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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.
TM9SF1 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
18.7
Number of samples
254
Samples
Sample
Description
TPM
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
91.3
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
47.9
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
43.4
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
42.1
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
36.0
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
34.9
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
32.6
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
30.6
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
30.6
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
30.3
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
30.3
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
29.4
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
29.4
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
29.4
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
29.4
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
29.1
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
27.9
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
27.8
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
27.7
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
27.7
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
27.2
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
26.9
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
26.5
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
26.5
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
26.4
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
26.3
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
25.9
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
25.5
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
25.4
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
25.3
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
25.3
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
25.1
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
24.9
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
24.9
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
24.7
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
24.3
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
24.1
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
24.0
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
23.9
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
23.5
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
23.5
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
23.2
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
23.0
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
23.0
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
22.8
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
22.8
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
22.8
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
22.7
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
22.6
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
22.6
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
22.5
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
22.5
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
22.4
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
22.3
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
22.3
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
22.1
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
21.9
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
21.9
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
21.8
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
21.7
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
21.5
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
21.2
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
21.1
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
21.0
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
20.9
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
20.9
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
20.9
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
20.8
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
20.8
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
20.7
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
20.6
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
20.5
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
20.4
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
20.4
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
20.3
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
20.3
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
20.3
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
20.3
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
20.3
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
20.1
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
20.1
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
20.1
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
20.1
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
20.0
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
20.0
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
20.0
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
19.9
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
19.9
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
19.9
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
19.9
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
19.8
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
19.8
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
19.8
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
19.7
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
19.7
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
19.7
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
19.6
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
19.6
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
19.6
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
19.6
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
19.4
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
19.4
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
19.2
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
19.2
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
19.1
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
19.0
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
18.9
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
18.9
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
18.8
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
18.6
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
18.6
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
18.6
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
18.5
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
18.5
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
18.4
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
18.3
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
18.2
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
18.2
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
18.2
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
18.1
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
18.0
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
18.0
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
17.9
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
17.9
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
17.8
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
17.8
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
17.8
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
17.7
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
17.6
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
17.6
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
17.5
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
17.4
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
17.3
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
17.3
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
17.3
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
17.3
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
17.3
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
17.3
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
17.2
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
17.1
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
17.1
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
17.1
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
17.0
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
17.0
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
17.0
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
16.9
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
16.9
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
16.9
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
16.8
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
16.8
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
16.8
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
16.8
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
16.7
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
16.6
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
16.6
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
16.6
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
16.5
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
16.4
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
16.3
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
16.3
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
16.3
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
16.2
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
16.2
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
16.2
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
16.1
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
16.1
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
16.1
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
16.1
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
16.1
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
16.0
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
15.9
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
15.9
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
15.7
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
15.6
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
15.6
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
15.6
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
15.5
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
15.5
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
15.5
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
15.4
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
15.3
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
15.3
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
15.2
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
15.2
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
15.2
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
15.2
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
15.1
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
15.0
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
14.9
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
14.8
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
14.8
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
14.8
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
14.7
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
14.3
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
14.3
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
14.2
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
14.2
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
14.0
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
14.0
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
13.9
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
13.9
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
13.9
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
13.9
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
13.8
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
13.7
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
13.6
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
13.5
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
13.5
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
13.4
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
13.4
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
13.1
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
13.0
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
13.0
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
13.0
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
12.8
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
12.7
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
12.5
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
12.4
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
12.4
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
12.3
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
12.1
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
12.1
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
11.8
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
11.7
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
11.7
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
11.6
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
11.6
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
11.5
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
11.4
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
11.4
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
11.4
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
11.4
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
11.4
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
11.3
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
11.3
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
10.8
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
10.6
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
10.6
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
10.3
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
10.0
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
9.7
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
9.7
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
9.5
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
9.5
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
9.3
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
9.3
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
9.3
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
9.1
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
9.1
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
9.0
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
8.8
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
8.5
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
8.3
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 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.
