GSE17536_eset.RdStaging inadequately predicts metastatic risk in patients with colon cancer. We used a gene expression profile derived from invasive, murine colon cancer cells that were highly metastatic in an immunocompetent mouse model to identify patients with colon cancer at risk of recurrence.This phase 1, exploratory biomarker study used 55 patients with colorectal cancer from Vanderbilt Medical Center (VMC) as the training dataset and 177 patients from the Moffitt Cancer Center as the independent dataset. The metastasis-associated gene expression profile developed from the mouse model was refined with comparative functional genomics in the VMC gene expression profiles to identify a 34-gene classifier associated with high risk of metastasis and death from colon cancer. A metastasis score derived from the biologically based classifier was tested in the Moffitt dataset.A high score was significantly associated with increased risk of metastasis and death from colon cancer across all pathologic stages and specifically in stage II and stage III patients. The metastasis score was shown to independently predict risk of cancer recurrence and death in univariate and multivariate models. For example, among stage III patients, a high score translated to increased relative risk of cancer recurrence (hazard ratio, 4.7; 95% confidence interval, 1.566-14.05). Furthermore, the metastasis score identified patients with stage III disease whose 5-year recurrence-free survival was >88% and for whom adjuvant chemotherapy did not increase survival time.A gene expression profile identified from an experimental model of colon cancer metastasis predicted cancer recurrence and death, independently of conventional measures, in patients with colon cancer.Copyright 2010 AGA Institute. Published by Elsevier Inc. All rights reserved.
data( GSE17536_eset )
experimentData(eset):
Experiment data
Experimenter name: Smith JJ, Deane NG, Wu F, Merchant NB et al.??Experimentally derived metastasis gene expression profile predicts recurrence and death in patients with colon cancer.??Gastroenterology??2010 Mar
Laboratory: Smith JJ,??Beauchamp RD 2009
Contact information:
Title: Experimentally derived metastasis gene expression profile predicts recurrence and death in patients with colon cancer.
URL:
PMIDs: 19914252
Abstract: A 260 word abstract is available. Use 'abstract' method.
Information is available on: preprocessing
notes:
platform_title:
[HG-U133_Plus_2] Affymetrix Human Genome U133 Plus 2.0 Array
platform_shorttitle:
Affymetrix HG-U133Plus2
platform_summary:
hgu133plus2
platform_manufacturer:
Affymetrix
platform_distribution:
commercial
platform_accession:
GPL570
platform_technology:
in situ oligonucleotide
warnings:
No warnings yet
Preprocessing: frma
featureData(eset):
An object of class 'AnnotatedDataFrame'
featureNames: A1BG A1BG-AS1 ... ZZZ3 (19320 total)
varLabels: probeset gene
varMetadata: labelDescription
assayData: 19320 features, 177 samples
Platform type: hgu133plus2
Overall survival time-to-event summary (in years):
Call: survfit(formula = Surv(time, cens) ~ -1)
records n.max n.start events median 0.95LCL 0.95UCL
177.00 177.00 177.00 73.00 11.08 4.86 NA
---------------------------
Available sample meta-data:
---------------------------
alt_sample_name:
Length Class Mode
177 character character
sample_type:
tumor
177
primarysite:
co
177
summarygrade:
high low
27 150
G:
1 2 3
16 134 27
summarystage:
early late NA's
24 96 57
N:
0 NA's
81 96
M:
0 1
138 39
Dstage:
B C D NA's
57 57 39 24
age_at_initial_pathologic_diagnosis:
Min. 1st Qu. Median Mean 3rd Qu. Max.
26.00 57.00 66.00 65.48 75.00 92.00
days_to_tumor_recurrence:
Min. 1st Qu. Median Mean 3rd Qu. Max.
0.0 298.8 858.9 1126.0 1734.0 4276.0
recurrence_status:
norecurrence recurrence NA's
109 36 32
days_to_death:
Min. 1st Qu. Median Mean 3rd Qu. Max.
27.6 683.4 1268.0 1444.0 2035.0 4276.0
vital_status:
deceased living
73 104
gender:
f m
81 96
stageall:
1 2 3 4
24 57 57 39
ethnicity:
black caucasian hispanic other
9 151 1 16
dfs_status:
deceased_or_recurrence living_norecurrence NA's
36 91 50
days_to_recurrence_or_death:
Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
27.6 751.3 1380.0 1519.0 2122.0 4276.0 50
disease_specific_mortality:
n y
122 55
batch:
Length Class Mode
177 character character
preop_drug_treatment:
n
177
uncurated_author_metadata:
Length Class Mode
177 character character