We use cookies to enhance the usability of our website. If you continue, we'll assume that you are happy to receive all cookies. More information. Don't show this again.
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.
SPPL2A 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
33.2
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
98.9
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
94.5
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
78.2
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
65.5
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
55.0
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
53.5
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
53.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
48.4
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
48.2
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
47.8
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
47.8
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
47.2
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
47.1
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
46.7
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
46.5
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
46.3
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
44.7
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
43.2
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
42.6
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
40.8
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
40.1
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
39.0
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
38.7
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
38.1
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
36.0
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
35.4
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
34.7
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
33.2
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
30.7
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
29.7
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
28.8
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
27.1
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
27.0
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
26.6
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
26.5
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
26.0
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
25.8
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
25.5
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
24.5
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
24.4
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
23.3
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
22.9
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
22.6
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
22.6
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
22.2
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
22.0
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
21.7
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
19.8
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
18.8
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
18.7
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
18.0
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
17.9
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
17.5
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
17.3
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
16.9
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
16.1
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
15.7
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
15.5
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
15.3
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
12.3
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
11.8
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
8.7
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
8.5
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 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.
SPPL2A 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
33.4
Number of samples
521
Samples
Sample
Description
TPM
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
120.4
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
111.0
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
102.3
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
94.4
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
87.1
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
86.9
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
85.5
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
82.6
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
82.1
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
80.8
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
77.7
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
77.1
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
73.5
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
72.9
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
72.5
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
71.2
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
68.7
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
67.8
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
67.5
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
67.4
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
66.3
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
65.6
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
65.1
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
64.5
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
63.6
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
62.4
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
62.3
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
61.8
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
61.6
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
61.1
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
61.0
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
60.8
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
60.6
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
60.2
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
58.9
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
57.4
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
57.3
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
57.2
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
56.8
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
56.4
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
55.8
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
55.7
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
55.1
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
55.0
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
54.8
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
54.6
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
54.5
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
54.4
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
54.3
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
54.1
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
52.9
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
52.7
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
52.7
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
52.6
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
52.4
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
51.6
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
51.2
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
51.1
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
51.0
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
50.8
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
50.5
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
50.4
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
50.3
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
50.1
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
50.0
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
50.0
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
49.9
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
49.8
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
49.8
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
49.7
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
49.4
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
49.3
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
49.2
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
48.7
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
48.7
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
48.6
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
48.6
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
48.3
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
48.1
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
48.0
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
48.0
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
47.9
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
47.9
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
47.8
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
47.8
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
47.6
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
47.5
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
47.4
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
47.2
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
47.2
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
46.8
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
46.5
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
46.4
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
46.3
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
46.3
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
46.0
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
45.8
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
45.8
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
45.6
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
45.6
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
45.4
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
45.3
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
45.0
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
44.8
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
44.8
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
44.6
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
44.6
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
44.6
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
44.4
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
44.3
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
44.1
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
44.0
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
43.6
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
43.5
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
43.5
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
43.4
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
43.3
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
43.3
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
43.3
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
43.2
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
43.2
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
43.1
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
43.1
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
43.0
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
43.0
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
42.9
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
42.8
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
42.8
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
42.8
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
42.7
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
42.7
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
42.4
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
42.4
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
42.4
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
42.4
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
42.3
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
42.2
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
42.1
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
42.1
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
42.1
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
42.0
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
42.0
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
41.9
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
41.8
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
41.7
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
41.7
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
41.4
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
41.4
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
41.1
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
41.1
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
41.0
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
41.0
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
40.9
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
40.8
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
40.7
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
40.7
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
40.5
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
40.4
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
40.3
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
40.2
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
40.2
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
40.0
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
40.0
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
39.9
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
39.8
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
39.6
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
39.5
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
39.5
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
39.5
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
39.4
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
39.3
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
39.3
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
39.0
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
39.0
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
39.0
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
38.9
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
38.8
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
38.8
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
38.6
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
38.5
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
38.2
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
38.2
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
38.1
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
38.0
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
37.9
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
37.9
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
37.8
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
37.6
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
37.5
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
37.4
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
37.4
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
37.3
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
37.3
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
37.2
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
37.2
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
37.1
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
37.0
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
36.9
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
36.9
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
36.8
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
36.7
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
36.6
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
36.5
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
36.4
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
36.3
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
36.0
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
36.0
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
35.9
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
35.9
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
35.8
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
35.7
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
35.7
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
35.5
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
35.4
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
35.3
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
35.3
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
35.3
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
35.2
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
35.1
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
35.1
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
34.9
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
34.9
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
34.8
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
34.7
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
