Home LiteratureArticle Details
PMID: 20143136 Published · ppublish English Journal Article Research Support, Non-U.S. Gov't

A 'metastasis-prone' signature for early-stage mismatch-repair proficient sporadic colorectal cancer patients and its implications for possible therapeutics.

Clinical & experimental metastasis ·Vol. 27 ·No. 2 ·2010-02-00 ·Pages 83-90

Hong Y, Downey T, Eu KW, Koh PK, Cheah PY

Abstract

Metastasis is the major cause of cancer mortality. We aimed to find a metastasis-prone signature for early stage mismatch-repair proficient sporadic colorectal cancer (CRC) patients for better prognosis and informed use of adjuvant chemotherapy. The genome-wide expression profiles of 82 age-, ethnicity- and tissue-matched patients and healthy controls were analyzed using the Affymetrix U133 Plus 2 array. Metastasis-negative patients have 5 years or more of follow-up. A 10 x 10 two-level nested cross-validation design was used with several families of classification models to identify the optimal predictor for metastasis. The best classification model yielded a 54 gene-set (74 probe sets) with an estimated prediction accuracy of 71%. The specificity, sensitivity, negative and positive predictive values of the signature are 0.88, 0.58, 0.84 and 0.65, respectively, indicating that the gene-set can improve prognosis for early stage sporadic CRC patients. These 54 genes, including node molecules YWHAB, MAP3K5, LMNA, APP, GNAQ, F3, NFATC2, and TGM2, integrate multiple bio-functions in various compartments into an intricate molecular network, suggesting that cell-wide perturbations are involved in metastasis transformation. Further, querying the ;Connectivity Map' with a subset (70%) of these genes shows that Gly-His-Lys and securinine could reverse the differential expressions of these genes significantly, suggesting that they have combinatorial therapeutic effect on the metastasis-prone patients. These two perturbagens promote wound-healing, extracellular matrix remodeling and macrophage activation thus highlighting the importance of these pathways in metastasis suppression for early-stage CRC.

MeSH Terms
Aged Aged, 80 and over Base Pair Mismatch/genetics Case-Control Studies China Colorectal Neoplasms/genetics,pathology,therapy Female Gene Expression Profiling Humans Male Neoplasm Metastasis/genetics Retrospective Studies
Authors & Affiliations
5 authors, click to expand affiliations / ORCID
Hong Yi
Department of Colorectal Surgery, Singapore General Hospital, Singapore, 169608, Singapore.
Downey Thomas
Eu Kong Weng
Koh Poh Koon
Cheah Peh Yean
References (23)
23 references, click to expand
  1. Analysis of the MammaPrint breast cancer assay in a predominantly postmenopausal cohort.
    Clin Cancer Res. 2008 May 15;14(10):2988-93 PMID: 18483364
  2. Securinine, a GABAA receptor antagonist, enhances macrophage clearance of phase II C. burnetii: comparison with TLR agonists.
    J Leukoc Biol. 2007 Nov;82(5):1062-9 PMID: 17698917
  3. Bias in error estimation when using cross-validation for model selection.
    BMC Bioinformatics. 2006 Feb 23;7:91 PMID: 16504092
  4. Stage II colon cancer prognosis prediction by tumor gene expression profiling.
    J Clin Oncol. 2006 Oct 10;24(29):4685-91 PMID: 16966692
  5. A susceptibility gene set for early onset colorectal cancer that integrates diverse signaling pathways: implication for tumorigenesis.
    Clin Cancer Res. 2007 Feb 15;13(4):1107-14 PMID: 17317818
  6. Linking oncogenic pathways with therapeutic opportunities.
    Nat Rev Cancer. 2006 Sep;6(9):735-41 PMID: 16915294
  7. Gene expression patterns in mismatch repair-deficient colorectal cancers highlight the potential therapeutic role of inhibitors of the phosphatidylinositol 3-kinase-AKT-mammalian target of rapamycin pathway.
    Clin Cancer Res. 2009 Apr 15;15(8):2829-39 PMID: 19351759
  8. The Connectivity Map: using gene-expression signatures to connect small molecules, genes, and disease.
    Science. 2006 Sep 29;313(5795):1929-35 PMID: 17008526
  9. Gene expression signatures for colorectal cancer microsatellite status and HNPCC.
    Br J Cancer. 2005 Jun 20;92(12):2240-8 PMID: 15956967
  10. Selection bias in gene extraction on the basis of microarray gene-expression data.
    Proc Natl Acad Sci U S A. 2002 May 14;99(10):6562-6 PMID: 11983868
  11. A genomic approach to colon cancer risk stratification yields biologic insights into therapeutic opportunities.
    Proc Natl Acad Sci U S A. 2008 Dec 9;105(49):19432-7 PMID: 19050079
  12. Genes that mediate breast cancer metastasis to lung.
    Nature. 2005 Jul 28;436(7050):518-24 PMID: 16049480
  13. The Connectivity Map: a new tool for biomedical research.
    Nat Rev Cancer. 2007 Jan;7(1):54-60 PMID: 17186018
  14. A molecular signature of metastasis in primary solid tumors.
    Nat Genet. 2003 Jan;33(1):49-54 PMID: 12469122
  15. Priorities in colorectal cancer research: recommendations from the Gastrointestinal Scientific Leadership Council of the Coalition of Cancer Cooperative Groups.
    J Clin Oncol. 2007 Jun 1;25(16):2313-21 PMID: 17538178
  16. Distal colorectal cancers with microsatellite instability (MSI) display distinct gene expression profiles that are different from proximal MSI cancers.
    Cancer Res. 2006 Oct 15;66(20):9804-8 PMID: 17047040
  17. Gene expression profiling predicts clinical outcome of breast cancer.
    Nature. 2002 Jan 31;415(6871):530-6 PMID: 11823860
  18. Securinine induced apoptosis in human leukemia HL-60 cells.
    Zhongguo Yao Li Xue Bao. 1999 Mar;20(3):267-70 PMID: 10452105
  19. The human tri-peptide GHK and tissue remodeling.
    J Biomater Sci Polym Ed. 2008;19(8):969-88 PMID: 18644225
  20. Comparative lesion sequencing provides insights into tumor evolution.
    Proc Natl Acad Sci U S A. 2008 Mar 18;105(11):4283-8 PMID: 18337506
  21. Gene expression profiles and molecular markers to predict recurrence of Dukes' B colon cancer.
    J Clin Oncol. 2004 May 1;22(9):1564-71 PMID: 15051756
  22. A gene expression signature of genetic instability in colon cancer.
    Cancer Res. 2005 Oct 15;65(20):9200-5 PMID: 16230380
  23. The tripeptide-copper complex glycyl-L-histidyl-L-lysine-Cu2+ stimulates matrix metalloproteinase-2 expression by fibroblast cultures.
    Life Sci. 2000 Sep 22;67(18):2257-65 PMID: 11045606
Article Info
Journal
Clinical & experimental metastasis
Abbr.
Clin Exp Metastasis
ISSN
1573-7276
Published
2010-02-00
Epub
2010-00-09
Pages
83-90
Language
English
Region
Netherlands
NLM ID
8409970
Subset
IM
Analysis Services
Analysis Services

Contact

No. 2 Wenbo Road, Zhangqiu District, Jinan, Shandong

Qilu Normal University · Genelibs Bioinformatics Lab

750 Shunhua Rd, Jinan

2F, Bldg F, University Science Park

Tel: 0531-88819269

WeChat Official Account

Follow our WeChat subscription account for real-time updates and the latest in medical and biological research.


Business Email

E-mail: product@genelibs.com