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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.
PPME1 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
25.9
Number of samples
254
Samples
Sample
Description
TPM
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
56.9
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
51.1
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
47.7
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
46.1
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
42.6
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
41.2
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
40.3
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
40.0
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
39.9
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
39.6
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
39.5
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
39.3
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
39.3
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
39.3
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
39.1
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
39.0
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
38.6
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
38.5
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
38.0
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
37.9
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
37.9
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
37.7
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
37.4
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
37.0
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
36.9
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
36.5
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
36.0
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
35.9
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
35.9
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
35.7
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
35.5
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
35.2
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
35.2
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
35.1
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
34.9
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
34.6
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
34.4
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
34.2
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
34.0
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
33.7
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
33.6
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
33.5
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
33.3
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
33.3
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
33.2
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
33.0
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
32.9
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
32.9
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
32.9
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
32.8
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
32.6
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
32.6
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
32.5
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
32.5
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
32.5
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
32.3
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
32.1
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
32.0
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
31.9
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
31.8
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
31.7
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
31.7
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
31.5
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
31.5
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
31.4
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
31.4
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
30.7
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
30.7
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
30.7
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
30.6
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
30.5
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
30.3
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
30.2
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
30.2
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
30.2
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
30.2
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
30.1
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
30.0
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
30.0
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
30.0
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
29.8
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
29.7
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
29.6
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
29.5
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
29.3
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
29.3
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
29.2
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
29.0
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
28.8
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
28.7
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
28.7
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
28.5
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
28.4
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
28.4
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
28.3
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
28.2
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
28.2
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
28.1
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
28.0
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
28.0
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
27.9
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
27.8
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
27.8
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
27.7
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
27.7
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
27.4
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
27.4
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
27.3
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
27.3
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
27.3
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
27.2
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
27.0
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
27.0
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
27.0
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
26.9
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
26.7
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
26.6
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
26.5
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
26.5
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
26.4
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
26.3
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
26.3
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
26.2
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
26.1
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
26.0
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
26.0
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
25.8
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
25.8
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
25.8
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
25.8
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
25.8
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
25.7
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
25.6
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
25.5
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
25.5
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
25.4
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
25.2
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
25.1
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
25.1
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
25.0
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
24.9
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
24.8
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
24.6
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
24.6
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
24.6
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
24.5
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
24.4
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
24.4
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
24.4
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
24.2
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
24.0
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
23.9
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
23.9
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
23.8
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
23.7
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
23.6
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
23.6
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
23.5
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
23.4
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
23.3
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
23.3
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
23.2
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
23.1
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
23.0
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
22.8
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
22.8
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
22.8
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
22.7
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
22.7
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
22.7
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
22.6
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
22.5
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
22.4
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
22.2
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
22.2
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
22.0
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
21.9
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
21.9
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
21.8
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
21.8
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
21.5
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
21.4
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
21.3
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
21.2
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
21.2
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
21.1
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
21.1
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
21.1
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
21.0
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
20.7
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
20.7
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
20.6
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
20.6
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
20.4
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
20.3
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
20.2
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
20.0
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
20.0
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
19.6
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
19.6
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
19.5
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
19.5
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
19.2
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
18.9
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
18.8
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
18.8
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
18.7
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
18.6
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
18.5
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
18.4
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
18.0
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
17.7
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
17.6
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
17.4
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
17.1
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
16.9
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
16.9
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
16.6
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
16.5
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
16.4
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
16.3
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
16.2
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
16.0
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
16.0
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
15.9
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
15.4
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
15.4
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
15.2
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
15.1
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
15.0
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
14.7
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
14.6
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
14.0
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
13.3
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
13.2
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
13.1
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
12.9
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
12.8
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
12.5
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
12.2
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
11.7
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
11.7
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
11.5
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
11.3
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
11.1
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
11.0
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
10.6
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
10.3
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
10.3
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
10.2
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
10.0
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
9.8
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
9.0
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 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.