TM9SF1 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
16.6
Number of samples
486
Samples
Sample
Description
TPM
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
84.1
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
54.9
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
47.1
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
41.0
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
37.4
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
36.1
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
33.3
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
32.8
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
31.3
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
30.1
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
29.6
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
29.2
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
28.9
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
28.8
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
28.5
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
27.9
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
27.7
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
27.2
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
26.7
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
26.0
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
26.0
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
25.4
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
25.1
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
25.0
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
24.9
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
24.7
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
24.7
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
24.6
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
24.5
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
24.3
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
24.3
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
24.2
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
24.1
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
23.9
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
23.7
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
23.5
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
23.5
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
23.4
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
23.1
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
22.6
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
22.5
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
22.4
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
22.4
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
22.3
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
22.2
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
22.2
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
22.1
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
22.1
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
22.1
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
22.1
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
22.0
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
22.0
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
21.8
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
21.8
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
21.8
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
21.6
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
21.6
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
21.4
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
21.4
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
21.4
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
21.4
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
21.3
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
21.3
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
21.3
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
21.3
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
21.2
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
21.2
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
21.1
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
21.1
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
21.1
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
21.0
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
21.0
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
21.0
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
21.0
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
21.0
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
20.9
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
20.9
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
20.8
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
20.8
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
20.7
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
20.7
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
20.7
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
20.6
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
20.6
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
20.6
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
20.5
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
20.5
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
20.4
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
20.4
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
20.4
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
20.4
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
20.3
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
20.3
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
20.2
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
20.2
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
20.2
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
20.2
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
20.1
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
20.1
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
20.0
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
19.9
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
19.8
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
19.8
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
19.7
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
19.6
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
19.6
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
19.5
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
19.5
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
19.4
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
19.4
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
19.4
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
19.4
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
19.4
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
19.3
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
19.2
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
19.2
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
19.2
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
19.1
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
19.1
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
19.0
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
19.0
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
18.9
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
18.9
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
18.9
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
18.9
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
18.9
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
18.9
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
18.8
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
18.8
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
18.8
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
18.8
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
18.8
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
18.8
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
18.7
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
18.7
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
18.7
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
18.6
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
18.6
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
18.6
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
18.5
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
18.5
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
18.5
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
18.5
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
18.4
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
18.4
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
18.4
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
18.4
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
18.3
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
18.3
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
18.2
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
18.2
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
18.2
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
18.2
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
18.2
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
18.2
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
18.2
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
18.2
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
18.2
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
18.2
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
18.2
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
18.1
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
18.1
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
18.1
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
18.1
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
18.1
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
18.0
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
18.0
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
18.0
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
18.0
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
18.0
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
18.0
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
17.9
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
17.9
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
17.9
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
17.8
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
17.8
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
17.8
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
17.8
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
17.7
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
17.6
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
17.6
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
17.6
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
17.5
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
17.5
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
17.4
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
17.4
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
17.3
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
17.3
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
17.3
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
17.3
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
17.2
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
17.2
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
17.2
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
17.2
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
17.2
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
17.2
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
17.2
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
17.2
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
17.2
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
17.2
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
17.1
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
17.1
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
17.1
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
17.0
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
17.0
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
17.0
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
17.0
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
17.0
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
17.0
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
17.0
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
16.9
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
16.9
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
16.9
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
16.8
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
16.8
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
16.8
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
16.8
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
16.8
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
16.7
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
16.6
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
16.6
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
16.5
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
16.5
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
16.5
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
16.5
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
16.4
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
16.4
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
16.4
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
16.3
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
16.2
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
16.2
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
16.2
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
16.2
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
16.2
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
16.2
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
16.2
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
16.2
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
16.2
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
16.1
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
16.1
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
16.1
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
16.1
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
16.1
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
16.1
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
16.1
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
16.0
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
16.0
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
16.0
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
16.0
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
15.9
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
15.9
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
15.9
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
15.9
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
15.9
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
15.8
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
15.8
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
15.8
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
15.8
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
15.8
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
15.6
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
15.6
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
15.6
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
15.5
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
15.5
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
15.5
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
15.5
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
15.5
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
15.5
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
15.5
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
15.5
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
15.5
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
15.5
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
15.4
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
15.4
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
15.4
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
15.3
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
15.3
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
15.3
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
15.3
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
15.2
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
15.2
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
15.2
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
15.1
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
15.1
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
15.1
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
15.1
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
15.1
