
26.6
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
26.5
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
26.4
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
26.2
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
26.2
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
25.7
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
25.6
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
25.3
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
25.3
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
25.0
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
24.7
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
24.4
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
24.2
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
23.9
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
23.6
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
23.6
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
23.3
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
23.2
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
23.1
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
22.7
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
22.4
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
22.0
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
21.8
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
21.6
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
21.5
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
21.4
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
21.4
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
21.4
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
21.1
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
21.1
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
20.9
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
20.9
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
20.8
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
20.8
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
20.7
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
20.5
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
20.5
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
20.3
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
20.2
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
20.2
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
20.1
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
19.8
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
19.7
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
19.7
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
19.7
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
19.6
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
19.6
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
19.6
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
19.6
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
19.3
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
19.2
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
19.2
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
19.2
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
18.8
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
18.7
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
18.5
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
18.3
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
18.2
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
18.2
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
17.9
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
17.9
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
17.8
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
17.6
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
17.6
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
17.6
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
17.5
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
17.4
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
17.4
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
17.1
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
17.0
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
17.0
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
16.9
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
16.9
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
16.9
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
16.9
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
16.8
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
16.7
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
16.6
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
16.6
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
16.4
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
16.3
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
16.3
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
16.2
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
16.1
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
16.1
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
16.0
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
16.0
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
16.0
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
15.9
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
15.9
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
15.9
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
15.6
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
15.6
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
15.4
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
15.2
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
15.1
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
15.1
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
14.8
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
14.8
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
14.8
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
14.7
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
14.7
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
14.7
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
14.6
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
14.6
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
14.5
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
14.4
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
14.3
