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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.
MACC1 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
6.3
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
46.8
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
39.4
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
30.6
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
25.3
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
19.7
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
15.6
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
15.3
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
13.9
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
12.4
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
10.7
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
10.0
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
9.4
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
9.1
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
8.9
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
8.7
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
7.8
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
7.4
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
7.3
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
7.2
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
7.1
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
6.9
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
6.4
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
6.3
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
6.1
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
5.9
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
5.1
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
4.8
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
4.8
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
3.7
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
3.7
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
3.2
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
2.9
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
2.8
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
2.8
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
2.7
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
2.7
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
2.2
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
2.1
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
2.0
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
2.0
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
1.9
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
1.9
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
1.7
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
1.5
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
1.2
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
1.0
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
0.9
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
0.9
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
0.8
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
0.8
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
0.6
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
0.5
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
0.5
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
0.5
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
0.4
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
0.4
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
0.4
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
0.3
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
0.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
0.3
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
0.3
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
0.2
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
0.2
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 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.
MACC1 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
9.8
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
221.9
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
103.5
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
74.8
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
70.6
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
69.8
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
60.2
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
50.0
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
47.1
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
45.1
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
44.4
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
43.3
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
41.3
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
40.5
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
38.1
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
35.9
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
35.6
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
35.1
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
34.7
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
33.8
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
33.6
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
31.7
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
31.1
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
31.0
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
30.8
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
29.5
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
29.2
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
29.1
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
28.8
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
28.5
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
28.2
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
27.9
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
27.2
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
25.5
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
25.5
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
24.5
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
24.4
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
23.8
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
23.6
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
22.5
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
21.8
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
21.2
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
21.1
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
21.0
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
20.9
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
20.8
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
20.6
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
20.6
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
20.1
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
20.1
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
19.9
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
19.8
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
19.5
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
19.1
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
18.9
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
18.9
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
18.8
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
18.8
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
18.6
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
18.5
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
18.4
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
18.2
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
18.1
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
17.8
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
17.6
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
17.6
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
17.5
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
17.5
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
17.4
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
17.2
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
17.2
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
17.0
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
16.8
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
16.8
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
16.8
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
16.5
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
16.0
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
16.0
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
16.0
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
15.8
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
15.7
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
15.7
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
15.7
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
15.6
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
15.5
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
15.5
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
15.3
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
15.2
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
15.2
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
15.1
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
15.1
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
15.1
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
15.1
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
15.1
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
15.0
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
14.9
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
14.9
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
14.9
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
14.8
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
14.8
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
14.7
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
14.7
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
14.4
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
14.4
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
14.4
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
14.1
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
14.0
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
13.9
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
13.7
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
13.6
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
13.6
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
13.5
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
13.5
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
13.4
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
13.3
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
13.3
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
13.1
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
13.1
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
13.1
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
12.5
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
12.4
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
12.3
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
12.3
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
12.3
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
12.1
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
12.1
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
12.1
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
12.0
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
11.9
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
11.8
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
11.8
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
11.7
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
11.7
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
11.7
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
11.5
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
11.5
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
11.5
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
11.5
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
11.5
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
11.4
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
11.4
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
11.4
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
11.4
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
11.4
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
11.2
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
11.2
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
11.0
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
11.0
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
11.0
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
10.9
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
10.9
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
10.7
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
10.7
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
10.6
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
10.5
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
10.4
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
10.3
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
10.3
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
10.3
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
10.3
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
10.3
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
10.3
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
10.3
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
10.2
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
10.2
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
10.2
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
10.1
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
10.1
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
10.0
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
10.0
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
10.0
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
9.9
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
9.9
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
9.8
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
9.8
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
9.8
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
9.8
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
9.7
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
9.7
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
9.7
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
9.6
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
9.5
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
9.4
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
9.3
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
9.3
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
9.3
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
9.2
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
9.2
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
9.2
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
9.1
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
9.1
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
9.1
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
9.1
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
9.0
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
9.0
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
8.9
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
8.8
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
8.8
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
8.7
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
8.6
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
8.6
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
8.6
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
8.6
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
8.5
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
8.5
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
8.5
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
8.5
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
8.4
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
8.4
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
8.3
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
8.3
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
8.2
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
8.2
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
8.2
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
8.2
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
8.2
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
8.1
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
8.1
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
8.1
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
8.1
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
8.0
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
7.8
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
7.8
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
7.7
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
7.7
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
7.6
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
7.6
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
7.6
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
7.6
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
7.6
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
7.6
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
7.5
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
7.5
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
7.4
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
7.4
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
7.3
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
7.2
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
7.2
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
7.2
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
7.2
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
7.0
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
7.0
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
7.0
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
6.9
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
6.9
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
6.8
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
6.8
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
6.8
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
6.8
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
6.7
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
6.7
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
6.7
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
6.6
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
6.6
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
6.6
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
6.6
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
6.5
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
6.5
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
6.5
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
6.5
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
6.5
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
6.4
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
6.4
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
6.4
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
6.4
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
6.4
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
6.3
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
6.3
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
6.3
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
6.3
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
6.3
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
6.2
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
6.2
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
6.2
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
6.1
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
6.1