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
15.0
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
14.9
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
14.9
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
14.9
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
14.9
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
14.9
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
14.9
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
14.8
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
14.8
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
14.8
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
14.7
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
14.7
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
14.7
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
14.7
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
14.6
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
14.6
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
14.6
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
14.5
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
14.5
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
14.5
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
14.4
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
14.4
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
14.4
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
14.3
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
14.3
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
14.3
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
14.3
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
14.3
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
14.3
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
14.3
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
14.2
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
14.2
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
14.2
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
14.2
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
14.2
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
14.2
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
14.2
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
14.2
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
14.2
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
14.2
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
14.1
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
14.1
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
14.1
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
14.0
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
14.0
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
14.0
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
14.0
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
13.9
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
13.9
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
13.8
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
13.8
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
13.8
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
13.8
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
13.8
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
13.8
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
13.8
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
13.7
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
13.7
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
13.7
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
13.7
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
13.7
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
13.7
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
13.7
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
13.7
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
13.6
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
13.6
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
13.6
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
13.6
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
13.6
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
13.6
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
13.6
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
13.6
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
13.5
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
13.5
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
13.5
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
13.4
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
13.3
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
13.2
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
13.2
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
13.2
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
13.2
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
13.1
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
13.0
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
13.0
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
13.0
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
12.9
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
12.9
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
12.9
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
12.8
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
12.8
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
12.8
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
12.8
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
12.8
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
12.7
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
12.7
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
12.6
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
12.6
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
12.6
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
12.6
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
12.5
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
12.5
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
12.5
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
12.4
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
12.4
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
12.3
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
12.3
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
12.3
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
12.3
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
12.2
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
12.2
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
12.2
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
12.1
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
12.1
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
12.1
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
12.1
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
12.1
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
12.1
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
12.0
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
12.0
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
12.0
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
12.0
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
12.0
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
11.9
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
11.9
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
11.8
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
11.8
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
11.7
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
11.7
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
11.7
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
11.7
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
11.7
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
11.6
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
11.6
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
11.6
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
11.6
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
11.5
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
11.5
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
11.5
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
11.5
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
11.4
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
11.4
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
11.4
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
11.4
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
11.3
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
11.3
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
11.2
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
11.2
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
11.1
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
11.1
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
11.1
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
11.0
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
11.0
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
11.0
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
11.0
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
11.0
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
11.0
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
10.9
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
10.9
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
10.9
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
10.8
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
10.8
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
10.7
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
10.7
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
10.6
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
10.6
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
10.5
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
10.5
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
10.4
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
10.3
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
10.3
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
10.2
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
10.1
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
10.0
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
10.0
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
9.9
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
9.7
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
9.5
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
9.3
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
9.1
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
9.1
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
9.1
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
9.0
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
8.8
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
8.7
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
8.6
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
8.5
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
8.5
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
8.1
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
8.1
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
7.9
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
7.9
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
7.5
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
7.5
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
6.5
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
5.1
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
4.6
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
3.1
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
0.1
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.
TM9SF1 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
17.1
Number of samples
88
Samples
Sample
Description
TPM
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
30.6
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
27.4
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
27.0
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
26.6
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
25.7
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
25.5
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
24.9
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
24.0
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
23.9
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
23.7
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
23.4
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
23.3
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
23.2
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
22.7
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
22.2
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
21.9
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
21.9
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
21.6
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
21.4
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
21.2
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
20.7
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
20.6
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
20.5
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
20.5
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
20.5
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
20.4
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
20.4
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
20.2
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
19.9
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
19.7
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
19.6
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
19.6
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
19.3
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
19.1
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
18.7
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
18.6
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
18.5
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
18.3
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
17.9
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
17.5
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
17.3
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
17.1
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
17.1
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
16.8
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
16.6
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
16.4
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
16.3
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
16.1
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
16.1
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
16.0
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
15.9
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
15.8
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
15.5
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
15.2
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
15.1
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
15.1
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
15.0
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
14.8
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
14.7
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
14.5
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
14.3
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
14.2
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
14.1
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
13.9
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
13.9
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
13.6
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
13.3
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
13.3
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
13.1
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
13.0
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
12.8
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
12.8
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
12.5
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
12.0
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
11.5
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
11.3
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
11.1
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
10.9
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
10.7
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
10.6
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
10.2
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
10.0
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
10.0
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
9.0
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 days
8.6
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
7.6
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
6.7
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 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.
