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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.
VAPB 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
28.8
Number of samples
254
Samples
Sample
Description
TPM
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
87.5
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
76.3
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
62.3
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
60.3
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
55.2
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
55.1
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
54.4
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
54.4
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
54.2
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
53.9
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
53.2
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
52.3
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
51.9
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
51.6
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
51.1
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
50.8
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
50.6
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
50.2
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
49.8
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
49.8
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
49.7
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
48.4
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
47.6
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
47.2
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
47.2
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
46.3
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
46.2
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
45.4
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
45.1
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
44.7
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
44.7
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
44.4
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
44.4
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
44.3
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
44.0
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
43.8
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
43.5
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
43.4
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
43.0
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
42.6
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
42.6
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
42.5
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
42.1
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
41.9
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
41.3
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
41.1
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
41.0
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
39.7
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
39.6
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
39.3
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
39.0
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
39.0
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
38.9
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
38.8
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
38.7
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
38.6
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
38.0
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
37.8
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
36.6
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
36.6
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
36.5
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
36.4
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
35.9
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
35.5
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
35.3
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
34.6
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
34.4
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
34.3
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
34.2
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
34.1
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
34.0
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
34.0
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
33.5
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
33.0
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
32.9
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
32.8
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
32.8
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
32.5
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
32.3
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
32.0
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
31.9
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
31.7
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
31.2
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
31.2
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
30.9
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
30.8
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
30.6
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
30.6
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
30.2
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
30.0
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
29.9
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
29.9
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
29.9
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
29.7
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
29.5
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
29.4
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
29.4
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
29.2
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
29.1
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
29.0
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
29.0
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
29.0
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
29.0
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
28.6
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
28.5
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
28.5
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
27.9
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
27.9
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
27.9
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
27.8
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
27.8
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
27.7
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
27.6
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
27.5
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
27.4
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
27.3
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
27.0
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
27.0
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
26.9
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
26.9
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
26.6
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
26.6
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
26.5
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
26.4
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
26.4
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
26.4
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
26.2
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
25.9
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
25.9
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
25.9
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
25.6
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
25.6
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
25.4
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
25.0
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
24.8
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
24.8
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
24.6
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
24.6
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
23.8
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
23.8
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
23.7
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
23.6
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
23.6
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
23.4
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
23.3
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
23.2
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
23.1
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
23.1
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
23.1
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
23.0
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
23.0
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
22.9
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
22.9
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
22.9
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
22.9
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
22.8
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
22.5
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
22.4
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
22.2
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
22.1
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
22.0
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
22.0
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
21.9
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
21.8
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
21.8
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
21.8
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
21.8
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
21.8
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
21.8
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
21.7
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
21.7
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
21.7
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
21.5
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
21.4
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
21.3
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
21.2
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
20.9
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
20.8
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
20.6
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
20.6
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
20.5
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
20.5
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
20.5
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
20.4
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
20.3
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
20.3
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
20.3
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
20.2
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
20.0
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
19.9
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
19.9
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
19.7
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
19.7
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
19.7
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
19.6
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
19.5
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
19.4
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
19.3
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
19.3
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
19.1
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
19.1
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
19.0
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
18.9
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
18.9
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
18.8
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
18.7
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
18.7
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
18.6
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
18.4
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
18.4
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
18.3
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
18.3
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
18.1
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
18.0
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
18.0
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
17.9
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
17.8
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
17.7
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
17.6
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
17.5
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
17.5
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
17.2
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
17.1
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
16.8
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
16.8
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
16.7
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
16.6
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
16.5
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
16.4
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
16.1
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
16.1
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
15.8
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
15.8
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
15.8
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
15.5
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
15.5
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
15.4
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
15.4
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
14.9
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
14.9
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
14.7
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
14.7
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
14.7
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
14.3
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
14.0
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
13.6
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
12.0
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
12.0
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
11.6
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
11.4
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
11.4
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
11.2
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
10.3
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 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.