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
6.1
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
6.0
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
5.9
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
5.9
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
5.9
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
5.9
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
5.8
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
5.8
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
5.8
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
5.8
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
5.7
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
5.7
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
5.6
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
5.6
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
5.6
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
5.6
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
5.5
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
5.5
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
5.5
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
5.5
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
5.4
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
5.4
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
5.4
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
5.4
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
5.4
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
5.4
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
5.3
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
5.3
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
5.3
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
5.2
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
5.2
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
5.2
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
5.1
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
5.1
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
5.1
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
5.1
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
5.1
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
5.1
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
5.1
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
5.0
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
5.0
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
5.0
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
5.0
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
4.9
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
4.9
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
4.9
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
4.9
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
4.8
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
4.8
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
4.7
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
4.7
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
4.7
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
4.7
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
4.6
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
4.6
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
4.6
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
4.6
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
4.5
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
4.5
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
4.5
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
4.5
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
4.5
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
4.5
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
4.4
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
4.4
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
4.4
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
4.4
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
4.4
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
4.3
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
4.3
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
4.3
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
4.3
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
4.3
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
4.2
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
4.2
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
4.2
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
4.1
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
4.1
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
4.1
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
4.0
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
4.0
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
4.0
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
4.0
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
4.0
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
4.0
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
3.9
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
3.9
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
3.9
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
3.9
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
3.8
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
3.8
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
3.8
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
3.8
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
3.8
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
3.7
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
3.7
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
3.6
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
3.6
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
3.6
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
3.6
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
3.5
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
3.5
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
3.5
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
3.5
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
3.5
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
3.5
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
3.4
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
3.4
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
3.4
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
3.4
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
3.3
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
3.3
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
3.3
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
3.3
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
3.3
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
3.3
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
3.3
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
3.2
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
3.2
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
3.2
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
3.2
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
3.2
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
3.1
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
3.1
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
3.0
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
3.0
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
3.0
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
2.9
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
2.9
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
2.9
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
2.8
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
2.8
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
2.8
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
2.8
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
2.8
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
2.8
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
2.8
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
2.7
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
2.7
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
2.7
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
2.5
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
2.5
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
2.5
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
2.5
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
2.4
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
2.4
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
2.4
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
2.4
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
2.4
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
2.3
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
2.3
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
2.2
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
2.2
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
2.1
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
2.1
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
2.1
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
2.1
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
2.1
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
2.1
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
2.1
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
2.0
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
1.9
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
1.9
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
1.9
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
1.9
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
1.9
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
1.9
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
1.9
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
1.8
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
1.8
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
1.8
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
1.8
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
1.8
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
1.8
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
1.7
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
1.7
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
1.7
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
1.7
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
1.7
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
1.7
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
1.6
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
1.6
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
1.6
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
1.6
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
1.6
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
1.5
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
1.5
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
1.5
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
1.5
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
1.5
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
1.5
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
1.4
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
1.4
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
1.4
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
1.3
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
1.3
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
1.3
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
1.2
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
1.2
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
1.1
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
1.1
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
1.1
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
1.1
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
1.1
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
1.0
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
1.0
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
1.0
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
1.0
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
1.0
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
0.9
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
0.9
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
0.9
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
0.9
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
0.9
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
0.9
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
0.8
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
0.8
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
0.8
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
0.8
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
0.8
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
0.8
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
0.7
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
0.7
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
0.7
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
0.7
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
0.7
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
0.7
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
0.6
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
0.6
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
0.6
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
0.5
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
0.5
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
0.5
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
0.4
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
0.4
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
0.4
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
0.4
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
0.3
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
0.3
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
0.3
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
0.3
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
0.3
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
0.3
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
0.2
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
0.2
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
MACC1 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
16.8
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
67.5
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
61.5
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
53.8
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
49.6
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
48.7
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
44.6
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
42.1
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
41.3
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
39.8
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
36.2
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
36.0
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
35.3
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
33.6
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
32.7
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
32.2
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
28.3
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
27.9
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
27.3
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
26.3
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
25.9
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
25.5
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
25.0
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
24.8
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
24.1
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
23.9
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
23.3
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
22.8
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
22.6
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
22.1
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
21.6
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
20.5
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
20.2
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
19.9
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
19.7
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
18.8
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
18.6
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
18.4
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
18.1
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
18.1
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
17.4
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
17.1
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
16.9
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
16.9
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
16.8
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
16.6
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
16.0
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
14.8
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
14.8
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
14.8
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
14.6
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
14.4
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
13.7
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
12.5
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
11.8
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
10.4
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
10.0
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
10.0
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
9.9
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
9.7
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
9.6
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
9.3
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
9.2
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
8.8
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
8.7
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
8.2
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
8.0
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
7.7
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
7.6
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
7.4
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
7.1
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
6.8
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
6.8
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
6.5
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
6.1
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
6.0
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
6.0
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
5.6
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
5.6
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
5.5
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
5.5
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
5.1
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
4.8
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
4.6
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
4.1
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
3.7
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
3.5
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
3.3
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
3.2
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
3.2
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
3.1
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
3.1
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
2.9
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
2.5
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
2.0
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
1.4
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
1.4
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
1.3
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
1.0
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 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.