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
14.2
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
14.2
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
14.2
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
14.2
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
13.9
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
13.8
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
13.7
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
13.6
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
13.5
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
13.4
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
13.3
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
13.2
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
13.2
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
13.1
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
12.8
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
12.7
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
12.7
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
12.7
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
12.7
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
12.7
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
12.7
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
12.6
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
12.6
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
12.6
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
12.5
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
12.5
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
12.4
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
12.4
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
12.4
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
12.3
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
12.3
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
12.2
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
12.1
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
12.0
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
12.0
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
11.8
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
11.6
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
11.6
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
11.5
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
11.5
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
11.5
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
11.4
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
11.4
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
11.3
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
11.3
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
11.1
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
11.0
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
11.0
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
11.0
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
10.9
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
10.9
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
10.7
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
10.6
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
10.6
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
10.3
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
10.2
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
10.2
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
10.1
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
10.0
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
10.0
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
9.9
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
9.8
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
9.7
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
9.6
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
9.6
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
9.5
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
9.5
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
9.2
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
9.1
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
9.0
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
8.9
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
8.9
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
8.8
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
8.7
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
8.7
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
8.7
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
8.7
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
8.6
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
8.1
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
8.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
8.0
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
7.9
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
7.8
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
7.7
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
7.7
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
7.6
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
7.5
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
7.3
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
7.2
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
7.2
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
7.1
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
7.1
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
7.0
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
6.9
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
6.9
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
6.8
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
6.6
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
6.5
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
6.5
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
6.3
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
6.1
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
6.1
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
6.0
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
5.8
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
5.8
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
5.7
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
5.7
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
