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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.
EMC1 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
15.8
Number of samples
254
Samples
Sample
Description
TPM
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
35.2
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
34.2
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
33.7
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
31.8
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
31.7
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
31.1
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
31.1
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
30.4
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
30.3
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
28.9
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
28.1
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
27.0
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
26.4
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
26.1
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
26.0
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
25.3
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
25.2
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
24.5
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
24.5
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
24.4
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
24.3
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
24.2
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
24.2
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
23.9
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
23.7
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
23.1
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
23.1
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
23.0
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
23.0
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
23.0
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
22.9
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
22.6
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
22.5
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
22.4
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
22.4
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
22.2
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
22.1
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
21.9
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
21.8
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
21.7
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
21.6
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
21.5
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
21.4
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
21.3
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
21.1
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
20.8
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
20.8
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
20.6
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
20.5
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
20.3
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
20.3
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
20.3
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
20.2
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
20.1
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
20.1
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
20.0
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
19.9
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
19.8
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
19.8
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
19.6
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
19.4
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
19.3
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
19.3
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
19.3
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
19.2
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
19.2
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
19.1
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
19.0
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
19.0
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
18.6
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
18.5
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
18.5
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
18.4
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
18.4
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
18.3
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
18.3
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
18.3
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
18.2
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
18.2
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
18.2
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
18.2
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
18.1
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
18.1
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
18.1
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
18.0
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
18.0
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
18.0
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
17.8
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
17.4
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
17.4
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
17.2
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
17.2
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
17.1
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
17.1
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
17.0
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
17.0
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
17.0
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
17.0
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
16.9
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
16.7
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
16.6
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
16.4
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
16.3
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
16.2
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
16.2
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
16.2
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
16.1
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
16.1
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
16.0
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
16.0
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
15.9
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
15.8
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
15.6
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
15.6
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
15.6
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
15.5
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
15.5
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
15.4
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
15.3
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
15.2
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
15.1
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
15.1
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
15.1
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
14.9
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
14.9
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
14.8
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
14.8
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
14.8
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
14.8
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
14.7
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
14.6
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
14.6
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
14.6
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
14.5
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
14.5
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
14.4
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
14.2
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
14.2
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
14.2
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
14.2
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
14.1
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
14.1
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
14.1
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
14.0
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
14.0
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
14.0
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
13.9
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
13.9
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
13.8
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
13.8
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
13.8
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
13.7
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
13.7
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
13.6
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
13.6
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
13.5
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
13.5
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
13.4
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
13.3
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
13.3
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
13.3
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
13.3
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
13.2
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
13.1
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
13.1
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
13.0
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
13.0
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
13.0
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
12.9
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
12.9
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
12.8
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
12.7
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
12.7
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
12.6
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
12.6
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
12.5
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
12.5
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
12.5
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
12.4
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
12.4
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
12.3
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
12.3
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
12.2
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
12.2
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
12.2
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
12.1
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
12.1
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
12.1
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
12.0
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
12.0
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
12.0
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
12.0
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
11.8
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
11.8
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
11.8
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
11.8
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
11.8
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
11.7
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
11.7
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
11.5
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
11.3
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
11.3
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
11.2
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
11.1
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
11.0
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
11.0
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
10.9
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
10.8
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
10.8
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
10.8
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
10.7
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
10.5
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
10.4
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
10.4
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
10.3
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
10.3
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
10.2
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
9.9
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
9.5
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
9.5
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
9.5
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
9.4
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
9.2
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
9.1
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
9.1
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
9.1
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
9.0
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
9.0
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
8.8
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
8.6
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
8.5
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
8.4
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
8.1
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
8.1
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
8.0
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
8.0
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
7.9
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
7.8
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
7.8
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
7.8
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
7.8
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
7.7
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
7.7
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
7.3
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
6.9
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
6.8
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
6.4
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
6.4
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
6.3
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
6.1
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
5.0
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
4.9
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
4.7
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 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.
