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The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
MFAP3L 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
9.1
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
54.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
33.7
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
32.0
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
31.0
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
30.5
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
29.7
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
28.0
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
25.4
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
24.0
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
21.9
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
19.9
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
16.2
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
16.0
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
14.4
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
14.0
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
14.0
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
11.8
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
9.0
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
8.9
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
8.6
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
8.4
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
7.7
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
7.6
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
7.5
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
6.6
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
6.5
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
6.4
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
6.4
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
6.1
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
5.3
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
5.2
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
5.1
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
4.9
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
4.3
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
3.6
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
3.4
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
3.4
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
3.2
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
3.1
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
2.9
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
2.8
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
2.7
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
2.6
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
2.6
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
2.4
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
2.4
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
2.2
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
2.0
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
1.8
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
1.5
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
1.4
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
1.3
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
1.2
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
1.1
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
1.1
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
1.1
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
1.1
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
1.1
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
0.9
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
0.9
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
0.8
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
0.6
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
0.5
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
MFAP3L is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
11.4
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
114.8
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
87.1
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
59.5
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
59.5
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
53.1
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
43.6
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
41.4
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
41.3
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
41.1
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
39.8
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
36.8
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
36.6
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
33.0
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
32.4
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
31.9
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
31.2
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
30.9
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
30.3
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
30.2
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
30.1
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
29.8
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
29.8
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
29.6
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
29.6
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
29.5
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
28.7
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
28.6
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
28.2
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
27.7
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
27.4
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
27.3
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
27.3
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
26.9
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
26.7
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
26.6
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
26.4
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
26.0
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
25.9
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
25.8
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
25.6
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
25.6
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
25.3
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
25.3
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
24.8
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
24.4
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
24.2
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
23.9
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
23.8
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
23.8
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
23.7
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
23.4
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
23.0
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
22.3
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
22.2
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
22.2
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
22.2
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
22.1
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
21.9
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
21.9
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
21.7
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
21.6
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
21.5
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
21.4
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
21.3
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
21.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
21.2
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
21.0
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
20.8
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
20.5
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
20.2
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
20.2
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
20.1
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
20.1
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
19.7
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
19.7
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
19.6
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
19.5
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
19.3
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
18.6
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
18.4
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
18.4
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
18.3
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
18.2
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
18.2
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
18.1
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
18.1
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
17.9
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
17.8
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
17.7
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
17.5
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
17.4
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
17.3
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
17.2
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
17.1
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
17.0
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
17.0
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
16.8
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
16.6
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
16.6
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
16.5
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
16.5
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
16.5
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
16.5
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
16.5
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
16.4
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
16.4
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
16.3
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
16.0
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
16.0
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
15.9
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
15.8
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
15.8
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
15.7
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
15.7
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
15.7
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
15.6
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
15.6
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
15.6
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
15.6
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
15.5
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
15.5
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
15.4
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
15.4
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
15.3
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
15.2
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
15.1
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
15.1
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
15.1
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
15.1
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
15.1
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
15.0
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
15.0
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
15.0
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
15.0
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
15.0
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
14.8
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
14.7
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
14.7
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
14.6
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
14.5
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
14.5
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
14.4
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
14.4
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
14.3
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
14.2
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
14.2
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
14.1
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
14.0
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
14.0
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
14.0
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
14.0
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
13.9
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
13.7
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
13.7
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
13.6
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
13.6
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
13.5
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
13.2
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
13.2
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
13.1
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
13.0
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
13.0
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
13.0
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
12.9
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
12.9
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
12.8
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
12.8
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
12.7
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
12.7
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
12.7
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
12.6
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
12.6
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
12.6
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
12.6
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
12.6
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
12.4
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
12.4
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
12.4
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
12.3
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
12.2
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
12.1
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
12.1
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
12.1
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
12.0
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
11.9
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
11.9
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
11.9
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
11.9
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
11.8
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
11.8
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
11.7
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
11.7
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
11.7
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
11.6
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
11.5
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
11.4
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
11.4
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
11.3
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
11.1
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
11.1
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
11.1
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
11.1
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
11.1
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
11.0
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
11.0
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
11.0
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
11.0
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
11.0
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
11.0
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
10.9
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
10.9
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
10.8
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
10.8
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
10.7
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
10.7
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
10.7
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
10.7
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
10.6
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
10.6
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
10.6
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
10.6
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
10.6
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
10.5
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
10.5
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
10.4
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
10.4
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
10.4
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
10.3
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
10.3
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
10.2
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
10.2
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
10.1
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
10.1
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
10.1
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
10.0
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
10.0
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
10.0
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
10.0
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
10.0
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
10.0
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
9.9
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
9.9
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
9.9
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
9.8
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
9.8
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
9.8
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
9.7
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
9.7
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
9.7
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
9.7
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
9.6
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
9.6
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
9.6
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
9.6
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
9.6
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
9.5
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
9.5
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
9.5
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
9.5
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
9.4
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
9.4
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
9.3
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
9.3
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
9.3
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
9.3
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
9.2
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
9.2
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
9.2
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
9.2
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
9.1
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
9.1
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
9.1
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
9.1
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
9.0