5.7
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
5.5
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
5.4
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
5.3
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
5.3
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
5.1
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
4.9
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
4.6
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
4.6
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
4.1
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
4.1
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
4.1
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
4.0
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
3.6
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
3.3
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
3.3
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
3.1
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
3.0
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
2.9
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
2.6
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
2.4
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
2.2
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
1.3
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
0.8
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0006440003
Tumor
0.9
CPT0088550004
Tumor
0.9
CPT0010120001
Normal
0.8
CPT0086030003
Tumor
0.8
CPT0026410003
Tumor
0.7
CPT0071150004
Tumor
0.7
CPT0092190003
Normal
0.7
CPT0025350003
Tumor
0.7
CPT0085670003
Tumor
0.7
CPT0011240003
Tumor
0.7
CPT0010160003
Tumor
0.7
CPT0075720003
Tumor
0.6
CPT0017410003
Tumor
0.6
CPT0078990003
Tumor
0.6
CPT0000640003
Tumor
0.6
CPT0077110003
Tumor
0.6
CPT0014370004
Tumor
0.6
CPT0065870003
Tumor
0.6
CPT0086870003
Tumor
0.5
CPT0079270003
Tumor
0.5
CPT0088630003
Tumor
0.5
CPT0000780007
Tumor
0.5
CPT0081990003
Tumor
0.5
CPT0025110003
Tumor
0.5
CPT0088690003
Tumor
0.5
CPT0009000003
Tumor
0.5
CPT0001260009
Tumor
0.5
CPT0079380003
Tumor
0.5
CPT0077490003
Tumor
0.4
CPT0086950003
Tumor
0.4
CPT0075130003
Tumor
0.4
CPT0012370003
Tumor
0.4
CPT0079300001
Normal
0.4
CPT0079230003
Tumor
0.4
CPT0065430003
Tumor
0.4
CPT0078830003
Tumor
0.4
CPT0081600003
Tumor
0.4
CPT0079480003
Tumor
0.4
CPT0017850003
Tumor
0.3
CPT0078530001
Normal
0.3
CPT0001340003
Tumor
0.3
CPT0075170001
Normal
0.3
CPT0000660001
Normal
0.3
CPT0015810003
Tumor
0.3
CPT0009060003
Tumor
0.3
CPT0077320001
Normal
0.3
CPT0088970003
Tumor
0.3
CPT0069190001
Normal
0.3
CPT0086820003
Tumor
0.3
CPT0025880003
Tumor
0.3
CPT0088900003
Tumor
0.3
CPT0001540009
Tumor
0.2
CPT0001270001
Normal
0.2
CPT0014470001
Normal
0.2
CPT0014450004
Tumor
0.2
CPT0065750003
Tumor
0.2
CPT0092730003
Tumor
0.2
CPT0012080003
Tumor
0.2
CPT0069000003
Tumor
0.2
CPT0012180003
Tumor
0.2
CPT0000870016
Tumor
0.2
CPT0006530001
Normal
0.2
CPT0006630003
Tumor
0.2
CPT0012640003
Normal
0.2
CPT0088570001
Normal
0.2
CPT0092160003
Tumor
0.2
CPT0079510001
Normal
0.1
CPT0007320003
Tumor
0.1
CPT0079410003
Tumor
0.1
CPT0019130003
Tumor
0.1
CPT0079000001
Normal
0.1
CPT0087040003
Tumor
0.1
CPT0084590001
Normal
0.1
CPT0025230003
Tumor
0.1
CPT0007870001
Normal
0.1
CPT0025610001
Normal
0.1
CPT0086830003
Normal
0.1
CPT0002370001
Normal
0.1
CPT0024680001
Normal
0.1
CPT0088500001
Normal
0.1
CPT0010110003
Tumor
0.1
CPT0086370003
Normal
0.1
CPT0075570001
Normal
0.1
CPT0084560003
Tumor
0.1
CPT0020130001
Normal
0.1
CPT0000890001
Normal
0.1
CPT0064400001
Normal
0.1
CPT0077140001
Normal
0.0
CPT0025920001
Normal
0.0
CPT0009020003
Normal
0.0
CPT0066480003
Tumor
0.0
CPT0089020003
Tumor
0.0
CPT0001220008
Tumor
0.0
CPT0089040001
Normal
0.0
CPT0063640001
Normal
0.0
CPT0088760003
Tumor
0.0
CPT0014130001
Normal
0.0
CPT0012290003
Normal
0.0
CPT0078670001
Normal
0.0
CPT0082010001
Normal
0.0
CPT0069160003
Tumor
0.0
CPT0078940001
Normal
0.0
CPT0001180009
Tumor
0.0
CPT0069010001
Normal
0.0
CPT0088780001
Normal
0.0
CPT0089480003
Normal
0.0
CPT0088640003
Normal
0.0
CPT0087050003
Normal
0.0
CPT0024670003
Tumor
0.0
CPT0063330001
Normal
0.0
CPT0001230001
Normal
0.0
CPT0086890003
Normal
0.0
CPT0088480003
Tumor
0.0
CPT0001510001
Normal
0.0
CPT0012900004
Tumor
0.0
CPT0012920003
Normal
-0.1
CPT0015910003
Tumor
-0.1
CPT0078840001
Normal
-0.1
CPT0065820001
Normal
-0.1
CPT0079430001
Normal
-0.1
CPT0015730003
Tumor
-0.1
CPT0007470001
Normal
-0.1
CPT0009080003
Normal
-0.1
CPT0002350011
Tumor
-0.1
CPT0019160001
Normal
-0.1
CPT0025580004
Tumor
-0.1
CPT0081620001
Normal
-0.1
CPT0012670003
Tumor
-0.1
CPT0020020001
Normal
-0.1
CPT0092800003
Normal
-0.1
CPT0089460004
Tumor
-0.1
CPT0077500001
Normal
-0.1
CPT0001350001
Normal
-0.1
CPT0006730001
Normal
-0.1
CPT0014350001
Normal
-0.1
CPT0012570003
Normal
-0.1
CPT0092310003
Normal
-0.1
CPT0088920001
Normal
-0.1
CPT0013790003
Normal
-0.1
CPT0025060001
Normal
-0.1
CPT0023360001
Normal
-0.1
CPT0018250001
Normal
-0.1
CPT0063320003
Tumor
-0.2
CPT0092740003
Normal
-0.2
CPT0088710001
Normal
-0.2
CPT0001190001
Normal
-0.2
CPT0086970003
Normal
-0.2
CPT0010170001
Normal
-0.2
CPT0025050003
Tumor
-0.2
CPT0012770003
Normal
-0.2
CPT0017450001
Normal
-0.2
CPT0063630003
Tumor
-0.2
CPT0092790003
Tumor
-0.2
CPT0026420001
Normal
-0.2
CPT0066520001
Normal
-0.2
CPT0023710001
Normal
-0.2
CPT0001550001
Normal
-0.2
CPT0065930003
Tumor
-0.2
CPT0012090003
Normal
-0.2
CPT0066430001
Normal
-0.3
CPT0006950001
Normal
-0.3
CPT0023350003
Tumor
-0.3
CPT0086360003
Tumor
-0.3
CPT0075560003
Tumor
-0.3
CPT0012550003
Tumor
-0.3
CPT0065450001
Normal
-0.3
CPT0078510003
Tumor
-0.4
CPT0065810003
Tumor
-0.4
CPT0023690003
Tumor
-0.4
CPT0021240003
Tumor
-0.4
CPT0076330003
Tumor
-0.4
CPT0066470004
Tumor
-0.4
CPT0011410003
Tumor
-0.4
CPT0078800003
Tumor
-0.5
CPT0076350001
Normal
-0.5
CPT0078660003
Tumor
-0.5
CPT0000790001
Normal
-0.5
CPT0065690003
Tumor
-0.5
CPT0078930003
Tumor
-0.6
CPT0077310003
Tumor
-0.6
CPT0019990003
Tumor
-0.6
CPT0001500009
Tumor
-0.6
CPT0012280003
Tumor
-0.6
CPT0006900003
Tumor
-0.7
CPT0002270011
Tumor
-0.7
CPT0025290003
Tumor
-0.8
CPT0025170003
Tumor
-0.8
CPT0014160003
Tumor
-0.8
CPT0007860003
Tumor
-0.9
CPT0092290003
Tumor
-0.9
CPT0079180003
Tumor
-1.0
CPT0081880003
Tumor
-1.2
CPT0020120003
Tumor
-1.2
CPT0064370003
Tumor
-1.2
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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.