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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.
MCCC1 is not prognostic in Colon Adenocarcinoma (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
13.0
Number of samples
254
Samples
Sample
Description
TPM
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
42.6
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
40.8
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
28.6
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
27.6
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
27.3
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
27.2
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
26.6
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
26.2
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
26.1
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
25.7
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
25.1
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
24.6
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
23.7
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
23.4
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
22.5
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
22.4
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
22.1
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
21.8
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
21.6
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
21.2
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
20.9
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
20.9
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
20.8
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
20.7
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
20.1
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
20.1
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
19.7
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
19.6
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
19.5
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
19.5
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
19.1
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
18.9
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
18.8
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
18.8
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
18.7
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
18.7
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
18.4
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
18.0
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
18.0
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
17.9
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
17.8
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
17.8
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
17.7
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
17.7
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
17.6
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
17.4
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
17.3
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
17.3
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
17.3
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
17.1
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
16.7
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
16.6
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
16.6
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
16.6
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
16.6
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
16.5
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
16.1
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
16.1
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
16.1
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
16.1
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
15.9
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
15.8
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
15.7
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
15.7
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
15.6
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
15.5
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
15.4
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
15.4
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
15.4
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
15.3
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
15.3
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
15.2
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
15.1
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
15.1
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
14.8
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
14.8
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
14.8
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
14.7
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
14.7
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
14.6
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
14.5
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
14.5
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
14.5
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
14.4
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
14.3
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
14.3
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
14.3
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
14.2
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
14.1
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
14.0
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
14.0
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
14.0
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
13.9
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
13.9
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
13.9
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
13.9
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
13.8
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
13.8
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
13.7
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
13.6
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
13.5
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
13.4
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
13.3
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
13.3
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
13.3
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
13.2
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
13.2
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
13.2
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
13.1
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
13.1
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
13.0
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
13.0
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
12.9
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
12.6
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
12.6
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
12.6
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
12.6
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
12.5
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
12.4
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
12.3
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
12.3
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
12.3
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
12.3
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
12.2
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
12.2
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
12.2
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
12.2
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
12.1
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
12.0
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
12.0
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
12.0
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
12.0
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
11.9
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
11.8
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
11.8
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
11.8
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
11.7
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
11.6
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
11.6
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
11.6
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
11.5
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
11.3
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
11.3
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
11.2
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
11.2
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
11.1
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
11.1
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
11.0
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
10.9
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
10.9
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
10.8
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
10.8
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
10.8
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
10.8
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
10.8
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
10.8
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
10.7
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
10.6
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
10.6
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
10.5
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
10.5
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
10.5
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
10.4
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
10.4
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
10.3
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
10.3
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
10.3
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
10.2
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
10.1
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
10.0
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
10.0
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
9.9
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
9.9
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
9.9
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
9.9
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
9.9
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
9.9
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
9.9
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
9.8
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
9.8
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
9.8
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
9.7
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
9.7
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
9.4
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
9.3
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
9.3
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
9.2
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
9.1
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
9.1
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
9.1
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
9.1
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
9.1
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
9.1
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
9.0
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
8.9
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
8.9
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
8.9
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
8.9
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
8.9
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
8.8
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
8.8
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
8.7
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
8.5
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
8.5
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
8.5
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
8.4
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
8.3
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
8.3
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
8.2
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
8.2
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
8.1
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
8.1
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
8.1
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
8.1
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
8.0
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
7.9
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
7.9
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
7.8
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
7.7
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
7.7
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
7.7
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
7.7
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
7.6
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
7.6
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
7.5
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
7.5
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
7.5
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
7.4
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
7.4
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
7.1
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
7.0
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
6.8
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
6.8
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
6.5
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
6.5
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
6.3
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
6.3
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
6.2
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
6.2
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
6.1
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
6.0
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
6.0
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
5.6
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
5.6
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
5.6
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
5.2
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
4.8
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
4.7
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
4.7
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
4.1
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
3.9
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
3.8
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
2.9
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 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.