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
8.9
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
8.8
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
8.8
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
8.8
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
8.7
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
8.7
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
8.7
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
8.6
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
8.6
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
8.6
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
8.5
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
8.5
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
8.4
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
8.4
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
8.3
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
8.3
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
8.3
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
8.3
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
8.2
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
8.1
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
8.1
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
8.1
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
8.0
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
8.0
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
7.9
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
7.9
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
7.8
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
7.8
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
7.6
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
7.6
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
7.5
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
7.5
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
7.5
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
7.4
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
7.4
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
7.3
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
7.3
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
7.3
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
7.3
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
7.3
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
7.3
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
7.3
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
7.2
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
7.2
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
7.2
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
7.2
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
7.2
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
7.2
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
7.2
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
7.2
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
7.1
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
7.0
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
7.0
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
6.9
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
6.9
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
6.9
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
6.8
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
6.8
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
6.8
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
6.7
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
6.6
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
6.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
6.5
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
6.5
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
6.5
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
6.5
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
6.3
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
6.2
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
6.2
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
6.2
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
6.2
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
6.2
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
6.1
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
6.1
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
6.0
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
6.0
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
5.9
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
5.9
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
5.9
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
5.9
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
5.9
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
5.9
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
5.8
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
5.8
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
5.8
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
5.8
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
5.7
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
5.7
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
5.6
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
5.5
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
5.5
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
5.4
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
5.4
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
5.4
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
5.3
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
5.3
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
5.3
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
5.3
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
5.3
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
5.3
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
5.2
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
5.2
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
5.1
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
5.1
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
5.1
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
5.1
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
5.1
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
5.1
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
5.0
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
5.0
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
4.9
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
4.9
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
4.7
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
4.7
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
4.7
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
4.7
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
4.6
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
4.6
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
4.6
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
4.6
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
4.6
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
4.5
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
4.5
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
4.5
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
4.5
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
4.4
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
4.4
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
4.4
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
4.4
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
4.3
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
4.3
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
4.3
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
4.3
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
4.2
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
4.2
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
4.2
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
4.2
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
4.2
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
4.1
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
4.1
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
4.1
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
4.1
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
4.0
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
4.0
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
4.0
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
4.0
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
4.0
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
3.9
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
3.9
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
3.9
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
3.9
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
3.9
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
3.9
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
3.9
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
3.9
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
3.8
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
3.8
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
3.8
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
3.8
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
3.7
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
3.7
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
3.6
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
3.6
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
3.5
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
3.5
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
3.5
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
3.4
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
3.4
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
3.4
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
3.4
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
3.3
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
3.3
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
3.3
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
3.3
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
3.3
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
3.2
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
3.2
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
3.1
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
3.1
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
3.1
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
3.1
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
3.1
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
3.1
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
3.0
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
3.0
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
3.0
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
3.0
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
2.9
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
2.9
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
2.8
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
2.8
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
2.8
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
2.8
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
2.8
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
2.7
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
2.7
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
2.7
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
2.7
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
2.6
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
2.6
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
2.6
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
2.6
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
2.4
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
2.4
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
2.4
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
2.4
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
2.3
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
2.3
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
2.3
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
2.2
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
2.2
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
2.1
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
2.0
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
2.0
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
2.0
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
2.0
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
2.0
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
1.9
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
1.9
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
1.9
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
1.9
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
1.8
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
1.8
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
1.8
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
1.8
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
1.7
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
1.7
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
1.6
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
1.6
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
1.6
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
1.5
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
1.5
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
1.3
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
1.2
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
1.1
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
1.1
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
1.1
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
1.1
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
0.9
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
0.9
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
0.8
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
0.7
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
0.7
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
0.4
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
0.4
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
0.4
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
MFAP3L is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
16.0
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
71.7
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
57.9
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
51.6
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
46.8
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
46.0
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
45.5
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
38.3
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
37.2
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
29.3
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
28.6
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
28.6
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
27.2
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
26.8
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
26.5
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
26.4
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
25.7
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
24.8
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
24.4
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
24.3
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
24.2
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
23.9
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
23.7
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
23.1
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
22.7
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
22.4
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
21.8
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
21.1
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
20.9
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
20.8
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
20.6
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
20.4
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
19.9
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
19.1
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
18.9
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
18.7
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
18.5
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
17.6
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
16.6
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
16.1
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
15.8
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
15.8
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
15.3
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
15.2
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
14.8
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
13.7
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
13.2
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
13.0
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
12.8
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
12.8
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
12.8
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
12.3
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
12.1
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
11.9
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
11.8
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
11.6
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
11.6
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
11.5
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
11.2
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
11.0
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
10.5
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
10.1
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
10.0
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
10.0
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
10.0
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
9.8
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
9.7
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
9.5
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
9.4
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
9.2
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
9.2
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
8.7
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
8.5
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
8.3
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
8.2
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
7.8
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
7.5
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
7.1
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
7.1
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
6.5
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
6.2
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
5.6
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
5.4
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
4.8
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
4.5
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
4.4
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
4.3
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
3.8
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
3.4
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
3.4
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
3.3
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
3.2
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
3.1
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
3.1
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
2.7
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
2.5
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
2.5
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 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.