EMC1 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
23.8
Number of samples
486
Samples
Sample
Description
TPM
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
67.9
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
51.9
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
46.9
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
45.9
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
45.5
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
42.8
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
41.8
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
40.5
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
40.1
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
38.6
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
38.6
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
38.5
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
37.8
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
37.4
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
37.0
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
37.0
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
36.6
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
36.5
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
36.4
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
36.4
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
36.2
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
35.9
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
35.9
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
35.4
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
35.2
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
35.2
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
35.1
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
35.0
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
34.9
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
34.8
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
34.7
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
34.7
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
34.5
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
34.5
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
34.1
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
34.0
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
33.9
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
33.7
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
33.7
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
33.7
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
33.5
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
33.2
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
33.0
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
32.9
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
32.7
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
32.7
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
32.6
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
32.4
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
32.4
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
32.3
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
32.3
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
32.3
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
31.9
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
31.8
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
31.8
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
31.6
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
31.6
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
31.5
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
31.4
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
31.3
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
31.2
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
31.0
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
31.0
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
30.9
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
30.8
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
30.6
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
30.5
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
30.4
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
30.2
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
30.1
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
30.0
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
29.8
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
29.7
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
29.7
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
29.6
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
29.4
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
29.3
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
29.2
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
29.1
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
29.1
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
28.9
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
28.9
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
28.8
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
28.8
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
28.8
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
28.8
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
28.7
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
28.6
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
28.6
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
28.6
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
28.4
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
28.4
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
28.3
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
28.3
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
28.3
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
28.3
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
28.2
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
28.2
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
28.2
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
28.2
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
28.2
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
28.1
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
28.1
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
28.1
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
28.0
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
28.0
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
28.0
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
27.9
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
27.9
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
27.9
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
27.7
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
27.6
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
27.6
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
27.6
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
27.5
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
27.4
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
27.4
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
27.4
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
27.3
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
27.3
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
27.3
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
27.2
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
27.2
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
27.1
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
27.1
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
27.0
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
27.0
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
27.0
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
26.9
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
26.9
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
26.9
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
26.8
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
26.8
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
26.8
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
26.8
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
26.7
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
26.7
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
26.6
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
26.6
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
26.6
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
26.6
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
26.6
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
26.6
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
26.5
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
26.5
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
26.5
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
26.4
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
26.3
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
26.3
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
26.3
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
26.3
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
26.3
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
26.3
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
26.3
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
26.2
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
26.2
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
26.2
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
26.2
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
26.1
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
26.1
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
26.1
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
26.0
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
26.0
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
26.0
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
26.0
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
25.9
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
25.9
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
25.9
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
25.8
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
25.8
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
25.8
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
25.8
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
25.8
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
25.7
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
25.7
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
25.6
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
25.6
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
25.6
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
25.6
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
25.5
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
25.5
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
25.5
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
25.5
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
25.5
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
25.4
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
25.3
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
25.3
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
25.2
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
25.2
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
25.2
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
25.1
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
25.1
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
25.1
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
25.1
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
25.0
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
25.0
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
25.0
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
25.0
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
25.0
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
25.0
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
24.9
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
24.9
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
24.9
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
24.8
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
24.8
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
24.7
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
24.7
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
24.7
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
24.7
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
24.6
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
24.6
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
24.5
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
24.4
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
24.4
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
24.4
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
24.4
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
24.3
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
24.3
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
24.2
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
24.2
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
24.2
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
24.2
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
24.1
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
24.0
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
23.9
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
23.9
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
23.9
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
23.9
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
23.8
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
23.8
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
23.8
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
23.8
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
23.8
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
23.8
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
23.8
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
23.7
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
23.5
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
23.5
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
23.5
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
23.4
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
23.4
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
23.3
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
23.3
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
23.3
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
23.3
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
23.3
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
23.3
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
23.3
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
23.2
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
23.2
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
23.2
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
23.2
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
23.1
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
23.1
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
23.1
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
23.1
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
23.0
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
23.0
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
22.9
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
22.8
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
22.8
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
22.8
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
22.8
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
22.8
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
22.7
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
22.7
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
22.7
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
22.7
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
22.6
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
22.6
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
22.5
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
22.4
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
22.4
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
22.4
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
22.4
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
22.4
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
22.4
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
22.3
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
22.3
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
22.3
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
22.3
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
22.3
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
22.3
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
22.2
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
22.2
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
22.2
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