TM9SF1 is not prognostic in Rectum Adenocarcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
14.3
Number of samples
207
Samples
Sample
Description
TPM
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
35.3
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
34.1
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
34.0
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
31.9
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
30.8
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
29.9
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
27.3
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
26.1
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
24.8
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
23.7
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
23.2
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
23.2
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
22.7
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
22.6
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
22.6
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
22.3
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
21.0
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
20.9
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
20.7
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
20.5
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
20.4
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
19.9
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
19.8
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
19.3
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
19.2
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
19.2
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
18.9
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
18.8
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
18.8
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
18.6
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
18.5
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
18.5
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
18.2
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
18.1
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
18.0
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
17.9
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
17.8
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
17.6
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
17.3
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
17.3
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
17.3
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
17.2
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
17.2
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
16.9
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
16.8
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
16.8
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
16.7
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
16.7
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
16.7
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
16.6
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
16.5
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
16.5
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
16.5
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
16.4
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
16.3
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
16.3
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
16.2
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
16.2
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
16.1
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
16.1
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
16.1
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
16.0
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
16.0
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
16.0
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
15.9
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
15.9
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
15.9
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
15.9
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
15.8
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
15.7
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
15.6
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
15.6
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
15.6
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
15.5
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
15.4
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
15.3
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
15.3
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
15.3
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
15.3
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
15.2
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
15.2
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
15.1
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
15.0
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
15.0
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
15.0
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
15.0
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
15.0
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
14.9
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
14.9
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
14.9
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
14.8
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
14.7
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
14.7
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
14.7
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
14.6
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
14.4
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
14.4
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
14.3
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
14.2
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
14.2
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
14.1
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
14.0
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
14.0
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
14.0
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
13.9
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
13.9
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
13.8
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
13.7
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
13.6
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
13.6
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
13.6