MACC1 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
21.1
Number of samples
282
Samples
Sample
Description
TPM
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
104.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
77.1
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
73.7
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
70.4
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
69.8
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
66.9
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
65.7
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
62.2
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
61.6
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
59.7
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
58.6
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
57.9
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
57.6
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
56.6
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
56.0
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
55.9
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
55.1
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
54.6
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
54.4
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
54.3
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
53.9
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
53.0
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
49.4
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
48.3
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
47.6
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
47.6
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
46.8
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
45.6
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
45.5
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
45.3
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
44.8
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
44.6
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
44.2
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
43.7
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
42.4
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
42.3
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
41.9
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
41.8
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
41.7
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
41.7
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
41.1
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
40.7
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
39.8
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
39.7
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
39.7
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
39.6
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
39.3
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
38.7
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
37.9
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
37.7
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
37.6
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
36.9
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
35.9
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
35.9
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
35.9
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
35.7
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
35.2
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
34.4
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
34.3
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
34.0
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
34.0
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
33.1
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
32.6
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
32.3
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
32.2
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
31.9
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
31.7
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
30.9
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
30.8
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
30.5
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
30.1
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
30.1
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
30.0
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
28.2
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
28.2
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
28.2
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
28.0
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
27.8
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
27.4
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
27.3
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
27.3
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
27.3
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
27.1
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
27.1
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
26.1
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
25.7
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
25.6
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
25.5
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
25.4
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
24.8
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
24.7
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
24.7
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
24.5
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
24.4
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
24.3
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
23.9
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
23.9
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
23.7
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
23.7
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
23.4
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
23.3
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
22.8
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
22.7
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
22.6
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
22.4
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
22.4
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
22.2
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
22.0
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
21.6
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
21.5
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
21.3
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
21.3
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
21.3
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
21.3
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
21.2
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
21.0
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
20.7
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
20.7
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
20.5
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