22.1
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
22.1
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
22.1
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
22.1
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
22.0
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
22.0
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
22.0
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
22.0
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
21.9
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
21.9
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
21.9
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
21.8
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
21.8
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
21.8
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
21.7
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
21.6
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
21.6
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
21.5
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
21.5
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
21.5
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
21.5
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
21.4
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
21.4
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
21.2
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
21.2
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
21.2
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
21.1
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
21.1
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
21.1
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
21.1
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
21.1
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
21.1
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
21.0
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
21.0
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
21.0
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
21.0
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
21.0
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
21.0
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
20.9
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
20.9
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
20.9
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
20.8
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
20.7
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
20.7
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
20.7
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
20.7
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
20.6
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
20.6
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
20.6
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
20.3
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
20.3
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
20.2
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
20.2
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
20.2
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
20.2
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
20.1
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
20.1
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
20.0
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
20.0
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
20.0
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
20.0
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
20.0
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
20.0
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
19.8
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
19.5
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
19.5
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
19.5
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
19.4
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
19.4
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
19.4
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
19.4
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
19.4
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
19.3
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
19.3
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
19.3
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
19.3
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
19.2
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
19.2
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
19.1
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
19.1
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
19.0
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
19.0
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
19.0
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
18.9
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
18.9
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
18.9
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
18.8
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
18.8
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
18.7
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
18.7
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
18.7
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
18.6
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
18.6
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
18.6
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
18.6
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
18.6
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
18.5
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
18.5
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
18.5
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
18.5
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
18.4
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
18.4
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
18.4
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
18.4
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
18.4
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
18.3
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
18.3
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
18.3
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
18.2
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
18.2
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
18.2
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
18.1
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
18.1
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
18.1
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
18.1
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
18.1
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
18.0
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
17.8
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
17.8
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
17.7
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
17.7
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
17.7
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
17.6
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
17.6
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
17.5
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
17.5
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
17.4
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
17.4
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
17.4
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
17.4
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
17.3
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
17.3
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
17.2
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
17.2
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
17.1
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
17.1
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
17.1
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
16.9
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
16.9
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
16.9
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
16.8
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
16.8
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
16.7
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
16.7
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
16.7
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
16.6
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
16.6
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
16.5
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
16.5
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
16.5
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
16.3
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
16.3
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
16.3
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
16.3
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
16.3
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
16.1
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
16.1
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
15.9
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
15.9
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
15.8
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
15.8
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
15.8
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
15.7
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
15.7
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
15.6
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
15.6
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
15.6
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
15.5
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
15.4
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
15.4
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
15.4
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
15.3
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
15.2
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
15.1
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
14.9
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
14.7
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
14.7
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
14.7
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
14.7
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
14.6
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
13.9
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
13.9
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
13.8
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
13.5
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
13.3
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
13.1
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
13.0
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
13.0
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
13.0
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
12.6
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
12.3
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
11.9
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
11.6
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
11.5
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
11.3
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
10.2
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
9.2
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
7.5
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
0.6
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.
EMC1 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
15.1
Number of samples
88
Samples
Sample
Description
TPM
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
40.5
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
31.2
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
29.8
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
27.5
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
27.4
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
27.3
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
27.3
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
26.7
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
25.8
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
24.8
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
24.3
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
22.8
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
22.8
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
21.7
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
21.5
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
21.1
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
21.0
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
20.9
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
20.9
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
20.6
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
20.5
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
20.3
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
19.9
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
19.6
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
19.2
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
18.9
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
18.3
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
18.3
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
17.8
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
17.1
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
16.8
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
15.9
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
15.5
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
14.9
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
14.7
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
14.6
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
14.6
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
14.5
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
14.3
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
14.3
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
14.3
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
13.8
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
13.7
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
13.5
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
13.5
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
13.4
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
13.1
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
12.8
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
12.8
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
12.7
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
12.5
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
12.4
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
12.3
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
12.3
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
12.2
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
12.2
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
12.2
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
12.2
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
12.2
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
12.0
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
11.9
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
11.4
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
11.1
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
10.9
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
10.9
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
10.7
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
9.9
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
9.8
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
9.4
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
9.4
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
9.2
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
9.1
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
8.7
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
8.3
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
8.3
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
8.1
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
8.0
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
7.9
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
7.6
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
7.4
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 days
7.3
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
7.1
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
6.8
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
6.4
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
6.0
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
5.5
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
5.0
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.