MFAP3L is potential prognostic, high expression is favorable 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
11.9
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
102.8
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
78.3
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
67.8
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
59.9
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
54.2
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
38.1
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
37.8
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
36.1
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
36.0
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
35.5
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
34.1
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
34.1
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
31.8
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
30.5
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
29.6
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
29.1
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
28.4
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
28.3
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
28.1
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
27.5
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
26.6
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
25.8
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
25.4
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
25.3
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
24.1
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
23.6
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
23.0
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
22.8
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
22.5
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
22.2
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
22.0
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
21.6
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
21.4
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
21.4
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
21.3
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
21.0
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
19.6
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
19.6
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
19.3
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
19.3
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
19.2
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
19.0
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
18.8
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
18.6
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
18.5
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
18.4
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
18.4
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
18.3
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
17.9
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
17.8
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
17.6
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
17.6
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
17.3
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
17.3
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
17.0
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
16.9
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
16.8
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
16.8
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
16.7
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
16.5
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
16.2
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
16.2
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
16.0
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
15.6
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
15.3
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
15.2
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
14.9
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
14.8
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
14.7
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
14.7
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
14.5
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
14.3
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
14.1
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
14.1
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
14.0
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
13.9
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
13.9
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
13.7
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
13.7
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
13.5
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
13.5
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
13.4
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
13.4
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
12.9
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
12.7
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
12.6
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
12.6
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
12.5
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
12.5
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
12.4
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
12.3
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
12.3
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
12.3
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
12.2
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
12.2
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
12.1
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
12.1
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
11.9
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
11.8
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
11.8
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
11.7
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
11.6
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
11.5
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
11.4
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
11.4
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
11.3
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
11.3
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
11.3
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
11.3
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
11.2
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
11.2
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
11.1
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
10.8
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
10.8
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
10.8
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
10.7
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
10.6
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
10.5
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
10.4
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