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
13.6
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
13.6
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
13.5
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
13.5
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
13.4
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
13.4
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
13.4
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
13.3
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
13.3
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
13.3
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
13.0
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
12.8
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
12.7
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
12.7
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
12.7
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
12.6
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
12.6
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
12.6
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
12.3
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
12.2
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
12.1
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
12.1
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
12.1
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
12.1
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
12.0
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
11.9
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
11.9
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
11.9
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
11.9
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
11.8
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
11.8
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
11.7
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
11.7
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
11.6
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
11.5
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
11.4
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
11.3
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
11.3
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
11.2
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
11.2
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
11.1
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
11.1
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
11.0
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
11.0
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
10.9
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
10.9
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
10.7
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
10.6
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
10.6
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
10.5
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
10.5
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
10.4
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
10.3
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
10.3
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
10.3
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
10.3
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
10.3
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
10.3
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
10.2
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
10.2
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
10.1
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
10.1
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
10.0
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
9.9
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
9.8
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
9.6
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
9.6
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
9.5
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
9.4
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
9.4
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
9.2
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
9.1
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
9.0
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
8.8
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
8.5
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
8.4
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
8.4
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
8.3
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
8.3
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
8.2
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
8.0
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
7.7
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
7.6
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
7.4
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
7.2
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
7.1
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
7.1
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
6.7
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
6.5
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
6.4
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
6.4
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
6.0
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
5.7
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
5.5
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
4.0
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
3.2
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
722378ea-d1a7-4cfc-aca5-ba45f9_D8
Tumor
1.3
c9730cb4-b52c-4ca8-9652-4509d0_D2
Tumor
1.0
321fb3b2-ebb6-4ea5-b737-081264_D2
Tumor
0.9
f6173181-0993-4a5f-a4cd-5f30b1_D2
Tumor
0.8
66b829db-1cdd-460d-b2f3-0e9ca9_D3
Tumor
0.8
cd89ffbb-574a-4052-bd9a-00c890_D2
Tumor
0.7
8af80ae9-2088-4124-91fb-8d6c17_D3
Tumor
0.6
92f7419c-c57a-4b50-bdc9-4d09ca_D2
Tumor
0.6
695b0b00-a86b-43c0-a6c8-50a840_D3
Tumor
0.6
c2c53076-b5db-4b7d-983c-a35740_D3
Tumor
0.6
c7aeb685-31b3-445e-8177-a3e729_D3
Tumor
0.6
c1b66358-d103-493c-b8ec-92c43b_D1
Tumor
0.5
7fd386f0-e7f6-4ee1-9cd7-b3318a_D2
Normal
0.5
88c621d7-7fb3-4825-abbe-82ae4c_D2
Normal
0.5
f9d6fb1b-988e-4D88-9272-cc672f_D8
Tumor
0.5
820a3f08-5bb1-44b3-a133-ee167e_D2
Tumor
0.4
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Normal
0.4
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Tumor
0.4
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Normal
0.4
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Tumor
0.4
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Normal