VAPB 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
21.1
Number of samples
486
Samples
Sample
Description
TPM
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
73.3
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
67.0
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
53.7
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
53.3
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
48.6
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
45.1
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
44.3
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
44.3
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
44.0
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
43.9
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
43.7
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
43.5
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
43.2
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
42.9
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
42.6
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
42.5
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
42.1
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
41.8
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
41.8
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
40.6
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
39.5
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
38.7
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
38.2
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
37.7
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
35.9
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
35.9
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
35.9
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
35.8
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
35.6
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
35.5
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
35.4
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
35.3
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
35.1
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
34.9
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
34.8
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
34.7
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
34.7
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
34.3
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
33.9
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
33.8
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
33.8
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
33.7
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
33.5
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
33.3
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
33.3
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
33.2
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
33.1
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
32.8
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
32.8
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
32.8
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
32.7
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
32.6
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
32.5
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
32.4
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
31.9
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
31.7
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
31.7
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
31.6
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
31.5
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
31.4
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
31.2
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
31.1
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
31.0
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
31.0
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
30.7
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
30.7
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
30.6
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
30.2
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
30.0
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
29.8
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
29.7
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
29.5
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
29.5
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
29.5
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
29.4
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
29.4
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
29.3
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
29.3
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
29.2
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
29.2
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
29.1
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
29.0
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
29.0
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
28.8
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
28.7
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
28.5
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
28.3
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
28.2
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
28.2
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
28.1
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
28.1
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
28.1
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
28.0
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
28.0
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
27.9
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
27.9
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
27.9
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
27.8
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
27.8
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
27.8
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
27.6
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
27.4
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
27.4
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
27.3
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
27.2
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
27.2
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
27.2
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
27.1
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
27.1
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
27.1
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
27.0
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
26.9
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
26.7
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
26.5
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
26.4
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
26.4
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
26.4
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
26.3
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
26.3
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
26.1
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
25.9
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
25.9
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
25.9
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
25.7
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
25.7
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
25.4
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
25.4
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
25.4
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
25.3
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
25.3
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
25.3
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
25.3
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
25.3
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
25.2
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
25.2
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
25.1
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
24.9
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
24.8
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
24.7
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
24.7
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
24.6
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
24.5
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
24.5
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
24.5
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
24.5
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
24.3
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
24.2
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
24.0
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
24.0
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
24.0
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
23.7
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
23.6
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
23.6
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
23.5
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
23.4
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
23.4
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
23.4
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
23.4
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
23.3
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
23.2
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
23.1
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
23.1
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
23.0
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
23.0
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
22.9
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
22.9
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
22.8
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
22.8
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
22.8
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
22.6
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
22.5
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
22.5
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
22.4
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
22.4
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
22.3
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
22.3
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
22.1
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
22.0
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
22.0
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
21.9
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
21.9
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
21.9
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
21.9
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
21.8
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
21.6
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
21.6
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
21.5
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
21.5
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
21.4
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
21.2
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
21.2
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
21.2
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
21.1
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
21.1
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
21.0
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
21.0
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
20.9
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
20.9
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
20.9
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
20.8
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
20.7
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
20.7
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
20.5
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
20.5
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
20.5
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
20.5
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
20.4
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
20.4
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
20.3
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
20.3
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
20.3
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
20.2
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
20.2
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
20.2
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
20.1
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
20.1
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
20.0
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
20.0
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
20.0
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
20.0
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
19.9
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
19.9
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
19.8
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
19.6
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
19.5
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
19.5
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
19.4
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
19.4
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
19.4
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
19.4
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
19.3
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
19.3
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
19.2
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
19.2
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
19.2
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
19.0
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
19.0
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
19.0
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
19.0
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
19.0
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
19.0
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
18.9
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
18.9
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
18.9
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
18.8
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
18.8
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
18.8
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
18.7
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
18.7
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
18.7
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
18.7
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
18.6
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
18.6
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
18.5
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
18.5
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
18.5
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
18.4
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
18.4
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
18.4
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
18.3
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
18.3
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
18.3
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
18.2
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
18.2
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
18.2
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
18.2
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
18.1
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
18.1
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
18.1
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
18.0
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
18.0
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
17.9
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
17.9
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
17.8
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
17.8
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
17.8
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
17.8
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
17.6
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
17.5
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
17.5
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
17.5
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
17.5
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
17.4
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
17.4
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
17.4
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
17.3
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
17.3