MCCC1 is not prognostic in Colon Adenocarcinoma (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
17.8
Number of samples
486
Samples
Sample
Description
TPM
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
77.7
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
48.8
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
37.1
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
36.9
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
33.6
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
33.2
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
32.7
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
32.5
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
32.1
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
31.8
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
31.3
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
31.1
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
29.6
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
29.5
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
29.2
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
29.1
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
29.1
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
28.9
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
28.8
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
28.8
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
28.0
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
27.8
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
27.4
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
27.1
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
27.1
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
27.1
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
27.0
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
26.9
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
26.7
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
26.7
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
26.6
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
26.5
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
26.4
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
26.1
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
26.1
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
26.0
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
25.8
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
25.8
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
25.6
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
25.4
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
25.3
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
24.7
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
24.7
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
24.6
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
24.5
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
24.5
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
24.4
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
24.1
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
24.1
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
24.1
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
24.0
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
23.9
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
23.8
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
23.7
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
23.7
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
23.7
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
23.7
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
23.5
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
23.5
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
23.4
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
23.4
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
23.3
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
23.3
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
23.2
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
23.0
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
23.0
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
22.9
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
22.9
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
22.8
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
22.8
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
22.7
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
22.7
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
22.7
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
22.6
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
22.6
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
22.5
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
22.5
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
22.5
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
22.4
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
22.4
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
22.4
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
22.3
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
22.2
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
22.2
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
22.2
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
22.1
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
22.1
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
21.9
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
21.8
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
21.7
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
21.7
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
21.6
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
21.6
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
21.6
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
21.5
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
21.5
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
21.5
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
21.5
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
21.5
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
21.5
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
21.4
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
21.4
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
21.3
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
21.2
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
21.1
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
21.1
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
21.1
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
21.0
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
20.9
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
20.7
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
20.7
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
20.7
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
20.6
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
20.6
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
20.6
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
20.6
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
20.6
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
20.5
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
20.5
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
20.5
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
20.5
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
20.5
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
20.4
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
20.4
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
20.3
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
20.3
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
20.3
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
20.2
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
20.2
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
20.1
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
20.0
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
20.0
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
20.0
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
20.0
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
19.9
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
19.9
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
19.8
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
19.8
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
19.8
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
19.8
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
19.8
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
19.7
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
19.7
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
19.6
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
19.6
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
19.6
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
19.6
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
19.5
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
19.5
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
19.5
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
19.5
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
19.4
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
19.4
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
19.4
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
19.4
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
19.4
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
19.4
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
19.4
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
19.3
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
19.3
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
19.3
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
19.2
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
19.2
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
19.2
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
19.2
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
19.2
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
19.1
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
19.1
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
19.1
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
19.1
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
19.0
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
19.0
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
19.0
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
18.9
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
18.9
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
18.9
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
18.9
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
18.8
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
18.7
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
18.7
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
18.7
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
18.7
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
18.6
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
18.6
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
18.6
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
18.6
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
18.6
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
18.5
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
18.5
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
18.5
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
18.4
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
18.4
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
18.4
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
18.4
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
18.3
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
18.3
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
18.3
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
18.3
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
18.3
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
18.3
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
18.3
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
18.2
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
18.2
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
18.2
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
18.2
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
18.1
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
18.1
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
18.1
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
18.1
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
18.1
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
18.0
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
18.0
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
18.0
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
18.0
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
17.9
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
17.9
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
17.9
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
17.8
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
17.8
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
17.8
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
17.8
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
17.7
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
17.7
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
17.7
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
17.7
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
17.7
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
17.7
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
17.7
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
17.6
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
17.6
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
17.6
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
17.6
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
17.5
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
17.5
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
17.5
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
17.5
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
17.4
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
17.4
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
17.4
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
17.3
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
17.3
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
17.3
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
17.3
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
17.3
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
17.2
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
17.2
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
17.2
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
17.2
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
17.2
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
17.1
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
17.1
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
17.1
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
17.1
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
17.1
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
17.1
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
17.1
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
17.1
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
17.0
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
17.0
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
17.0
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
16.9
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
16.9
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
16.9
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
16.9
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
16.8
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
16.8
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
16.8
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
16.7
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
16.7
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
16.7
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
16.6
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
16.6
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
16.6
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
16.6
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
16.6
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
16.5
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
16.5
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
16.5
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
16.5
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
16.4
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
16.4
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
16.4
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
16.4
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
16.4
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
16.4
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
16.3
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
16.3
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