EMC1 is potential prognostic, high expression is favorable 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
20.5
Number of samples
207
Samples
Sample
Description
TPM
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
41.7
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
40.8
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
36.6
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
36.2
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
34.1
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
34.1
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
34.1
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
32.9
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
31.8
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
31.7
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
31.7
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
31.4
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
30.4
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
30.1
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
29.9
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
29.6
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
29.5
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
29.1
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
28.8
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
28.5
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
28.2
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
28.1
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
27.9
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
27.7
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
27.5
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
27.3
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
26.9
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
26.9
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
26.8
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
26.3
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
26.3
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
26.3
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
26.1
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
26.1
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
25.9
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
25.9
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
25.8
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
25.7
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
25.5
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
25.5
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
25.4
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
25.3
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
25.2
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
25.2
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
25.1
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
25.1
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
24.8
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
24.5
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
24.4
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
24.3
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
24.1
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
24.1
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
24.0
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
23.9
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
23.8
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
23.7
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
23.6
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
23.4
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
23.3
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
23.3
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
23.3
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
23.2
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
23.1
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
23.1
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
23.0
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
23.0
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
22.9
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
22.6
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
22.6
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
22.6
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
22.4
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
22.4
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
22.2
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
22.1
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
22.1
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
21.9
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
21.7
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
21.6
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
21.6
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
21.5
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
21.5
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
21.5
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
21.5
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
21.4
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
21.3
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
21.2
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
21.2
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
21.2
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
21.1
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
21.1
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
20.9
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
20.8
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
20.8
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
20.8
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
20.8
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
20.7
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
20.6
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
20.3
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
20.1
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
20.1
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
19.9
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
19.8
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
19.8
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
19.6
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
19.6
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