10.3
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
10.2
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
10.1
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
10.1
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
10.1
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
10.0
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
9.9
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
9.9
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
9.8
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
9.8
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
9.8
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
9.7
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
9.6
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
9.5
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
9.5
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
9.4
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
9.4
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
9.3
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
9.2
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
9.1
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
9.1
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
8.9
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
8.9
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
8.8
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
8.8
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
8.7
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
8.7
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
8.7
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
8.6
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
8.6
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
8.5
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
8.4
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
8.4
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
8.4
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
8.2
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
8.2
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
8.2
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
8.1
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
8.0
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
8.0
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
8.0
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
7.9
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
7.8
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
7.8
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
7.8
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
7.8
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
7.8
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
7.7
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
7.4
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
7.4
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
7.3
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
7.3
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
7.3
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
7.2
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
7.1
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
7.1
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
7.1
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
7.0
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
7.0
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
6.9
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
6.9
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
6.8
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
6.7
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
6.7
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
6.6
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
6.6
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
6.5
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
6.4
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
6.4
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
6.4
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
6.4
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
6.4
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
6.3
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
6.3
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
6.2
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
6.1
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
6.0
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
5.9
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
5.9
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
5.8
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
5.8
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
5.8
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
5.8
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
5.7
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
5.7
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
5.6
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
5.6
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
5.6
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
5.5
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
5.5
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
5.5
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
5.5
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
5.4
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
5.4
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
5.4
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
5.3
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
5.3
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
5.2
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
5.2
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
5.2
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
5.2
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
5.2
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
5.1
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
5.1
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
5.1
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
5.0
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
5.0
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
4.9
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
4.8
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
4.7
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
4.6
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
4.5
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
4.5
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
4.5
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
4.4
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
4.4
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
4.4
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
4.4
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
4.3
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
4.3
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
4.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
4.2
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
4.2
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
4.2