16.3
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
16.2
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
16.2
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
16.2
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
16.2
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
16.2
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
16.1
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
16.1
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
16.1
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
16.1
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
16.1
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
16.0
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
16.0
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
15.9
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
15.9
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
15.9
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
15.8
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
15.7
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
15.7
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
15.7
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
15.6
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
15.6
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
15.6
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
15.6
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
15.6
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
15.6
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
15.5
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
15.5
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
15.5
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
15.5
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
15.4
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
15.4
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
15.4
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
15.4
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
15.4
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
15.4
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
15.4
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
15.3
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
15.3
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
15.2
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
15.2
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
15.1
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
15.1
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
15.0
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
15.0
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
15.0
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
15.0
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
14.9
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
14.9
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
14.9
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
14.9
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
14.9
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
14.8
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
14.8
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
14.7
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
14.7
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
14.7
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
14.7
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
14.7
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
14.7
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
14.7
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
14.7
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
14.7
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
14.6
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
14.6
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
14.5
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
14.5
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
14.5
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
14.4
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
14.4
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
14.4
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
14.4
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
14.3
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
14.3
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
14.3
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
14.3
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
14.2
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
14.2
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
14.2
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
14.1
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
14.1
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
14.1
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
14.1
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
14.1
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
14.1
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
14.1
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
14.0
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
13.9
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
13.9
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
13.8
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
13.8
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
13.8
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
13.8
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
13.7
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
13.7
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
13.7
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
13.7
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
13.7
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
13.7
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
13.7
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
13.6
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
13.6
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
13.5
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
13.5
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
13.5
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
13.5
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
13.4
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
13.4
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
13.3
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
13.3
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
13.3
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
13.3
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
13.2
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
13.2
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
13.2
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
13.1
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
13.1
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
13.1
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
13.1
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
13.1
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
13.0
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
13.0
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
13.0
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
13.0
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
13.0
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
13.0
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
12.9
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
12.9
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
12.9
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
12.7
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
12.7
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
12.7
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
12.6
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
12.6
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
12.5
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
12.5
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
12.5
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
12.5
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
12.5
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
12.4
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
12.4
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
12.3
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
12.3
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
12.3
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
12.2
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
12.2
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
12.2
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
12.1
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
12.0
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
12.0
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
12.0
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
11.9
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
11.9
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
11.9
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
11.8
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
11.7
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
11.6
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
11.6
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
11.6
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
11.5
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
11.4
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
11.3
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
11.2
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
11.1
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
11.1
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
11.0
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
10.9
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
10.9
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
10.9
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
10.8
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
10.8
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
10.7
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
10.5
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
10.5
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
10.5
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
10.4
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
10.4
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
10.3
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
10.3
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
10.3
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
10.3
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
10.2
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
10.2
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
10.0
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
10.0
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
9.9
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
9.9
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
9.9
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
9.6
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
9.5
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
9.3
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
8.9
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
8.6
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
8.1
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
7.6
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
7.5
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
7.5
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
0.8
U0074
0 years, female, NA, stage:T3N0M0, dead, 1438 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.
MCCC1 is not prognostic in Rectum Adenocarcinoma (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
12.8
Number of samples
88
Samples
Sample
Description
TPM
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
33.5
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
32.9
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
28.2
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
25.3
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
24.0
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
23.7
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
22.7
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
22.3
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
22.3
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
21.5
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
20.6
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
20.0
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
18.9
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
18.9
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
18.8
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
18.0
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
17.8
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
17.2
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
16.1
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
15.8
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
15.8
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
15.5
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
15.4
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
14.8
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
14.5
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
14.1
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
14.0
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
14.0
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
13.9
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
13.6
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
13.2
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
13.2
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
13.2
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
13.2
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
13.1
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
13.1
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
13.1
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
12.9
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
12.5
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
12.5
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
12.2
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
12.1
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
12.0
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
11.9
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
11.7
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
11.6
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
11.6
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
11.5
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
11.5
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
11.4
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
11.3
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
11.1
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
10.8
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
10.8
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
10.6
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
10.4
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
10.4
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
10.4
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
10.3
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
10.1
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
9.9
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
9.6
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
9.6
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
9.4
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
9.4
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
9.4
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
9.0
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
9.0
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
8.8
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
8.5
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
8.5
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
8.2
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
8.2
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
7.8
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
7.6
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
7.1
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
6.4
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
6.3
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
5.9
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
5.9
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
5.4
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
4.9
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
4.3
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
3.9
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
3.4
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
2.6
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 days
2.5
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 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.