PPME1 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
24.0
Number of samples
486
Samples
Sample
Description
TPM
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
53.1
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
51.9
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
46.2
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
46.0
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
44.3
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
43.7
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
42.7
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
41.7
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
40.5
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
40.1
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
39.6
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
38.7
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
38.1
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
37.7
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
37.5
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
37.5
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
37.1
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
37.0
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
36.8
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
36.5
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
36.4
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
36.3
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
35.9
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
35.2
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
35.2
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
35.1
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
35.1
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
35.0
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
34.8
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
34.8
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
34.7
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
34.7
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
34.6
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
34.6
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
34.3
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
34.3
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
34.3
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
34.3
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
34.0
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
33.8
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
33.7
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
33.6
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
33.5
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
33.2
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
33.1
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
33.0
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
32.9
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
32.9
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
32.9
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
32.8
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
32.7
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
32.7
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
32.6
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
32.4
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
32.4
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
32.4
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
32.3
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
32.0
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
31.9
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
31.9
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
31.8
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
31.6
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
31.6
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
31.5
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
31.4
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
31.4
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
31.3
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
31.3
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
31.1
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
31.1
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
31.1
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
31.1
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
31.0
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
31.0
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
30.9
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
30.8
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
30.7
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
30.6
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
30.5
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
30.4
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
30.2
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
30.2
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
30.1
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
30.1
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
30.1
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
30.1
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
29.9
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
29.9
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
29.9
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
29.8
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
29.8
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
29.8
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
29.7
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
29.6
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
29.5
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
29.5
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
29.4
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
29.3
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
29.2
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
29.1
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
29.1
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
29.1
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
29.1
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
28.8
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
28.8
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
28.7
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
28.6
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
28.6
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
28.6
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
28.5
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
28.5
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
28.5
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
28.3
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
28.1
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
28.0
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
28.0
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
28.0
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
27.9
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
27.9
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
27.7
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
27.7
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
27.6
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
27.6
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
27.5
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
27.5
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
27.5
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
27.5
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
27.5
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
27.5
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
27.4
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
27.4
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
27.3
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
27.3
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
27.0
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
27.0
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
26.9
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
26.9
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
26.9
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
26.9
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
26.8
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
26.8
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
26.8
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
26.8
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
26.8
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
26.8
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
26.8
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
26.7
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
26.6
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
26.6
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
26.5
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
26.5
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
26.5
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
26.5
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
26.4
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
26.3
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
26.3
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
26.3
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
26.2
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
26.2
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
26.0
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
26.0
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
26.0
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
26.0
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
25.9
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
25.9
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
25.9
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
25.8
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
25.8
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
25.8
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
25.7
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
25.7
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
25.7
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
25.7
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
25.7
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
25.7
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
25.7
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
25.7
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
25.6
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
25.5
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
25.5
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
25.5
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
25.4
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
25.4
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
25.3
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
25.3
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
25.3
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
25.3
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
25.1
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
25.0
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
24.9
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
24.9
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
24.9
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
24.9
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
24.9
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
24.8
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
24.8
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
24.8
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
24.7
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
24.7
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
24.7
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
24.6
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
24.6
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
24.6
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
24.5
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
24.5
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
24.5
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
24.5
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
24.4
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
24.4
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
24.4
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
24.4
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
24.4
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
24.4
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
24.4
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
24.3
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
24.3
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
24.3
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
24.2
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
24.2
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
24.2
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
24.2
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
24.2
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
24.2
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
24.2
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
24.1
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
24.1
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
24.0
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
24.0
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
23.9
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
23.9
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
23.9
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
23.9
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
23.8
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
23.8
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
23.8
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
23.8
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
23.8
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
23.8
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
23.7
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
23.6
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
23.6
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
23.5
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
23.5
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
23.4
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
23.4
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
23.4
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
23.4
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
23.3
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
23.3
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
23.3
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
23.3
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
23.3
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
23.2
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
23.1
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
23.1
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
23.1
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
23.0
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
23.0
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
23.0
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
23.0
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
22.9
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
22.9
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
22.9
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
22.8
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
22.8
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
22.8
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
22.7
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
22.7
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
22.6
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
22.6
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
22.5
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
22.5
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
22.5
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
22.3
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
22.3
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
22.3
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
22.2
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
22.2
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
22.2
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
22.1
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
22.1
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
22.0
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
21.9
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
21.9
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
21.9
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
21.9
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
21.9