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
4.0
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
3.9
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
3.8
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
3.8
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
3.8
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
3.8
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
3.7
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
3.7
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
3.6
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
3.5
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
3.4
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
3.2
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
3.2
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
3.2
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
3.1
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
3.0
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
2.9
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
2.8
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
2.8
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
2.8
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
2.8
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
2.7
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
2.5
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
2.5
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
2.4
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
2.4
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
2.4
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
2.4
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
2.3
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
2.0
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
2.0
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
2.0
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
1.7
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
1.6
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
1.5
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
1.5
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
1.4
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
1.2
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
1.2
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0000890001
Normal
1.4
CPT0092740003
Normal
1.2
CPT0078510003
Tumor
1.0
CPT0065810003
Tumor
0.9
CPT0079510001
Normal
0.9
CPT0078840001
Normal
0.8
CPT0092790003
Tumor
0.7
CPT0020120003
Tumor
0.6
CPT0089480003
Normal
0.6
CPT0001500009
Tumor
0.6
CPT0014350001
Normal
0.6
CPT0089020003
Tumor
0.5
CPT0079000001
Normal
0.5
CPT0088480003
Tumor
0.5
CPT0086830003
Normal
0.4
CPT0025920001
Normal
0.4
CPT0020130001
Normal
0.4
CPT0001350001
Normal
0.4
CPT0075560003
Tumor
0.4
CPT0088640003
Normal
0.4
CPT0092800003
Normal
0.4
CPT0086360003
Tumor
0.4
CPT0077500001
Normal
0.4
CPT0069010001
Normal
0.3
CPT0069000003
Tumor
0.3
CPT0088920001
Normal
0.3
CPT0023710001
Normal
0.3
CPT0078670001
Normal
0.3
CPT0019160001
Normal
0.3
CPT0088500001
Normal
0.3
CPT0089460004
Tumor
0.3
CPT0078940001
Normal
0.2
CPT0007470001
Normal
0.2
CPT0023690003
Tumor
0.2
CPT0006730001
Normal
0.2
CPT0086370003
Normal
0.1
CPT0088570001
Normal
0.1
CPT0001510001
Normal
0.1
CPT0001340003
Tumor
0.0
CPT0078530001
Normal
-0.1
CPT0065820001
Normal
-0.1
CPT0075570001
Normal
-0.1
CPT0000640003
Tumor
-0.1
CPT0000660001
Normal
-0.1
CPT0006630003
Tumor
-0.1
CPT0069190001
Normal
-0.1
CPT0088630003
Tumor
-0.1
CPT0089040001
Normal
-0.2
CPT0078660003
Tumor
-0.2
CPT0007320003
Tumor
-0.2
CPT0079300001
Normal
-0.2
CPT0078930003
Tumor
-0.2
CPT0014470001
Normal
-0.3
CPT0075130003
Tumor
-0.3
CPT0078830003
Tumor
-0.3
CPT0079480003
Tumor
-0.3
CPT0077490003
Tumor
-0.3
CPT0079270003
Tumor
-0.3
CPT0088900003
Tumor
-0.4
CPT0069160003
Tumor
-0.4
CPT0084590001
Normal
-0.4
CPT0075170001
Normal
-0.4
CPT0086820003
Tumor
-0.5
CPT0092730003
Tumor
-0.5
CPT0014450004
Tumor
-0.5
CPT0065870003
Tumor
-0.6
CPT0025880003
Tumor
-0.7
CPT0088550004
Tumor
-0.8
CPT0019130003
Tumor
-0.9
CPT0000870016
Tumor
-1.0
CPT0084560003
Tumor
-1.0
CPT0014370004
Tumor
-1.0
CPT0078990003
Tumor
-1.5
CPT0026410003
Tumor
N/A
CPT0002370001
Normal
N/A
CPT0000790001
Normal
N/A
CPT0076330003
Tumor
N/A
CPT0001180009
Tumor
N/A
CPT0078800003
Tumor
N/A
CPT0065690003
Tumor
N/A
CPT0011240003
Tumor
N/A
CPT0012670003
Tumor
N/A
CPT0002350011
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0064370003
Tumor
N/A
CPT0007870001
Normal
N/A
CPT0087040003
Tumor
N/A
CPT0079380003
Tumor
N/A
CPT0025170003
Tumor
N/A
CPT0024670003
Tumor
N/A
CPT0012640003
Normal
N/A
CPT0021240003
Tumor
N/A
CPT0071150004
Tumor
N/A
CPT0088970003
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0025610001
Normal
N/A
CPT0063330001
Normal
N/A
CPT0088760003
Tumor
N/A
CPT0092190003
Normal
N/A
CPT0002270011
Tumor
N/A
CPT0077140001
Normal
N/A
CPT0025230003
Tumor
N/A
CPT0025050003
Tumor
N/A
CPT0075720003
Tumor
N/A
CPT0012570003
Normal
N/A
CPT0017850003
Tumor
N/A
CPT0019990003
Tumor
N/A
CPT0012900004
Tumor
N/A
CPT0000780007
Tumor
N/A
CPT0023360001
Normal
N/A
CPT0010110003
Tumor
N/A
CPT0086890003
Normal
N/A
CPT0092290003
Tumor
N/A
CPT0006440003
Tumor
N/A
CPT0063630003
Tumor
N/A
CPT0001550001
Normal
N/A
CPT0086950003
Tumor
N/A
CPT0006950001
Normal
N/A
CPT0007860003
Tumor
N/A
CPT0082010001
Normal
N/A
CPT0079230003
Tumor
N/A
CPT0011410003
Tumor
N/A
CPT0079180003
Tumor
N/A
CPT0012080003
Tumor
N/A
CPT0063640001
Normal
N/A
CPT0009000003
Tumor
N/A
CPT0010170001
Normal
N/A
CPT0001270001
Normal
N/A
CPT0015810003
Tumor
N/A
CPT0025110003
Tumor
N/A
CPT0024680001
Normal
N/A
CPT0012090003
Normal
N/A
CPT0009020003
Normal
N/A
CPT0077310003
Tumor
N/A
CPT0014160003
Tumor
N/A
CPT0020020001
Normal
N/A
CPT0066520001
Normal
N/A
CPT0081600003
Tumor
N/A
CPT0001190001
Normal
N/A
CPT0088710001
Normal
N/A
CPT0092160003
Tumor
N/A
CPT0001260009
Tumor
N/A
CPT0065750003
Tumor
N/A
CPT0065930003
Tumor
N/A
CPT0012770003
Normal
N/A
CPT0012180003
Tumor
N/A
CPT0017410003
Tumor
N/A
CPT0023350003
Tumor
N/A
CPT0014130001
Normal
N/A
CPT0066470004
Tumor
N/A
CPT0065450001
Normal
N/A
CPT0006900003
Tumor
N/A
CPT0015910003
Tumor
N/A
CPT0064400001
Normal
N/A
CPT0077110003
Tumor
N/A
CPT0086030003
Tumor
N/A
CPT0025290003
Tumor
N/A
CPT0012550003
Tumor
N/A
CPT0018250001
Normal
N/A
CPT0017450001
Normal
N/A
CPT0077320001
Normal
N/A
CPT0092310003
Normal
N/A
CPT0006530001
Normal
N/A
CPT0065430003
Tumor
N/A
CPT0081620001
Normal
N/A
CPT0063320003
Tumor
N/A
CPT0088690003
Tumor
N/A
CPT0010160003
Tumor
N/A
CPT0076350001
Normal
N/A
CPT0015730003
Tumor
N/A
CPT0025350003
Tumor
N/A
CPT0012370003
Tumor
N/A
CPT0012280003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0079410003
Tumor
N/A
CPT0001230001
Normal
N/A
CPT0066430001
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0010120001
Normal
N/A
CPT0086870003
Tumor
N/A
CPT0088780001
Normal
N/A
CPT0086970003
Normal
N/A
CPT0085670003
Tumor
N/A
CPT0081880003
Tumor
N/A
CPT0013790003
Normal
N/A
CPT0012290003
Normal
N/A
CPT0087050003
Normal
N/A
CPT0009060003
Tumor
N/A
CPT0001220008
Tumor
N/A
CPT0026420001
Normal
N/A
CPT0079430001
Normal
N/A
CPT0025580004
Tumor
N/A
CPT0081990003
Tumor
N/A
CPT0025060001
Normal
N/A
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