MCCC1 is not prognostic in Rectum Adenocarcinoma (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
207
Samples
Sample
Description
TPM
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
37.9
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
32.8
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
30.9
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
27.2
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
27.0
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
26.3
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
26.1
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
26.0
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
25.3
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
24.5
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
24.0
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
24.0
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
24.0
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
23.7
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
23.6
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
23.5
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
23.5
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
23.4
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
23.3
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
23.2
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
23.0
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
22.8
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
22.5
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
22.2
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
22.1
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
21.9
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
21.9
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
21.7
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
21.5
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
21.5
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
21.4
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
21.3
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
21.2
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
21.2
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
21.1
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
21.0
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
20.8
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
20.6
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
20.6
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
20.5
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
20.4
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
20.4
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
20.4
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
20.3
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
20.3
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
20.2
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
20.1
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
20.0
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
19.9
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
19.9
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
19.8
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
19.7
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
19.6
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
19.5
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
19.5
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
19.5
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
19.2
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
19.1
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
19.1
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
19.0
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
19.0
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
18.9
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
18.9
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
18.9
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
18.8
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
18.5
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
18.4
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
18.4
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
18.3
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
18.3
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
18.3
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
18.3
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
18.2
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
18.1
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
18.1
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
18.1
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
18.0
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
18.0
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
17.9
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
17.9
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
17.9
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
17.9
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
17.8
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
17.7
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
17.6
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
17.6
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
17.5
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
17.4
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
17.3
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
17.2
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
17.2
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
17.1
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
17.0
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
16.8
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
16.8
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
16.8
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
16.8
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
16.8
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
16.7
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
16.6
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
16.6