19.6
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
19.5
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
19.5
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
19.5
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
19.4
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
19.4
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
19.4
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
19.1
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
19.1
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
19.1
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
18.9
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
18.9
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
18.9
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
18.8
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
18.5
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
18.4
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
18.4
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
18.4
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
18.2
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
18.1
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
18.1
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
18.1
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
18.0
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
17.9
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
17.6
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
17.5
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
17.5
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
17.5
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
17.4
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
17.4
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
17.3
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
17.3
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
17.3
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
17.3
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
17.2
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
17.1
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
17.1
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
17.1
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
17.1
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
17.0
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
17.0
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
17.0
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
16.9
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
16.9
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
16.9
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
16.9
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
16.9
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
16.8
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
16.6
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
16.6
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
16.3
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
16.3
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
16.1
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
16.0
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
16.0
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
16.0
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
15.8
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
15.7
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
15.6
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
15.6
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
15.4
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
15.4
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
15.3
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
15.3
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
15.2
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
15.2
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
15.1
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
15.1
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
14.8
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
14.7
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
14.7
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
14.5
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
14.4
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
14.4
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
14.3
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
14.3
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
14.2
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
14.1
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
14.0
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
14.0
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
14.0
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
13.8
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
13.6
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
13.4
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
13.4
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
13.1
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
13.1
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
13.1
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
12.9
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
12.8
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
12.8
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
12.5
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
12.4
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
12.1
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
12.1
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
12.0
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
12.0
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
11.7
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
11.3
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
11.1
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
8.3
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
7.5
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
b2400046-1d25-429d-a821-6040a6
Tumor
0.5
8b9e4266-7754-4f2c-ac9e-329905_D2
Tumor
0.4
1ab06c24-ffc0-4323-a0cc-e9f5c5_D2
Tumor
0.4
05a33362-82bb-48ac-8feb-ad2ea1_D2
Tumor
0.3
a90eb718-6a8f-4cbf-89c1-f9e9bd_D2
Tumor
0.3
92f7419c-c57a-4b50-bdc9-4d09ca_D2
Tumor
0.3
c8694e31-2c8f-4eb6-a7ef-a137d9_D3
Tumor
0.3
5da00abd-5fa7-4deb-95f1-7982e0_D3
Tumor
0.3
c9730cb4-b52c-4ca8-9652-4509d0_D2
Tumor
0.3