34.6
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
34.4
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
34.3
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
34.3
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
34.1
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
34.1
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
34.1
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
34.1
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
34.1
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
34.0
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
33.9
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
33.9
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
33.8
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
33.8
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
33.7
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
33.6
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
33.6
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
33.5
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
33.4
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
33.3
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
33.3
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
33.3
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
33.3
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
33.0
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
32.9
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
32.8
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
32.8
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
32.8
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
32.7
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
32.7
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
32.4
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
32.4
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
32.4
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
32.3
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
32.3
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
31.8
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
31.8
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
31.8
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
31.7
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
31.6
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
31.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
31.5
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
31.5
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
31.4
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
31.4
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
31.4
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
31.3
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
31.2
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
31.1
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
31.0
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
31.0
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
30.9
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
30.6
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
30.5
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
30.4
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
30.4
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
30.4
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
30.3
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
30.2
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
30.0
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
30.0
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
30.0
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
29.8
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
29.8
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
29.6
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
29.5
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
29.5
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
29.5
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
29.5
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
29.4
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
29.4
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
29.3
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
29.3
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
29.1
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
29.1
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
29.1
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
29.1
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
29.0
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
29.0
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
28.9
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
28.8
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
28.8
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
28.8
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
28.7
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
28.7
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
28.7
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
28.7
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
28.5
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
28.4
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
28.4
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
28.0
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
27.9
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
27.8
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
27.8
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
27.8
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
27.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
27.6
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
27.6
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
27.5
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
27.4
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
27.4
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
27.1
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
27.1
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
26.9
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
26.8
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
26.7
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
26.7
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
26.6
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
26.6
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
26.6
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
26.5
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
26.4
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
26.4
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
26.4
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
26.3
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
26.2
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
26.1
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
26.1
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
26.0
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
25.9
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
25.7
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
25.7
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
25.6
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
25.6
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
25.5
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
25.5
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
25.5
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
25.5
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
25.4
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
25.2
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
25.1
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
25.1
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
25.0
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
24.9
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
24.9
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
24.5
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
24.5
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
24.5
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
24.5
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
24.4
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
24.3
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
24.3
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
24.3
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
24.2
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
24.2
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
24.2
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
24.2
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
24.0
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
24.0
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
23.8
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
23.7
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
23.6
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
23.6
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
23.6
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
23.4
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
23.4
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
23.3
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
23.2
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
22.9
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
22.9
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
22.7
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
22.6
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
22.5
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
22.4
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
22.3
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
22.1
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
22.0
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
21.8
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
21.8
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
21.8
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
21.8
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
21.4
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
21.4
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
21.4
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
21.4
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
21.3
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
21.2
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
21.1
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
21.0
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
20.9
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
20.8
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
20.8
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
20.6
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
20.5
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
20.5
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
20.3
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
20.3
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
20.1
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
20.1
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
19.9
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
19.8
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
19.7
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
19.2
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
19.1
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
19.1
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
19.1
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
18.9
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
18.9
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
18.9
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
18.7
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
18.7
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
18.7
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
18.5
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
18.3
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
17.9
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
17.6
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
17.3
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
17.2
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
17.0
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
16.7
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
16.7
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
16.7
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
16.5
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
16.4
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
16.4
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
16.1
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
15.7
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
15.7
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
15.6
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
15.6
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
15.4
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
15.3
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
15.3
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
14.7
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
14.4
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
14.3
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
14.2
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
14.1
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
14.1
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
14.0
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
13.9
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
13.9
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
13.8
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
13.7
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
13.6
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
13.6
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
13.5
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
13.5
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
13.3
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
13.3
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
13.2
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
13.2
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
13.0
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
13.0
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
13.0
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
12.6
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
12.5
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
12.4
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
12.4
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
12.3
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
12.2
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
12.2
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
12.1
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
11.8
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
11.8
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
11.6
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
11.6
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
11.5
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
11.4
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
11.3
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
11.2
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
11.1
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
11.1
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
10.8
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
10.7
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
10.2
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
10.2
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
10.2
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
10.2
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
10.1
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
9.9
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
9.8
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
9.8
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
9.7
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
9.5
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
9.5
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
9.5
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
9.4
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
9.4
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
9.1
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
8.9
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
8.6
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
8.6
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
8.2
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
8.0
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
7.6
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
7.4
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
6.8
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
6.7
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
6.6
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
6.5
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
5.9
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
5.9
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
5.9
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
5.7
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
5.4
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 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.