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
16.6
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
16.5
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
16.5
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
16.3
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
16.3
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
16.2
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
16.2
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
16.1
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
16.0
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
16.0
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
15.9
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
15.9
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
15.9
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
15.8
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
15.7
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
15.7
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
15.6
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
15.6
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
15.5
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
15.5
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
15.5
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
15.5
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
15.4
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
15.4
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
15.3
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
15.3
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
15.3
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
15.2
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
15.2
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
15.1
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
15.1
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
15.0
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
15.0
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
15.0
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
15.0
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
14.6
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
14.6
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
14.6
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
14.6
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
14.5
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
14.4
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
14.3
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
14.3
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
14.3
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
14.1
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
14.1
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
13.9
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
13.9
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
13.9
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
13.9
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
13.7
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
13.7
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
13.6
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
13.6
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
13.5
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
13.4
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
13.3
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
13.3
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
13.2
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
13.2
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
13.2
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
13.1
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
13.1
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
13.1
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
13.0
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
13.0
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
12.9
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
12.8
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
12.4
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
12.3
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
12.2
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
12.1
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
12.1
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
12.1
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
12.0
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
12.0
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
11.9
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
11.9
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
11.9
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
11.6
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
11.5
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
11.1
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
11.1
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
11.0
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
11.0
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
11.0
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
10.9
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
10.9
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
10.9
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
10.8
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
10.8
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
10.7
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
10.6
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
10.1
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
10.0
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
9.8
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
9.7
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
9.7
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
9.6
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
9.5
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
9.3
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
9.3
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
9.1
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