41ee934e-f7a3-4ef5-8a83-e2ac56_D2
Tumor
0.2
5271982c-5de1-4d6e-b414-b1f3ef_D2
Tumor
0.2
e515eb5c-8005-416a-9b42-59de9d_D8
Tumor
0.2
c2c53076-b5db-4b7d-983c-a35740_D3
Tumor
0.2
0065bfd9-e1b9-43a8-9379-9658ba_D3
Tumor
0.2
a2f03d85-5f1a-4b3e-9dbf-74e67e_D3
Tumor
0.2
f635496c-0046-4ecd-89bc-7a4f33_D2
Tumor
0.2
f6173181-0993-4a5f-a4cd-5f30b1_D2
Tumor
0.2
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Tumor
0.2
0f757044-9bc8-4ed4-90f3-e0a49a_D3
Tumor
0.2
321fb3b2-ebb6-4ea5-b737-081264_D2
Tumor
0.2
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Normal
0.2
37219a7c-6fe2-4684-a494-d0be08_D2
Tumor
0.2
dffcac99-9eac-4717-aeb6-f4a2e7_D8
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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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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Tumor
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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Tumor
0.1
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Normal
0.1
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Normal
0.1
526c3664-5b9b-4a2b-a00e-a14623_D2
Tumor
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
98742d96-cc2f-43f0-9de2-bc7afe_D3
Tumor
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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Tumor
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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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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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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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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Tumor
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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Tumor
0.1
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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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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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Normal
0.0
348f6009-e1be-44d2-a093-9ca844_D2
Normal
0.0
3e8019e8-125f-4615-a1fa-a448e9_D2
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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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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Normal
0.0
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Tumor
0.0
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Normal
0.0
325b5314-6f3c-4d79-9b36-4e7ded_D2
Normal
0.0
820a3f08-5bb1-44b3-a133-ee167e_D2
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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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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Tumor
0.0
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Tumor
0.0
211cbcef-cb1f-4c80-a1c8-a76d3c_D2
Normal
0.0
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Normal
0.0
154115ac-2ec2-439d-b55e-0464ee_D2
Normal
0.0
372c900a-fced-4eef-9dc4-7282ec_D2
Tumor
0.0
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Normal
0.0
5347d2ce-df0c-4d81-a3e2-22db11_D2
Normal
0.0
b871c0c1-a97b-4ac1-887c-0317b6_D2
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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Tumor
0.0
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Normal
0.0
0630ecb0-b664-4e75-bb3c-fb62ee_D3
Tumor
0.0
0d5554d1-1653-4589-a44f-43113e_D2
Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
63c1f7ac-b1ae-4c28-95aa-ce21e5_D2
Normal
0.0
5de06adb-e00d-4114-8d76-04bd30_D2
Normal
0.0
377cdd37-d1bd-4042-997e-478a0f_D2
Normal
0.0
b3696374-c6c0-49dd-833e-596e26_D2
Normal
0.0
2d266d2d-4bb3-436c-a3e7-06acb2_D3
Tumor
0.0
2f8b02e4-1848-4abc-a95e-dd9eb5_D3
Tumor
-0.1
1bf00d93-240f-47e8-8055-f546b0_D2
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
4b263734-430f-41dc-a296-8691f0_D3
Tumor
-0.1
1fbb1add-4660-4ec1-b8c2-360f9f_D2
Normal
-0.1
694e8df1-d9ee-473b-bec1-4f9237_D2
Normal
-0.1
7784e2e5-c0e1-4b85-8cc1-7faac8_D2
Normal
-0.1
d0511ea6-43c3-4c61-b08e-cf49b7_D3
Tumor
-0.1
0c330883-ab58-4a5a-bff7-07d283_D2
Normal
-0.1
b6b41ba2-6415-41aa-b5f5-4d47db_D2
Normal
-0.1
974e136f-7020-4a38-b9c1-094df9_D2
Normal
-0.1
7fd386f0-e7f6-4ee1-9cd7-b3318a_D2
Normal
-0.1
c9f0f144-47f3-4d64-b29f-bcedfa_D2
Normal
-0.1
da95f6f8-be46-4ed8-a493-2c99f0_D2
Normal
-0.1
5e886f1c-8165-4232-9591-d80799_D2
Normal
-0.1
019cd0c0-733d-4b25-90e3-d54ce0_D2
Normal
-0.1
a84149b1-8453-45f0-8400-d7b12f_D2
Normal
-0.1
0784c7b3-e6a4-42a8-9288-eb4ba0_D2
Normal
-0.1
7478980a-60fb-4f5e-aa1c-2d7941_D2
Normal
-0.1
76498650-fdbf-4f5d-a19a-cce9a2_D2
Normal
-0.1
963fc8db-f412-4427-a198-23f660_D2
Normal
-0.1
a27cf22d-836e-49a7-802f-47c1db_D2
Normal
-0.1
02cde0c0-6840-495b-9b11-007d82_D2
Normal
-0.1
79097be1-cd36-4a23-99d1-3d744f_D2
Tumor
-0.1
6d9f8b06-f28c-4e9b-823b-33ebb7_D2
Normal
-0.1
47d2a435-b203-4438-ae72-53c424_D2
Normal
-0.2
067db520-1b1f-4569-9414-e37a6e_D2
Normal
-0.2
5cf5e61d-21ff-4678-9126-14e9bb_D2
Normal
-0.2
4bb08fad-fa5e-471e-978b-6b09ab_D2
Tumor
-0.2
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Normal
-0.2
2666323d-522f-4f0a-823c-ff8866_D2
Normal
-0.2
efee6bb9-69dd-46c2-85b3-b55962_D2
Normal
-0.2
7bdfa5c9-d11f-4600-9c44-a87996_D2
Normal
-0.2
c307b7b0-534a-45fa-a420-35f773_D2
Normal
-0.2
65867ab1-5eab-44a8-b2bb-d27263_D2
Normal
-0.2
c6ae57a7-65a0-438e-bae2-97b1c8_D3
Tumor
-0.2
26acb513-3ffe-49ad-8581-9dfc97_D2
Normal
-0.2
411d9597-c785-4de5-b449-29a80d_D2
Normal
-0.2
1136008b-97ce-49b0-bf24-abbea6_D2
Normal
-0.2
a313f6ef-5994-4d49-9e66-c26911_D2
Normal
-0.2
6e0d04fc-e6a8-41ed-b6f3-45537d_D2
Normal
-0.2
5a3aa99d-ca10-45f6-939f-12392a_D2
Normal
-0.3
1c070992-647b-4173-a481-904c4d_D2
Normal
-0.3
059a7065-3a5f-4eea-97e5-85ab01_D2
Normal
-0.3
6b0a3188-d8ca-4d50-a377-a8fe4c_D2
Normal
-0.3
16ac8458-5200-4302-9ad0-b311df_D2
Normal
-0.3
82157a70-12f1-4913-b548-d98881_D2
Normal
-0.3
62627b73-1763-48bc-8eea-e5bd76_D2
Normal
-0.3
206f3bd9-f62c-4663-8fdb-5b731b_D2
Normal
-0.3
1f79fed9-f0d4-4c45-acd2-ea1441_D2
Normal
-0.3
db3f5ad9-d14d-4126-a3e7-d80faa_D3
Tumor
-0.3
71b2c1cc-0a31-4ca8-8beb-251e17_D2
Normal
-0.3
3765c09a-fff7-4b37-bf2b-452b23_D2
Normal
-0.3
cc271b3d-ed33-481f-9d23-15f2f6_D2
Normal
-0.4
f6b1079b-9d67-4c63-b3d0-d562b5_D2
Tumor
-0.4
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.