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
21.9
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
21.8
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
21.8
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
21.8
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
21.8
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
21.8
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
21.7
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
21.7
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
21.6
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
21.6
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
21.6
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
21.6
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
21.6
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
21.6
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
21.5
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
21.4
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
21.4
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
21.4
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
21.4
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
21.3
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
21.3
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
21.2
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
21.2
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
21.2
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
21.2
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
21.2
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
21.2
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
21.2
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
21.1
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
21.0
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
20.9
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
20.9
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
20.8
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
20.7
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
20.7
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
20.7
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
20.7
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
20.7
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
20.6
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
20.6
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
20.6
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
20.5
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
20.5
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
20.5
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
20.4
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
20.4
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
20.3
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
20.3
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
20.3
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
20.3
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
20.3
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
20.1
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
20.1
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
20.1
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
20.0
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
20.0
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
20.0
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
20.0
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
19.9
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
19.9
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
19.9
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
19.9
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
19.9
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
19.8
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
19.8
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
19.8
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
19.6
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
19.6
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
19.6
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
19.6
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
19.6
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
19.6
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
19.6
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
19.6
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
19.6
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
19.5
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
19.5
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
19.5
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
19.5
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
19.5
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
19.4
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
19.4
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
19.4
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
19.4
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
19.3
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
19.3
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
19.3
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
19.3
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
19.2
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
19.2
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
19.2
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
19.2
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
19.0
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
19.0
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
19.0
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
18.9
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
18.9
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
18.8
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
18.8
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
18.8
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
18.8
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
18.8
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
18.8
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
18.8
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
18.7
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
18.7
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
18.6
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
18.5
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
18.5
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
18.5
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
18.5
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
18.5
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
18.3
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
18.3
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
18.2
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
18.2
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
18.2
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
18.1
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
18.0
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
17.9
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
17.9
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
17.9
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
17.8
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
17.7
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
17.7
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
17.6
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
17.6
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
17.6
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
17.6
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
17.5
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
17.5
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
17.5
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
17.4
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
17.4
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
17.4
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
17.4
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
17.3
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
17.3
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
17.2
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
17.2
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
17.1
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
17.1
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
17.0
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
17.0
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
16.9
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
16.8
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
16.8
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
16.7
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
16.6
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
16.6
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
16.5
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
16.4
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
16.3
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
16.3
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
16.2
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
16.1
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
16.1
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
16.1
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
16.0
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
16.0
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
15.9
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
15.9
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
15.9
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
15.9
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
15.6
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
15.6
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
15.5
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
15.4
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
15.4
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
15.3
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
15.1
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
15.1
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
14.9
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
14.8
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
14.6
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
14.6
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
14.5
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
14.5
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
14.5
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
14.4
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
14.4
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
14.4
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
14.3
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
13.6
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
13.6
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
13.4
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
13.4
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
13.3
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
13.2
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
13.1
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
13.0
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
12.8
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
12.8
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
12.7
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
12.2
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
11.0
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
4.9
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
0.6
U0074
0 years, female, NA, stage:T3N0M0, dead, 1438 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
PPME1 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
26.4
Number of samples
88
Samples
Sample
Description
TPM
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
97.0
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
59.1
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
50.7
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
45.2
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
42.0
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
40.6
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
40.0
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
39.6
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
39.6
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
36.7
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
35.9
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
35.7
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
35.5
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
35.0
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
34.3
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
34.1
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
34.0
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
33.0
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
32.8
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
32.6
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
32.4
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
32.2
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
32.0
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
31.5
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
31.3
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
30.9
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
30.9
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
30.6
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
30.6
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
30.1
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
30.1
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
29.4
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
29.3
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
28.5
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
28.3
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
27.7
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
27.5
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
27.4
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
27.3
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
26.4
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
26.3
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
26.2
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
26.2
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
26.1
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
25.8
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
25.8
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
25.4
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
25.2
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
24.9
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
24.8
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
24.6
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
24.3
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
24.0
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
23.9
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
23.6
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
23.6
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
22.9
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
22.4
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
22.1
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
21.6
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
21.0
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
20.7
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
20.6
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
20.5
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
20.0
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
19.9
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
19.3
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
19.2
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
19.1
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
19.0
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
18.9
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
17.9
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
17.3
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
17.3
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
17.0
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
15.9
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
15.4
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
14.2
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
13.7
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
12.6
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
12.2
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
10.1
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
9.8
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
6.4
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
6.3
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
3.7
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 days
1.7
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.