SPPL2A 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
47.9
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
108.7
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
98.7
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
83.7
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
77.2
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
75.7
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
72.3
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
71.9
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
71.8
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
71.0
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
70.6
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
70.5
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
69.6
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
69.3
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
64.6
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
61.5
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
61.3
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
61.0
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
61.0
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
60.9
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
60.3
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
60.1
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
60.0
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
59.6
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
59.1
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
58.8
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
58.8
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
57.9
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
57.5
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
57.2
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
56.5
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
56.4
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
56.1
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
55.7
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
55.3
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
54.4
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
54.4
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
54.0
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
53.9
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
53.7
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
53.2
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
53.1
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
52.8
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
51.9
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
51.6
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
51.5
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
51.5
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
51.4
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
51.3
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
51.1
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
50.1
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
49.9
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
49.3
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
48.3
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
48.1
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
47.2
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
46.7
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
46.5
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
46.3
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
46.3
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
45.4
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
44.9
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
43.6
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
42.7
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
42.3
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
41.9
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
40.1
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
39.9
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
39.5
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
39.5
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
37.6
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
37.1
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
36.1
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
35.4
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
35.0
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
34.2
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
34.1
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
34.0
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
33.6
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
33.4
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
32.0
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
31.6
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
30.8
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
30.2
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
30.2
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
29.4
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
28.7
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
28.2
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
28.2
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
27.4
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
27.2
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
27.0
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
22.3
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
21.0
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
19.4
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
18.9
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
18.2
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
17.4
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
14.5
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
13.8
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
SPPL2A 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
24.1
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
144.5
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
133.4
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
101.6
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
82.2
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
79.3
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
76.8
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
69.3
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
67.4
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
67.4
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
59.3
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
58.9
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
58.8
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
58.5
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
58.4
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
56.7
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
56.6
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
54.1
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
53.4
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
51.8
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
51.1
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
50.4
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
48.1
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
48.0
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
46.8
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
46.8
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
45.2
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
44.8
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
43.6
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
43.5
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
43.0
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
42.4
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
42.1
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
40.5
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
40.0
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
38.9
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
37.9
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
37.2
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
37.0
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
36.6
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
36.5
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
36.4
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
36.0
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
35.9
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
35.8
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
35.2
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
35.1
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
34.5
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
33.6
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
33.4
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
32.8
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
32.8
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
32.5
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
32.5
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