8.9
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
8.1
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
7.4
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
a90eb718-6a8f-4cbf-89c1-f9e9bd_D2
Tumor
1.2
42216d99-e8ff-43c9-b6db-28c3a6_D3
Tumor
0.9
87408d9e-4029-4e8f-b14c-8efc04_D3
Tumor
0.9
820a3f08-5bb1-44b3-a133-ee167e_D2
Tumor
0.8
8cc7e656-0152-4359-8566-0581c3
Tumor
0.7
e196a0b4-2a05-43de-bb30-ceb761_D2
Tumor
0.7
0784c7b3-e6a4-42a8-9288-eb4ba0_D2
Normal
0.7
a84149b1-8453-45f0-8400-d7b12f_D2
Normal
0.7
8fab37a4-cdf9-4ce8-9081-7b9148_D2
Normal
0.6
5e886f1c-8165-4232-9591-d80799_D2
Normal
0.6
f6afe41c-111d-4818-8485-fe95e0_D2
Tumor
0.5
f6173181-0993-4a5f-a4cd-5f30b1_D2
Tumor
0.5
f9d6fb1b-988e-4D88-9272-cc672f_D8
Tumor
0.5
9bf309bc-0fb6-4060-aba2-888eb3_D2
Tumor
0.5
5cf5e61d-21ff-4678-9126-14e9bb_D2
Normal
0.4
2167c594-c33f-4795-b95b-69bd07_D2
Tumor
0.4
c2c53076-b5db-4b7d-983c-a35740_D3
Tumor
0.4
c307b7b0-534a-45fa-a420-35f773_D2
Normal
0.4
c7aeb685-31b3-445e-8177-a3e729_D3
Tumor
0.4
321fb3b2-ebb6-4ea5-b737-081264_D2
Tumor
0.4
fc9b09af-23b8-4ffe-b6c6-41236d_D2
Normal
0.4
cd89ffbb-574a-4052-bd9a-00c890_D2
Tumor
0.4
46dfc1e4-0110-4d9f-888e-6a29ab_D2
Normal
0.3
7bdfa5c9-d11f-4600-9c44-a87996_D2
Normal
0.3
cc271b3d-ed33-481f-9d23-15f2f6_D2
Normal
0.3
dfdf03a6-c324-4d8c-a909-ea7345_D2
Tumor
0.3
43bc845e-d22e-4c10-b3e8-bc54e6_D2
Normal
0.3
5347d2ce-df0c-4d81-a3e2-22db11_D2
Normal
0.3
211cbcef-cb1f-4c80-a1c8-a76d3c_D2
Normal
0.3
515040a4-bbfb-4a15-9e53-e7b6e6_D2
Normal
0.3
9a48cf57-e1f0-4ea1-9804-d563f2_D2
Normal
0.3
1425a1a1-c835-47a2-a9b9-4db5d0_D8
Tumor
0.3
88c621d7-7fb3-4825-abbe-82ae4c_D2
Normal
0.3
019cd0c0-733d-4b25-90e3-d54ce0_D2
Normal
0.3
3e8019e8-125f-4615-a1fa-a448e9_D2
Normal
0.3
5c70e654-583c-4dd3-ad42-0d9b39_D2
Normal
0.3
64ed43a2-f083-43cb-9d0d-118495_D2
Normal
0.3
377cdd37-d1bd-4042-997e-478a0f_D2
Normal
0.3
1ab06c24-ffc0-4323-a0cc-e9f5c5_D2
Tumor
0.2
092c5a37-325b-4181-b230-2d8fff_D2
Tumor
0.2
722378ea-d1a7-4cfc-aca5-ba45f9_D8
Tumor
0.2
0d5554d1-1653-4589-a44f-43113e_D2
Normal
0.2
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Tumor
0.2
cfb4831f-e9ee-4e11-80fb-958f6f_D2
Tumor
0.2
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Normal
0.2
7478980a-60fb-4f5e-aa1c-2d7941_D2
Normal
0.2
526c3664-5b9b-4a2b-a00e-a14623_D2
Tumor
0.2
067db520-1b1f-4569-9414-e37a6e_D2
Normal
0.2
1f79fed9-f0d4-4c45-acd2-ea1441_D2
Normal
0.2
05a33362-82bb-48ac-8feb-ad2ea1_D2
Tumor
0.2
a467b905-fc0b-427b-8753-6d38dd_D3
Tumor
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
2cc46aec-6142-4fb9-aca5-c442b9_D2
Normal
0.2
87b0e853-43ea-4efb-8a22-dd221f_D2
Normal
0.2
e515eb5c-8005-416a-9b42-59de9d_D8
Tumor
0.2
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Normal
0.2
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Normal
0.2
b871c0c1-a97b-4ac1-887c-0317b6_D2
Normal
0.2
6d9f8b06-f28c-4e9b-823b-33ebb7_D2
Normal
0.2
b2978e90-cd2a-4665-b1bf-508a99_D2
Normal
0.2
1bf00d93-240f-47e8-8055-f546b0_D2
Normal
0.2
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
cbd0e774-c741-4753-9c9e-391a7d_D2
Normal
0.1
7fd2eea8-bf99-4f97-8b9e-fb703f_D2
Normal
0.1
76498650-fdbf-4f5d-a19a-cce9a2_D2
Normal
0.1
23e938d0-92b8-4aea-90c1-4385df_D2
Normal
0.1
573048dd-2502-40e0-8e8c-c41bb8_D3
Tumor
0.1
4c9dcc8c-ccdc-4336-8e23-107feb_D2
Normal
0.1
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Normal
0.1
bda3787a-1397-4716-bb17-4992a8_D2
Normal
0.1
cd3a9d59-bf13-48f3-ae97-bdbca4_D2
Normal
0.1
63c1f7ac-b1ae-4c28-95aa-ce21e5_D2
Normal
0.1
0065bfd9-e1b9-43a8-9379-9658ba_D3
Tumor
0.1
6797a69d-2f74-44b9-8147-cd4fac_D2
Normal
0.1
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
2f8b02e4-1848-4abc-a95e-dd9eb5_D3
Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
62627b73-1763-48bc-8eea-e5bd76_D2
Normal
-0.1
8b9e4266-7754-4f2c-ac9e-329905_D2
Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Normal
-0.2
a5c8bf1d-776c-406f-82a3-2d9ce6_D2
Normal
-0.2
51590333-cfe5-4ce5-b8ff-58fa3c_D2
Normal
-0.2
f69deaeb-6b6f-4c61-8900-fd0f26_D3
Tumor
-0.2
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Normal
-0.2
206f3bd9-f62c-4663-8fdb-5b731b_D2
Normal
-0.2
2b810478-7956-4a8b-870d-184859_D2
Tumor
-0.2
348f6009-e1be-44d2-a093-9ca844_D2
Normal
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Normal
-0.2
7fd386f0-e7f6-4ee1-9cd7-b3318a_D2
Normal
-0.2
411d9597-c785-4de5-b449-29a80d_D2
Normal
-0.2
695b0b00-a86b-43c0-a6c8-50a840_D3
Tumor
-0.2
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Tumor
-0.2
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Normal
-0.2
c1b66358-d103-493c-b8ec-92c43b_D1
Tumor
-0.2
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Normal
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Normal
-0.2
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Tumor
-0.2
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Normal
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.4
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Tumor
-0.4
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Normal
-0.4
5f823547-ee16-45b7-a6a0-ef25d6_D3
Tumor
-0.4
0aef1fe8-ca61-4113-81d0-d82ee7_D2
Tumor
-0.4
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Tumor
-0.4
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Tumor
-0.4
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Tumor
-0.4
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Normal
-0.4
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Tumor
-0.4
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Normal
-0.4
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Tumor
-0.5
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Tumor
-0.5
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Tumor
-0.5
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Tumor
-0.5
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Tumor
-0.5
e8faa3a7-9fc7-428e-9334-a0afd0_D3
Tumor
-0.5
66b829db-1cdd-460d-b2f3-0e9ca9_D3
Tumor
-0.5
21cab01c-e968-42cc-9651-1e53c0_D3
Tumor
-0.6
79097be1-cd36-4a23-99d1-3d744f_D2
Tumor
-0.7
Show allShow less
COLORECTAL 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.