20.5
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
20.3
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
20.3
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
20.3
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
20.2
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
19.9
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
19.7
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
19.5
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
19.4
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
19.4
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
19.3
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
19.2
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
19.1
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
19.1
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
18.8
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
18.4
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
18.0
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
17.9
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
17.8
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
17.7
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
17.6
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
16.9
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
16.7
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
16.5
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
16.3
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
16.2
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
15.9
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
15.7
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
15.5
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
15.1
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
15.1
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
15.1
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
14.9
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
14.8
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
14.7
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
14.4
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
14.3
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
14.2
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
14.2
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
14.1
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
14.0
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
14.0
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
14.0
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
13.6
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
13.5
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
13.5
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
13.3
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
13.0
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
13.0
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
12.9
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
12.9
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
12.9
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
12.8
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
12.4
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
12.3
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
12.2
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
12.0
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
12.0
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
11.9
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
11.8
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
11.8
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
11.7
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
11.6
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
11.2
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
11.1
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
11.0
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
11.0
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
10.9
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
10.9
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
10.7
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
10.6
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
10.6
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
10.5
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
10.5
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
10.3
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
10.1
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
9.8
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
9.8
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
9.7
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
9.5
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
9.3
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
9.3
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
9.2
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
8.6
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
8.5
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
8.3
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
8.2
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
8.2
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
8.0
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
7.9
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
7.9
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
7.9
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
7.8
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
7.7
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
7.6
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
7.6
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
7.4
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
7.4
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
7.3
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
7.3
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
7.1
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
7.1
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
6.8
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
6.8
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
6.8
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
6.8
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
6.8
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
6.7
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
6.5
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
6.4
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
6.3
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
6.3
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
5.4
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
5.3
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
5.2
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
5.0
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
4.5
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
4.5
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
4.5
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
4.4
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
4.3
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
4.3
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
4.0
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