32.4
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
32.3
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
32.2
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
32.1
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
31.6
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
31.5
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
31.5
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
31.3
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
31.3
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
31.3
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
30.1
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
30.0
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
29.9
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
29.7
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
29.7
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
29.7
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
29.6
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
29.4
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
29.2
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
28.7
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
28.3
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
28.2
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
28.1
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
28.0
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
27.8
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
27.8
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
27.7
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
27.2
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
27.1
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
27.0
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
26.7
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
26.7
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
26.6
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
26.5
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
26.3
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
26.2
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
26.0
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
25.7
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
25.7
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
25.6
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
25.5
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
25.4
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
25.1
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
24.8
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
24.5
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
24.5
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
24.5
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
24.4
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
24.4
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
24.3
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
24.0
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
23.8
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
23.7
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
23.7
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
23.6
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
23.6
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
23.6
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
23.5
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
23.5
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
23.1
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
22.7
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
22.7
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
22.5
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
22.4
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
22.4
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
22.2
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
21.6
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
21.5
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
21.4
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
21.4
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
21.3
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
21.2
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
21.1
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
20.8
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
20.8
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
20.8
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
20.4
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
20.4
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
20.3
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
20.3
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
20.3
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
20.3
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
20.1
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
20.0
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
20.0
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
19.8
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
19.8
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
19.7
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
19.7
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
19.7
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
19.3
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
19.1
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
18.8
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
18.8
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
18.7
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
18.7
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
18.6
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
18.6
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
18.5
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
18.5
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
18.4
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
18.2
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
18.2
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
18.1
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
18.1
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
18.1
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
17.9
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
17.9
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
17.8
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
17.8
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
17.7
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
17.7
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
17.6
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
17.6
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
17.4
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
17.4
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
17.3
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
17.3
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
17.1
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
17.1
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
17.0
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
16.9
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
16.8
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
16.6
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
16.6
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
16.3
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
16.2
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
16.2
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
16.2
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
16.1
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
15.9
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
15.8
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
15.7
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
15.7
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
15.4
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
15.4
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
15.4
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
15.3
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
15.3
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
15.3
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
15.3
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
15.1
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
15.1
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
15.0
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
15.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
14.9
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
14.9
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
14.7
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
14.6
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
14.4
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
14.2
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
14.1
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
14.1
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
14.0
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
14.0
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
13.8
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