PPME1 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
22.0
Number of samples
207
Samples
Sample
Description
TPM
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
38.7
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
36.2
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
36.0
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
35.7
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
35.0
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
34.0
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
33.8
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
33.1
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
33.1
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
33.1
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
33.0
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
31.8
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
31.7
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
31.7
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
31.6
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
31.6
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
31.5
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
31.3
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
30.8
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
30.7
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
30.3
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
30.1
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
30.0
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
29.5
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
29.0
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
28.7
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
28.7
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
28.5
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
28.3
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
28.3
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
28.2
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
27.9
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
27.8
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
27.7
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
27.6
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
27.4
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
27.3
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
27.0
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
27.0
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
26.9
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
26.9
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
26.9
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
26.8
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
26.7
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
26.7
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
26.6
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
26.4
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
26.4
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
26.1
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
26.0
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
26.0
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
26.0
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
25.8
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
25.7
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
25.6
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
25.4
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
25.4
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
25.4
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
25.3
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
25.3
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
25.3
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
25.3
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
25.2
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
25.0
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
24.7
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
24.7
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
24.7
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
24.6
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
24.3
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
24.2
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
23.8
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
23.8
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
23.7
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
23.7
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
23.7
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
23.6
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
23.5
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
23.4
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
23.3
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
23.1
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
23.1
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
23.0
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
23.0
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
22.8
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
22.8
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
22.8
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
22.7
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
22.6
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
22.5
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
22.5
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
22.5
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
22.4
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
22.3
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
22.2
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
22.0
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
22.0
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
21.9
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
21.8
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
21.8
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
21.8
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