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
17.2
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
17.2
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
17.2
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
17.2
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
17.1
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
17.1
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
17.1
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
17.0
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
17.0
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
17.0
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
17.0
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
16.9
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
16.9
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
16.9
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
16.9
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
16.9
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
16.9
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
16.9
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
16.9
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
16.8
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
16.8
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
16.8
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
16.7
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
16.6
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
16.6
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
16.6
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
16.6
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
16.6
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
16.6
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
16.5
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
16.5
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
16.5
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
16.4
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
16.4
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
16.3
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
16.3
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
16.3
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
16.2
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
16.2
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
16.2
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
16.2
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
16.2
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
16.1
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
16.1
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
16.1
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
16.1
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
16.1
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
16.0
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
16.0
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
16.0
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
16.0
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
15.9
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
15.9
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
15.8
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
15.8
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
15.7
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
15.6
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
15.6
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
15.6
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
15.6
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
15.5
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
15.5
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
15.5
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
15.5
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
15.4
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
15.4
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
15.4
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
15.3
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
15.3
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
15.3
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
15.2
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
15.2
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
15.1
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
15.1
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
15.0
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
14.8
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
14.8
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
14.8
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
14.8
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
14.8
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
14.8
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
14.8
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
14.7
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
14.7
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
14.6
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
14.6
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
14.5
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
14.5
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
14.5
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
14.4
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
14.4
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
14.4
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
14.4
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
14.4
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
14.4
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
14.3
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
14.3
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
14.3
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
14.2
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
14.2
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
14.2
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
14.2
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
14.2
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
14.1
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
14.1
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
14.1
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
14.1
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
14.1
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
14.0
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
14.0
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
14.0
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
13.9
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
13.9
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
13.9
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
13.9
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
13.9
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
13.8
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
13.8
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
13.8
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
13.8
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
13.8
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
13.7
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
13.6
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
13.6
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
13.5
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
13.5
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
13.5
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
13.5
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
13.5
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
13.5
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
13.4
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
13.4
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
13.4
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
13.3
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
13.3
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
13.3
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
13.3
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
13.3
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
13.2
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
13.2
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
13.2
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
13.1
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
13.1
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
13.0
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
13.0
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
12.9
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
12.9
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
12.8
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
12.8
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
12.7
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
12.7
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
12.6
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
12.6
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
12.6
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
12.5
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
12.4
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
12.4
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
12.3
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
12.2
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
12.2
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
12.2
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
12.2
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
12.1
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
12.1
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
12.1
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
11.8
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
11.8
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
11.7
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
11.7
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
11.5
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
11.5
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
11.5
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
11.5
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
11.4
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
11.2
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
11.2
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
11.1
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
11.1
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
11.0
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
10.9
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
10.9
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
10.7
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
10.6
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
10.4
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
10.2
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
10.1
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
9.5
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
9.5
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
9.3
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
9.2
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
9.2
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
9.0
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
8.7
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
8.2
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
8.1
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
6.6
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
6.1
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
0.7
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.
VAPB 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
32.4
Number of samples
88
Samples
Sample
Description
TPM
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
74.5
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
69.5
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
56.8
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
54.0
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
51.3
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
47.5
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
46.2
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
45.5
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
45.3
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
44.6
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
43.6
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
43.1
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
42.6
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
41.7
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
40.9
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
40.9
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
40.2
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
39.5
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
39.5
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
39.3
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
38.6
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
37.9
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
37.8
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
37.7
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
37.7
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
36.1
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
36.0
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
36.0
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
35.8
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
35.1
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 days
35.0
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
34.7
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
34.6
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
34.2
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
34.2
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
34.1
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
33.5
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
33.2
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
33.0
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
32.6
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
32.6
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
31.8
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
31.6
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
31.6
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
31.6
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
31.0
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
31.0
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
30.8
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
30.5
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
30.3
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
30.0
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
28.6
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
28.5
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
28.4
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
28.3
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
28.1
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
28.0
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
27.4
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
27.4
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
27.3
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
26.7
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
26.3
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
26.1
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
25.8
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
25.4
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
25.4
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
24.2
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
24.0
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
23.9
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
23.8
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
23.4
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
23.4
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
23.3
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
23.3
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
22.9
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
22.0
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
20.5
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
20.1
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
19.8
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
19.8
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
19.8
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
19.1
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 days
18.9
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
18.3
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
16.1
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
14.8
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
13.5
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 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.