3.6
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
3.3
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
3.2
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
3.2
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
3.1
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
3.0
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
3.0
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
2.9
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
2.6
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
2.5
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
2.5
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
2.5
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
2.4
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
2.3
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
2.1
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
1.9
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
1.8
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
1.7
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
1.6
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
1.6
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
1.5
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
1.4
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
1.3
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
1.3
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
1.3
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
1.1
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
0.7
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
0.7
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
0.7
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
0.7
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
0.6
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
0.5
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
0.5
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
0.3
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
0.3
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
0.3
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
0.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
0.3
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
0.2
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0019130003
Tumor
1.8
CPT0014450004
Tumor
1.6
CPT0078800003
Tumor
1.1
CPT0001500009
Tumor
1.1
CPT0025050003
Tumor
1.0
CPT0088480003
Tumor
1.0
CPT0078510003
Tumor
1.0
CPT0026410003
Tumor
0.9
CPT0015810003
Tumor
0.9
CPT0012280003
Tumor
0.9
CPT0065750003
Tumor
0.9
CPT0025580004
Tumor
0.9
CPT0065930003
Tumor
0.8
CPT0014160003
Tumor
0.8
CPT0025230003
Tumor
0.8
CPT0089020003
Tumor
0.8
CPT0078830003
Tumor
0.8
CPT0065430003
Tumor
0.8
CPT0077110003
Tumor
0.7
CPT0007320003
Tumor
0.7
CPT0079380003
Tumor
0.6
CPT0001220008
Tumor
0.6
CPT0077310003
Tumor
0.6
CPT0021240003
Tumor
0.6
CPT0092290003
Tumor
0.5
CPT0087040003
Tumor
0.5
CPT0079270003
Tumor
0.5
CPT0000870016
Tumor
0.5
CPT0012080003
Tumor
0.5
CPT0002350011
Tumor
0.5
CPT0007860003
Tumor
0.5
CPT0079180003
Tumor
0.4
CPT0023690003
Tumor
0.4
CPT0092160003
Tumor
0.4
CPT0006900003
Tumor
0.4
CPT0017410003
Tumor
0.3
CPT0069000003
Tumor
0.3
CPT0064370003
Tumor
0.3
CPT0089460004
Tumor
0.3
CPT0025110003
Tumor
0.3
CPT0024670003
Tumor
0.3
CPT0001190001
Normal
0.3
CPT0000780007
Tumor
0.3
CPT0086820003
Tumor
0.3
CPT0065810003
Tumor
0.3
CPT0092790003
Tumor
0.3
CPT0001540009
Tumor
0.2
CPT0009060003
Tumor
0.2
CPT0078660003
Tumor
0.2
CPT0012920003
Normal
0.2
CPT0086360003
Tumor
0.2
CPT0025880003
Tumor
0.2
CPT0063320003
Tumor
0.2
CPT0011410003
Tumor
0.2
CPT0020120003
Tumor
0.2
CPT0012370003
Tumor
0.2
CPT0079410003
Tumor
0.2
CPT0086030003
Tumor
0.1
CPT0079230003
Tumor
0.1
CPT0019990003
Tumor
0.1
CPT0081990003
Tumor
0.1
CPT0010120001
Normal
0.1
CPT0086950003
Tumor
0.1
CPT0078930003
Tumor
0.1
CPT0086970003
Normal
0.1
CPT0081600003
Tumor
0.1
CPT0010110003
Tumor
0.1
CPT0075720003
Tumor
0.1
CPT0018250001
Normal
0.1
CPT0015910003
Tumor
0.1
CPT0066480003
Tumor
0.0
CPT0063640001
Normal
0.0
CPT0000640003
Tumor
0.0
CPT0006530001
Normal
0.0
CPT0010160003
Tumor
0.0
CPT0065870003
Tumor
0.0
CPT0071150004
Tumor
0.0
CPT0077320001
Normal
0.0
CPT0001270001
Normal
0.0
CPT0078990003
Tumor
0.0
CPT0009020003
Normal
0.0
CPT0069190001
Normal
0.0
CPT0075560003
Tumor
-0.1
CPT0024680001
Normal
-0.1
CPT0000890001
Normal
-0.1
CPT0002270011
Tumor
-0.1
CPT0012090003
Normal
-0.1
CPT0025290003
Tumor
-0.1
CPT0009000003
Tumor
-0.1
CPT0088500001
Normal
-0.1
CPT0079480003
Tumor
-0.1
CPT0088710001
Normal
-0.1
CPT0088630003
Tumor
-0.1
CPT0006730001
Normal
-0.1
CPT0025610001
Normal
-0.1
CPT0081620001
Normal
-0.1
CPT0092800003
Normal
-0.1
CPT0084590001
Normal
-0.1
CPT0009080003
Normal
-0.1
CPT0075170001
Normal
-0.1
CPT0079430001
Normal
-0.1
CPT0013790003
Normal
-0.1
CPT0092190003
Normal
-0.1
CPT0006630003
Tumor
-0.1
CPT0066470004
Tumor
-0.1
CPT0065820001
Normal
-0.2
CPT0006950001
Normal
-0.2
CPT0079300001
Normal
-0.2
CPT0088920001
Normal
-0.2
CPT0089040001
Normal
-0.2
CPT0085670003
Tumor
-0.2
CPT0017450001
Normal
-0.2
CPT0088760003
Tumor
-0.2
CPT0088900003
Tumor
-0.2
CPT0023350003
Tumor
-0.2
CPT0066520001
Normal
-0.2
CPT0025060001
Normal
-0.2
CPT0014470001
Normal
-0.2
CPT0064400001
Normal
-0.2
CPT0082010001
Normal
-0.2
CPT0002370001
Normal
-0.2
CPT0011240003
Tumor
-0.2
CPT0079510001
Normal
-0.2
CPT0025920001
Normal
-0.2
CPT0077500001
Normal
-0.2
CPT0012570003
Normal
-0.2
CPT0001510001
Normal
-0.2
CPT0012640003
Normal
-0.3
CPT0012900004
Tumor
-0.3
CPT0023360001
Normal
-0.3
CPT0025170003
Tumor
-0.3
CPT0000660001
Normal
-0.3
CPT0069010001
Normal
-0.3
CPT0001230001
Normal
-0.3
CPT0063330001
Normal
-0.3
CPT0075570001
Normal
-0.3
CPT0078940001
Normal
-0.3
CPT0088570001
Normal
-0.3
CPT0086890003
Normal
-0.3
CPT0012550003
Tumor
-0.3
CPT0000790001
Normal
-0.3
CPT0014130001
Normal
-0.3
CPT0092310003
Normal
-0.3
CPT0077490003
Tumor
-0.3
CPT0023710001
Normal
-0.4
CPT0012290003
Normal
-0.4
CPT0092730003
Tumor
-0.4
CPT0010170001
Normal
-0.4
CPT0088640003
Normal
-0.4
CPT0001260009
Tumor
-0.4
CPT0001350001
Normal
-0.4
CPT0078530001
Normal
-0.4
CPT0014350001
Normal
-0.4
CPT0078840001
Normal
-0.4
CPT0088780001
Normal
-0.4
CPT0001550001
Normal
-0.4
CPT0019160001
Normal
-0.4
CPT0076350001
Normal
-0.4
CPT0026420001
Normal
-0.4
CPT0077140001
Normal
-0.5
CPT0063630003
Tumor
-0.5
CPT0065690003
Tumor
-0.5
CPT0086370003
Normal
-0.5
CPT0012770003
Normal
-0.5
CPT0086830003
Normal
-0.5
CPT0012670003
Tumor
-0.5
CPT0065450001
Normal
-0.5
CPT0020130001
Normal
-0.5
CPT0014370004
Tumor
-0.5
CPT0007470001
Normal
-0.6
CPT0076330003
Tumor
-0.6
CPT0092740003
Normal
-0.6
CPT0015730003
Tumor
-0.6
CPT0088550004
Tumor
-0.6
CPT0078670001
Normal
-0.6
CPT0007870001
Normal
-0.6
CPT0006440003
Tumor
-0.7
CPT0087050003
Normal
-0.7
CPT0086870003
Tumor
-0.7
CPT0012180003
Tumor
-0.8
CPT0020020001
Normal
-0.8
CPT0017850003
Tumor
-0.8
CPT0079000001
Normal
-0.8
CPT0001180009
Tumor
-0.8
CPT0089480003
Normal
-0.9
CPT0025350003
Tumor
-0.9
CPT0066430001
Normal
-0.9
CPT0084560003
Tumor
-1.0
CPT0075130003
Tumor
-1.0
CPT0069160003
Tumor
-1.0
CPT0088690003
Tumor
-1.1
CPT0081880003
Tumor
-1.1
CPT0001340003
Tumor
-1.3
CPT0088970003
Tumor
-1.4
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.