21.7
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
21.7
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
21.6
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
21.6
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
21.6
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
21.6
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
21.4
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
21.4
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
21.3
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
21.2
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
21.0
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
20.9
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
20.9
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
20.8
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
20.7
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
20.6
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
20.5
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
20.4
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
20.4
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
20.4
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
20.3
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
20.3
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
20.1
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
20.1
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
20.1
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
20.1
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
20.0
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
20.0
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
20.0
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
20.0
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
19.9
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
19.9
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
19.8
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
19.6
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
19.5
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
19.4
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
19.4
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
19.4
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
19.3
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
19.3
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
19.2
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
19.2
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
19.1
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
18.9
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
18.9
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
18.7
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
18.6
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
18.4
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
18.4
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
18.2
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
18.1
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
18.1
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
18.1
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
18.1
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
18.0
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
18.0
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
18.0
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
17.9
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
17.8
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
17.8
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
17.7
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
17.6
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
17.6
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
17.5
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
17.5
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
17.4
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
17.3
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
17.2
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
17.2
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
16.9
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
16.9
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
16.7
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
16.6
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
16.6
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
16.6
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
16.3
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
16.1
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
15.9
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
15.9
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
15.8
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
15.6
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
15.4
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
15.3
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
15.2
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
15.1
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
15.1
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
15.1
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
15.0
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
14.8
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
14.8
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
14.7
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
14.6
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
14.5
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
14.1
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
14.0
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
13.9
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
13.9
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
13.5
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
13.2
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
12.6
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
12.5
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
12.5
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
11.9
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