VAPB 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
21.7
Number of samples
207
Samples
Sample
Description
TPM
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
70.0
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
46.9
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
45.6
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
44.8
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
41.5
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
39.0
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
38.4
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
37.6
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
37.6
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
37.3
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
36.5
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
35.8
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
34.6
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
34.3
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
33.7
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
33.5
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
33.3
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
33.1
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
32.8
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
32.5
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
32.0
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
31.9
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
31.9
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
31.5
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
31.3
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
31.1
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
30.6
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
30.4
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
30.2
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
30.1
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
29.6
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
29.6
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
29.5
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
29.4
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
29.4
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
29.3
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
29.3
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
29.1
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
29.1
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
28.9
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
28.8
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
28.6
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
28.4
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
28.0
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
27.8
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
27.7
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
27.7
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
27.6
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
27.4
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
27.4
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
27.2
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
27.0
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
26.6
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
26.6
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
26.1
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
26.0
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
26.0
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
25.9
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
25.6
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
25.5
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
25.5
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
25.4
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
25.3
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
25.2
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
25.1
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
24.9
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
24.6
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
24.4
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
24.2
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
24.2
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
24.2
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
24.0
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
23.4
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
23.3
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
23.2
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
23.1
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
23.0
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
22.8
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
22.7
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
22.5
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
22.4
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
22.3
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
22.2
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
22.2
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
22.2
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
22.0
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
21.9
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
21.9
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
21.9
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
21.9
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
21.7
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
21.6
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
21.5
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
21.4
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
21.2
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
21.0
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
20.9
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
20.7
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
20.2
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
20.1
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
19.8
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
19.8
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
19.8
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
19.7
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
19.4
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
19.3
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
19.3
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
19.3
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