13.5
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
13.4
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
13.3
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
13.0
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
12.9
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
12.8
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
12.7
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
12.7
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
12.7
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
12.6
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
12.6
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
12.5
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
12.5
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
12.4
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
12.4
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
12.4
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
12.1
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
12.1
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
12.0
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
11.9
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
11.6
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
11.5
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
11.5
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
11.5
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
11.3
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
11.3
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
11.2
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
11.2
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
11.1
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
11.1
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
11.0
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
10.8
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
10.8
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
10.7
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
10.6
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
10.5
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
10.4
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
10.0
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
10.0
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
10.0
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
9.9
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
9.8
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
9.7
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
9.4
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
9.3
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
9.2
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
9.1
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
9.0
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
9.0
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
8.9
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
8.9
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
8.9
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
8.7
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
8.4
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
8.3
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
8.0
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
7.8
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
7.7
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
7.4
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
7.3
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
7.3
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
6.6
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
6.4
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
6.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
5.7
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
5.7
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
5.5
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
5.4
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
5.3
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
5.0
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
4.0
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
3.8
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
2.9
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0063630003
Tumor
1.8
CPT0007320003
Tumor
1.3
CPT0026420001
Normal
1.2
CPT0078660003
Tumor
1.0
CPT0089460004
Tumor
1.0
CPT0081990003
Tumor
0.7
CPT0063320003
Tumor
0.7
CPT0089480003
Normal
0.6
CPT0078510003
Tumor
0.6
CPT0078530001
Normal
0.6
CPT0015910003
Tumor
0.5
CPT0079270003
Tumor
0.5
CPT0088640003
Normal
0.5
CPT0078930003
Tumor
0.5
CPT0006630003
Tumor
0.4
CPT0020020001
Normal
0.4
CPT0082010001
Normal
0.4
CPT0000890001
Normal
0.4
CPT0088780001
Normal
0.4
CPT0065870003
Tumor
0.4
CPT0000660001
Normal
0.4
CPT0089040001
Normal
0.4
CPT0075560003
Tumor
0.3
CPT0063640001
Normal
0.3
CPT0086820003
Tumor
0.3
CPT0010120001
Normal
0.3
CPT0088480003
Tumor
0.3
CPT0086890003
Normal
0.3
CPT0012290003
Normal
0.3
CPT0066430001
Normal
0.3
CPT0002370001
Normal
0.3
CPT0023690003
Tumor
0.3
CPT0010110003
Tumor
0.3
CPT0020130001
Normal
0.3
CPT0081620001
Normal
0.3
CPT0075170001
Normal
0.3
CPT0088710001
Normal
0.3
CPT0019130003
Tumor
0.3
CPT0006730001
Normal
0.3
CPT0063330001
Normal
0.3
CPT0092800003
Normal
0.2
CPT0086830003
Normal
0.2
CPT0012090003
Normal
0.2
CPT0088500001
Normal
0.2
CPT0001350001
Normal
0.2
CPT0014350001
Normal
0.2
CPT0079510001
Normal
0.2
CPT0089020003
Tumor
0.2
CPT0006950001
Normal
0.2
CPT0007470001
Normal
0.2
CPT0006530001
Normal
0.2
CPT0025610001
Normal
0.2
CPT0079480003
Tumor
0.2
CPT0078670001
Normal
0.2
CPT0001500009
Tumor
0.2
CPT0078830003
Tumor
0.1
CPT0079000001
Normal
0.1
CPT0084590001
Normal
0.1
CPT0010170001
Normal
0.1
CPT0015730003
Tumor
0.1
CPT0088550004
Tumor
0.1
CPT0092730003
Tumor
0.1
CPT0086370003
Normal
0.1
CPT0077500001
Normal
0.1
CPT0086360003
Tumor
0.1
CPT0078840001
Normal
0.1
CPT0018250001
Normal
0.1
CPT0012280003
Tumor
0.1
CPT0012670003
Tumor
0.0
CPT0075130003
Tumor
0.0
CPT0086030003
Tumor
0.0
CPT0092790003
Tumor
0.0
CPT0092740003
Normal
0.0
CPT0081880003
Tumor
0.0
CPT0025920001
Normal
0.0
CPT0001190001
Normal
0.0
CPT0065690003
Tumor
0.0
CPT0065930003
Tumor
0.0
CPT0065820001
Normal
0.0
CPT0064400001
Normal
0.0
CPT0012180003
Tumor
0.0
CPT0014450004
Tumor
0.0
CPT0088570001
Normal
0.0
CPT0092190003
Normal
0.0
CPT0023710001
Normal
0.0
CPT0014470001
Normal
-0.1
CPT0001510001
Normal
-0.1
CPT0078800003
Tumor
-0.1
CPT0066470004
Tumor
-0.1
CPT0014370004
Tumor
-0.1
CPT0086970003
Normal
-0.1
CPT0019990003
Tumor
-0.1
CPT0006440003
Tumor
-0.1
CPT0088630003
Tumor
-0.1
CPT0019160001
Normal
-0.1
CPT0078940001
Normal
-0.1
CPT0077490003
Tumor
-0.1
CPT0069160003
Tumor
-0.1
CPT0081600003
Tumor
-0.1
CPT0065750003
Tumor
-0.1
CPT0025170003
Tumor
-0.1
CPT0002350011
Tumor
-0.2
CPT0000870016
Tumor
-0.2
CPT0078990003
Tumor
-0.2
CPT0085670003
Tumor
-0.2
CPT0086870003
Tumor
-0.2
CPT0079230003
Tumor
-0.2
CPT0015810003
Tumor
-0.2
CPT0069190001
Normal
-0.2
CPT0025290003
Tumor
-0.2
CPT0088920001
Normal
-0.2
CPT0065810003
Tumor
-0.2
CPT0079380003
Tumor
-0.3
CPT0001340003
Tumor
-0.3
CPT0026410003
Tumor
-0.3
CPT0075570001
Normal
-0.3
CPT0017850003
Tumor
-0.3
CPT0012640003
Normal
-0.3
CPT0020120003
Tumor
-0.3
CPT0092160003
Tumor
-0.3
CPT0088690003
Tumor
-0.3
CPT0088970003
Tumor
-0.3
CPT0064370003
Tumor
-0.4
CPT0088900003
Tumor
-0.4
CPT0084560003
Tumor
-0.4
CPT0011410003
Tumor
-0.4
CPT0086950003
Tumor
-0.4
CPT0025110003
Tumor
-0.5
CPT0012080003
Tumor
-0.5
CPT0075720003
Tumor
-0.5
CPT0025880003
Tumor
-0.6
CPT0079300001
Normal
-0.6
CPT0025350003
Tumor
-0.6
CPT0006900003
Tumor
-0.6
CPT0010160003
Tumor
-0.6
CPT0001180009
Tumor
-0.7
CPT0000640003
Tumor
-0.7
CPT0088760003
Tumor
-0.7
CPT0025580004
Tumor
-0.7
CPT0069010001
Normal
-0.8
CPT0069000003
Tumor
-0.9
CPT0025230003
Tumor
-0.9
CPT0000790001
Normal
N/A
CPT0076330003
Tumor
N/A
CPT0011240003
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0007870001
Normal
N/A
CPT0087040003
Tumor
N/A
CPT0024670003
Tumor
N/A
CPT0021240003
Tumor
N/A
CPT0071150004
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0002270011
Tumor
N/A
CPT0077140001
Normal
N/A
CPT0025050003
Tumor
N/A
CPT0012570003
Normal
N/A
CPT0012900004
Tumor
N/A
CPT0000780007
Tumor
N/A
CPT0023360001
Normal
N/A
CPT0092290003
Tumor
N/A
CPT0001550001
Normal
N/A
CPT0007860003
Tumor
N/A
CPT0079180003
Tumor
N/A
CPT0009000003
Tumor
N/A
CPT0001270001
Normal
N/A
CPT0024680001
Normal
N/A
CPT0009020003
Normal
N/A
CPT0077310003
Tumor
N/A
CPT0014160003
Tumor
N/A
CPT0066520001
Normal
N/A
CPT0001260009
Tumor
N/A
CPT0012770003
Normal
N/A
CPT0017410003
Tumor
N/A
CPT0023350003
Tumor
N/A
CPT0014130001
Normal
N/A
CPT0065450001
Normal
N/A
CPT0077110003
Tumor
N/A
CPT0012550003
Tumor
N/A
CPT0017450001
Normal
N/A
CPT0077320001
Normal
N/A
CPT0092310003
Normal
N/A
CPT0065430003
Tumor
N/A
CPT0076350001
Normal
N/A
CPT0012370003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0079410003
Tumor
N/A
CPT0001230001
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0013790003
Normal
N/A
CPT0087050003
Normal
N/A
CPT0009060003
Tumor
N/A
CPT0001220008
Tumor
N/A
CPT0079430001
Normal
N/A
CPT0025060001
Normal
N/A
Show allShow less
RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