9.1
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
8.0
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
7.9
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
1.6
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
b2400046-1d25-429d-a821-6040a6
Tumor
0.6
02cde0c0-6840-495b-9b11-007d82_D2
Normal
0.5
799893aa-d523-4a08-9ea7-611cca_D3
Tumor
0.5
526c3664-5b9b-4a2b-a00e-a14623_D2
Tumor
0.4
0f238226-864c-4de0-8c61-01e729_D2
Tumor
0.4
8b9e4266-7754-4f2c-ac9e-329905_D2
Tumor
0.4
f69deaeb-6b6f-4c61-8900-fd0f26_D3
Tumor
0.4
5da00abd-5fa7-4deb-95f1-7982e0_D3
Tumor
0.4
5a3aa99d-ca10-45f6-939f-12392a_D2
Normal
0.4
359f5c81-2575-497e-8630-e4866f_D2
Normal
0.4
573048dd-2502-40e0-8e8c-c41bb8_D3
Tumor
0.4
6b0a3188-d8ca-4d50-a377-a8fe4c_D2
Normal
0.3
c307b7b0-534a-45fa-a420-35f773_D2
Normal
0.3
7cc7f69f-99f5-4b23-a9e0-ba0dc8_D8
Tumor
0.3
aa0f5b40-3290-4255-8f4d-f45d4e_D3
Tumor
0.3
3765c09a-fff7-4b37-bf2b-452b23_D2
Normal
0.3
cfb4831f-e9ee-4e11-80fb-958f6f_D2
Tumor
0.3
642fc6c3-8d4a-4e3d-ad0a-cc088a_D2
Tumor
0.3
0f757044-9bc8-4ed4-90f3-e0a49a_D3
Tumor
0.3
7fd386f0-e7f6-4ee1-9cd7-b3318a_D2
Normal
0.3
f6afe41c-111d-4818-8485-fe95e0_D2
Tumor
0.3
411d9597-c785-4de5-b449-29a80d_D2
Normal
0.3
154115ac-2ec2-439d-b55e-0464ee_D2
Normal
0.3
bed27f66-ef3b-4868-b4ad-205018_D2
Normal
0.2
65867ab1-5eab-44a8-b2bb-d27263_D2
Normal
0.2
2666323d-522f-4f0a-823c-ff8866_D2
Normal
0.2
a313f6ef-5994-4d49-9e66-c26911_D2
Normal
0.2
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Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Normal
0.2
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Tumor
0.2
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Tumor
0.2
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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
1425a1a1-c835-47a2-a9b9-4db5d0_D8
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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Tumor
0.2
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Tumor
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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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
206f3bd9-f62c-4663-8fdb-5b731b_D2
Normal
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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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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Tumor
0.1
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
233ec093-9a30-4ef4-a12c-91757e_D2
Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
7478980a-60fb-4f5e-aa1c-2d7941_D2
Normal
0.0
63c1f7ac-b1ae-4c28-95aa-ce21e5_D2
Normal
0.0
da95f6f8-be46-4ed8-a493-2c99f0_D2
Normal
0.0
3d797911-d476-436f-9cce-33e20c_D8
Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
43bc845e-d22e-4c10-b3e8-bc54e6_D2
Normal
0.0
47d2a435-b203-4438-ae72-53c424_D2
Normal
0.0
42216d99-e8ff-43c9-b6db-28c3a6_D3
Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
820a3f08-5bb1-44b3-a133-ee167e_D2
Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
a27cf22d-836e-49a7-802f-47c1db_D2
Normal
0.0
98742d96-cc2f-43f0-9de2-bc7afe_D3
Tumor
0.0
325b5314-6f3c-4d79-9b36-4e7ded_D2
Normal
0.0
377cdd37-d1bd-4042-997e-478a0f_D2
Normal
0.0
db3f5ad9-d14d-4126-a3e7-d80faa_D3
Tumor
-0.1
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Normal
-0.1
8960a27e-69d8-4ec8-a795-c6cf8a_D3
Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
c8694e31-2c8f-4eb6-a7ef-a137d9_D3
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
695b0b00-a86b-43c0-a6c8-50a840_D3
Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
f6b1079b-9d67-4c63-b3d0-d562b5_D2
Tumor
-0.1
903d5fe0-970a-47be-a97f-3cc914_D2
Normal
-0.1
9a6879b1-4f78-4ac6-9fca-dad049_D2
Normal
-0.1
7fd2eea8-bf99-4f97-8b9e-fb703f_D2
Normal
-0.1
23e938d0-92b8-4aea-90c1-4385df_D2
Normal
-0.1
3e8019e8-125f-4615-a1fa-a448e9_D2
Normal
-0.1
4cdeecb5-19fb-493c-91f5-eb0efc_D3
Tumor
-0.1
2f8b02e4-1848-4abc-a95e-dd9eb5_D3
Tumor
-0.1
3a17283c-a0f4-4514-956b-080d11_D2
Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
348f6009-e1be-44d2-a093-9ca844_D2
Normal
-0.1
51590333-cfe5-4ce5-b8ff-58fa3c_D2
Normal
-0.1
21cab01c-e968-42cc-9651-1e53c0_D3
Tumor
-0.1
66b57abc-0d49-46bb-a390-0e11a9_D2
Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
41a04113-2061-4923-bca5-da586c_D2
Normal
-0.1
321fb3b2-ebb6-4ea5-b737-081264_D2
Tumor
-0.1
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Normal
-0.1
0aef1fe8-ca61-4113-81d0-d82ee7_D2
Tumor
-0.1
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Normal
-0.2
4bb08fad-fa5e-471e-978b-6b09ab_D2
Tumor
-0.2
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Normal
-0.2
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Normal
-0.2
8c73f3a5-fea8-4942-90c0-966f66_D3
Tumor
-0.2
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Normal
-0.2
62627b73-1763-48bc-8eea-e5bd76_D2
Normal
-0.2
a243b765-61ab-4aa6-88e1-226896_D2
Normal
-0.2
5e886f1c-8165-4232-9591-d80799_D2
Normal
-0.2
92f7419c-c57a-4b50-bdc9-4d09ca_D2
Tumor
-0.2
f5ed5ebc-881d-456a-80d7-42c9e7_D2
Normal
-0.2
c9f0f144-47f3-4d64-b29f-bcedfa_D2
Normal
-0.2
1fbb1add-4660-4ec1-b8c2-360f9f_D2
Normal
-0.2
e2e83b72-b14b-4b06-9461-1115d6_D2
Tumor
-0.2
019cd0c0-733d-4b25-90e3-d54ce0_D2
Normal
-0.2
e3c012aa-51c2-42b0-a478-bd620f_D2
Normal
-0.2
41ee934e-f7a3-4ef5-8a83-e2ac56_D2
Tumor
-0.2
9a48cf57-e1f0-4ea1-9804-d563f2_D2
Normal
-0.2
694e8df1-d9ee-473b-bec1-4f9237_D2
Normal
-0.2
64ed43a2-f083-43cb-9d0d-118495_D2
Normal
-0.2
46dfc1e4-0110-4d9f-888e-6a29ab_D2
Normal
-0.2
54565eae-05c5-4dae-bde9-ae4874_D2
Normal
-0.2
b2978e90-cd2a-4665-b1bf-508a99_D2
Normal
-0.2
0630ecb0-b664-4e75-bb3c-fb62ee_D3
Tumor
-0.2
c1b66358-d103-493c-b8ec-92c43b_D1
Tumor
-0.2
87b0e853-43ea-4efb-8a22-dd221f_D2
Normal
-0.3
515040a4-bbfb-4a15-9e53-e7b6e6_D2
Normal
-0.3
211cbcef-cb1f-4c80-a1c8-a76d3c_D2
Normal
-0.3
5cf5e61d-21ff-4678-9126-14e9bb_D2
Normal
-0.3
f9d6fb1b-988e-4D88-9272-cc672f_D8
Tumor
-0.4
cd89ffbb-574a-4052-bd9a-00c890_D2
Tumor
-0.7
Show allShow less
COLORECTAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.