19.3
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
19.3
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
19.2
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
19.1
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
19.0
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
19.0
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
19.0
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
18.6
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
18.6
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
18.5
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
18.5
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
18.4
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
18.4
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
18.4
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
18.4
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
18.4
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
18.3
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
18.1
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
18.0
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
17.9
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
17.8
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
17.8
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
17.6
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
17.4
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
17.4
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
17.2
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
17.2
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
17.2
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
17.1
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
16.9
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
16.9
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
16.9
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
16.8
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
16.7
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
16.7
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
16.6
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
16.6
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
16.6
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
16.6
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
16.6
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
16.4
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
16.3
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
16.3
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
16.3
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
16.3
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
16.2
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
16.2
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
16.0
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
15.9
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
15.8
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
15.7
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
15.5
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
15.5
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
15.3
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
15.1
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
15.1
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
15.0
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
15.0
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
14.9
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
14.8
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
14.8
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
14.7
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
14.6
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
14.5
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
14.4
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
14.3
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
14.3
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
14.3
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
13.9
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
13.9
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
13.8
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
13.3
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
13.3
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
13.3
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
13.0
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
13.0
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
13.0
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
12.7
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
12.7
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
12.6
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
12.5
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
12.3
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
12.2
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
12.1
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
12.1
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
12.0
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
11.9
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
11.9
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
11.9
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
11.6
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
11.6
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
10.8
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
10.4
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
10.1
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
10.1
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
9.8
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
8.1
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
7.4
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
4.1
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
9bf309bc-0fb6-4060-aba2-888eb3_D2
Tumor
1.0
0f757044-9bc8-4ed4-90f3-e0a49a_D3
Tumor
0.6
0f238226-864c-4de0-8c61-01e729_D2
Tumor
0.6
98742d96-cc2f-43f0-9de2-bc7afe_D3
Tumor
0.6
c1b66358-d103-493c-b8ec-92c43b_D1
Tumor
0.6
bd67de01-ad7d-431a-9ad6-4dd5a1
Tumor
0.6
a90eb718-6a8f-4cbf-89c1-f9e9bd_D2
Tumor
0.5
cd89ffbb-574a-4052-bd9a-00c890_D2
Tumor
0.5
f69deaeb-6b6f-4c61-8900-fd0f26_D3
Tumor
0.5
e196a0b4-2a05-43de-bb30-ceb761_D2
Tumor
0.5
87408d9e-4029-4e8f-b14c-8efc04_D3
Tumor
0.5
f6afe41c-111d-4818-8485-fe95e0_D2
Tumor
0.5
803736b3-9ca9-4f9f-bdfe-8783e3_D3
Tumor
0.5
a2f03d85-5f1a-4b3e-9dbf-74e67e_D3
Tumor
0.4
dfdf03a6-c324-4d8c-a909-ea7345_D2
Tumor
0.4