0.4
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Normal
0.4
43bc845e-d22e-4c10-b3e8-bc54e6_D2
Normal
0.4
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Tumor
0.4
515040a4-bbfb-4a15-9e53-e7b6e6_D2
Normal
0.4
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Normal
0.3
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Tumor
0.3
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Tumor
0.3
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Tumor
0.3
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Tumor
0.3
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Tumor
0.3
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Normal
0.3
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Tumor
0.3
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Tumor
0.3
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Tumor
0.3
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Normal
0.3
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Normal
0.3
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Tumor
0.3
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Tumor
0.3
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Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
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Tumor
0.2
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Tumor
0.2
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Normal
0.2
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Tumor
0.2
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Normal
0.2
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Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
05a33362-82bb-48ac-8feb-ad2ea1_D2
Tumor
0.2
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Tumor
0.2
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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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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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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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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Tumor
0.0
0aef1fe8-ca61-4113-81d0-d82ee7_D2
Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
63c1f7ac-b1ae-4c28-95aa-ce21e5_D2
Normal
0.0
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Normal
0.0
2cc46aec-6142-4fb9-aca5-c442b9_D2
Normal
0.0
4c9dcc8c-ccdc-4336-8e23-107feb_D2
Normal
0.0
211cbcef-cb1f-4c80-a1c8-a76d3c_D2
Normal
0.0
e8faa3a7-9fc7-428e-9334-a0afd0_D3
Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
-0.1
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Normal
-0.1
5a3aa99d-ca10-45f6-939f-12392a_D2
Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
92c1ebb5-ac1d-4bf5-a14f-516e1d_D3
Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
3a17283c-a0f4-4514-956b-080d11_D2
Normal
-0.1
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Tumor
-0.1
1fbb1add-4660-4ec1-b8c2-360f9f_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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Tumor
-0.1
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Normal
-0.2
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Normal
-0.2
21cab01c-e968-42cc-9651-1e53c0_D3
Tumor
-0.2
23e938d0-92b8-4aea-90c1-4385df_D2
Normal
-0.2
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Tumor
-0.2
1bf00d93-240f-47e8-8055-f546b0_D2
Normal
-0.2
0d5554d1-1653-4589-a44f-43113e_D2
Normal
-0.2
2f8b02e4-1848-4abc-a95e-dd9eb5_D3
Tumor
-0.2
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Normal
-0.2
e14c2cbe-eca0-4745-97f6-8f27bd_D2
Normal
-0.2
b6b41ba2-6415-41aa-b5f5-4d47db_D2
Normal
-0.2
1425a1a1-c835-47a2-a9b9-4db5d0_D8
Tumor
-0.2
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Tumor
-0.2
092c5a37-325b-4181-b230-2d8fff_D2
Tumor
-0.2
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Normal
-0.2
e74089a9-f78c-4ffe-8174-aef71b_D2
Normal
-0.2
d80408d6-598d-4411-ab34-eb2545_D2
Normal
-0.2
372c900a-fced-4eef-9dc4-7282ec_D2
Tumor
-0.2
c65afd57-530c-4366-b2c8-463a46_D2
Tumor
-0.2
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Normal
-0.3
9a6879b1-4f78-4ac6-9fca-dad049_D2
Normal
-0.3
df479b07-bbf6-472d-a580-c3fd0c_D2
Normal
-0.3
46dfc1e4-0110-4d9f-888e-6a29ab_D2
Normal
-0.3
87b0e853-43ea-4efb-8a22-dd221f_D2
Normal
-0.3
1136008b-97ce-49b0-bf24-abbea6_D2
Normal
-0.3
04ded2cd-3b57-4aec-9c11-48f58e_D2
Normal
-0.3
da95f6f8-be46-4ed8-a493-2c99f0_D2
Normal
-0.3
6797a69d-2f74-44b9-8147-cd4fac_D2
Normal
-0.3
694e8df1-d9ee-473b-bec1-4f9237_D2
Normal
-0.3
16ac8458-5200-4302-9ad0-b311df_D2
Normal
-0.3
cbd0e774-c741-4753-9c9e-391a7d_D2
Normal
-0.3
f635496c-0046-4ecd-89bc-7a4f33_D2
Tumor
-0.4
4b263734-430f-41dc-a296-8691f0_D3
Tumor
-0.4
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Normal
-0.4
8b9e4266-7754-4f2c-ac9e-329905_D2
Tumor
-0.4
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Normal
-0.4
58a92726-4d1f-4e44-8938-52b97d_D3
Tumor
-0.4
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Tumor
-0.4
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Normal
-0.4
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Normal
-0.4
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Tumor
-0.4
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Normal
-0.4
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Tumor
-0.4
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Tumor
-0.4
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Normal
-0.5
7784e2e5-c0e1-4b85-8cc1-7faac8_D2
Normal
-0.5
1f79fed9-f0d4-4c45-acd2-ea1441_D2
Normal
-0.5
7bdfa5c9-d11f-4600-9c44-a87996_D2
Normal
-0.5
b2400046-1d25-429d-a821-6040a6
Tumor
-0.5
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Normal
-0.5
0f757044-9bc8-4ed4-90f3-e0a49a_D3
Tumor
-0.5
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Tumor
-0.5
cd3a9d59-bf13-48f3-ae97-bdbca4_D2
Normal
-0.5
176d1b96-8c6e-44fe-8a32-e15194_D2
Normal
-0.5
c307b7b0-534a-45fa-a420-35f773_D2
Normal
-0.5
bd67de01-ad7d-431a-9ad6-4dd5a1
Tumor
-0.5
526c3664-5b9b-4a2b-a00e-a14623_D2
Tumor
-0.5
51590333-cfe5-4ce5-b8ff-58fa3c_D2
Normal
-0.5
98742d96-cc2f-43f0-9de2-bc7afe_D3
Tumor
-0.6
411d9597-c785-4de5-b449-29a80d_D2
Normal
-0.6
7478980a-60fb-4f5e-aa1c-2d7941_D2
Normal
-0.6
47d2a435-b203-4438-ae72-53c424_D2
Normal
-0.6
233ec093-9a30-4ef4-a12c-91757e_D2
Normal
-0.6
2666323d-522f-4f0a-823c-ff8866_D2
Normal
-0.6
359f5c81-2575-497e-8630-e4866f_D2
Normal
-0.7
b4e91300-405e-4239-b8da-5e1a42_D2
Tumor
-0.7
5cf5e61d-21ff-4678-9126-14e9bb_D2
Normal
-0.7
1c070992-647b-4173-a481-904c4d_D2
Normal
-0.7
a90eb718-6a8f-4cbf-89c1-f9e9bd_D2
Tumor
-1.1
206f3bd9-f62c-4663-8fdb-5b731b_D2
Normal
-1.2
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.