c65afd57-530c-4366-b2c8-463a46_D2
Tumor
0.4
1ab06c24-ffc0-4323-a0cc-e9f5c5_D2
Tumor
0.4
f635496c-0046-4ecd-89bc-7a4f33_D2
Tumor
0.4
722378ea-d1a7-4cfc-aca5-ba45f9_D8
Tumor
0.4
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Tumor
0.3
42216d99-e8ff-43c9-b6db-28c3a6_D3
Tumor
0.3
321fb3b2-ebb6-4ea5-b737-081264_D2
Tumor
0.3
591fb460-703a-437d-8d9a-ff2a35_D3
Tumor
0.3
2b810478-7956-4a8b-870d-184859_D2
Tumor
0.3
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Tumor
0.3
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Tumor
0.3
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Tumor
0.3
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Tumor
0.3
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Tumor
0.3
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Tumor
0.3
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Tumor
0.3
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Tumor
0.2
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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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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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Normal
0.2
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Normal
0.1
411d9597-c785-4de5-b449-29a80d_D2
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
1f79fed9-f0d4-4c45-acd2-ea1441_D2
Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Tumor
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
16ac8458-5200-4302-9ad0-b311df_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
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
37219a7c-6fe2-4684-a494-d0be08_D2
Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
059a7065-3a5f-4eea-97e5-85ab01_D2
Normal
0.0
526c3664-5b9b-4a2b-a00e-a14623_D2
Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
359f5c81-2575-497e-8630-e4866f_D2
Normal
0.0
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Normal
0.0
0065bfd9-e1b9-43a8-9379-9658ba_D3
Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
-0.1
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Normal
-0.1
9a6879b1-4f78-4ac6-9fca-dad049_D2
Normal
-0.1
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Normal
-0.1
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Normal
-0.1
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Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
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Normal
-0.1
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Normal
-0.1
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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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Normal
-0.1
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Normal
-0.1
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Normal
-0.1
019cd0c0-733d-4b25-90e3-d54ce0_D2
Normal
-0.1
6d9f8b06-f28c-4e9b-823b-33ebb7_D2
Normal
-0.1
65867ab1-5eab-44a8-b2bb-d27263_D2
Normal
-0.1
b871c0c1-a97b-4ac1-887c-0317b6_D2
Normal
-0.1
cbd0e774-c741-4753-9c9e-391a7d_D2
Normal
-0.1
a5c8bf1d-776c-406f-82a3-2d9ce6_D2
Normal
-0.1
7784e2e5-c0e1-4b85-8cc1-7faac8_D2
Normal
-0.1
bc574f73-89ba-44d7-992e-82622c_D3
Tumor
-0.1
f9d6fb1b-988e-4D88-9272-cc672f_D8
Tumor
-0.1
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Tumor
-0.1
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Normal
-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
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Normal
-0.1
5e886f1c-8165-4232-9591-d80799_D2
Normal
-0.1
695b0b00-a86b-43c0-a6c8-50a840_D3
Tumor
-0.1
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Normal
-0.1
1425a1a1-c835-47a2-a9b9-4db5d0_D8
Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
1c070992-647b-4173-a481-904c4d_D2
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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Normal
-0.2
b4e91300-405e-4239-b8da-5e1a42_D2
Tumor
-0.2
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Normal
-0.2
87b0e853-43ea-4efb-8a22-dd221f_D2
Normal
-0.2
41a04113-2061-4923-bca5-da586c_D2
Normal
-0.2
5de06adb-e00d-4114-8d76-04bd30_D2
Normal
-0.2
067db520-1b1f-4569-9414-e37a6e_D2
Normal
-0.2
ec9afcc4-ccf7-4226-b0e8-d6897d_D3
Tumor
-0.2
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Normal
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Normal
-0.2
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Tumor
-0.2
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Normal
-0.2
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Normal
-0.2
0c330883-ab58-4a5a-bff7-07d283_D2
Normal
-0.2
6797a69d-2f74-44b9-8147-cd4fac_D2
Normal
-0.2
47d2a435-b203-4438-ae72-53c424_D2
Normal
-0.2
63c1f7ac-b1ae-4c28-95aa-ce21e5_D2
Normal
-0.2
a84149b1-8453-45f0-8400-d7b12f_D2
Normal
-0.2
43bc845e-d22e-4c10-b3e8-bc54e6_D2
Normal
-0.2
da95f6f8-be46-4ed8-a493-2c99f0_D2
Normal
-0.2
3765c09a-fff7-4b37-bf2b-452b23_D2
Normal
-0.2
a313f6ef-5994-4d49-9e66-c26911_D2
Normal
-0.2
b2978e90-cd2a-4665-b1bf-508a99_D2
Normal
-0.2
2cc46aec-6142-4fb9-aca5-c442b9_D2
Normal
-0.2
d80408d6-598d-4411-ab34-eb2545_D2
Normal
-0.2
efee6bb9-69dd-46c2-85b3-b55962_D2
Normal
-0.2
bda3787a-1397-4716-bb17-4992a8_D2
Normal
-0.2
4b263734-430f-41dc-a296-8691f0_D3
Tumor
-0.2
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Normal
-0.3
a243b765-61ab-4aa6-88e1-226896_D2
Normal
-0.3
b3696374-c6c0-49dd-833e-596e26_D2
Normal
-0.3
799893aa-d523-4a08-9ea7-611cca_D3
Tumor
-0.3
642fc6c3-8d4a-4e3d-ad0a-cc088a_D2
Tumor
-0.3
0aef1fe8-ca61-4113-81d0-d82ee7_D2
Tumor
-0.3
5cf5e61d-21ff-4678-9126-14e9bb_D2
Normal
-0.3
211cbcef-cb1f-4c80-a1c8-a76d3c_D2
Normal
-0.3
8c73f3a5-fea8-4942-90c0-966f66_D3
Tumor
-0.3
5271982c-5de1-4d6e-b414-b1f3ef_D2
Tumor
-0.3
f6b1079b-9d67-4c63-b3d0-d562b5_D2
Tumor
-0.3
c8694e31-2c8f-4eb6-a7ef-a137d9_D3
Tumor
-0.4
c6ae57a7-65a0-438e-bae2-97b1c8_D3
Tumor
-0.4
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Normal
-0.4
3d797911-d476-436f-9cce-33e20c_D8
Tumor
-0.4
1fbb1add-4660-4ec1-b8c2-360f9f_D2
Normal
-0.4
b2400046-1d25-429d-a821-6040a6
Tumor
-0.4
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Normal
-0.4
21cab01c-e968-42cc-9651-1e53c0_D3
Tumor
-0.4
2f8b02e4-1848-4abc-a95e-dd9eb5_D3
Tumor
-0.4
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Normal
-0.5
7cc7f69f-99f5-4b23-a9e0-ba0dc8_D8
Tumor
-0.5
2d266d2d-4bb3-436c-a3e7-06acb2_D3
Tumor
-0.5
e1cd3d70-132b-452f-ba10-026721_D2
Tumor
-0.6
8af80ae9-2088-4124-91fb-8d6c17_D3
Tumor
-0.8
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.
The Human Protein Atlas project is funded
