Literature DB >> 21037082

Novel application of structural equation modeling to correlation structure analysis of CpG island methylation in colorectal cancer.

Noriko Tanaka1, Curtis Huttenhower, Katsuhiko Nosho, Yoshifumi Baba, Kaori Shima, John Quackenbush, Kevin M Haigis, Edward Giovannucci, Charles S Fuchs, Shuji Ogino.   

Abstract

The CpG island methylator phenotype (CIMP-high, CIMP1) is a distinct phenotype associated with microsatellite instability (MSI) and BRAF mutation in colon cancer. Recent evidence suggests the presence of KRAS mutation-associated CIMP subtype (CIMP-low, CIMP2). We used cluster analysis, principal component analysis (PCA), and structural equation modeling (SEM), a novel strategy, to decipher the correlation structure of CpG island hypermethylation. Using a database of 861 colon and rectal cancers, DNA methylation at 16 CpG islands [CACNA1G, CDKN2A (p16/ink4a), CHFR, CRABP1, HIC1, IGF2, IGFBP3, MGMT, MINT-1, MINT-31, MLH1, NEUROG1, p14 (CDKN2A/arf), RUNX3, SOCS1, and WRN] was quantified by real-time PCR. Tumors were categorized into three groups: Group 1 with wild-type KRAS/BRAF (N = 440); Group 2 with mutant KRAS and wild-type BRAF (N = 308); and Group 3 with wild-type KRAS and mutant BRAF (N = 107). Tumors with mutant KRAS/BRAF (N = 6) were excluded. In unsupervised hierarchical clustering analysis, all but six markers (CACNA1G, IGF2, RUNX3, MGMT, MINT-1, and SOCS1) were differentially clustered with CIMP-high and CIMP-low according to KRAS and BRAF status. In SEM, the correlation structures between CIMP, locus-specific CpG island methylation, and MSI differed according to KRAS and BRAF status, which was consistent with PCA results. In conclusion, KRAS and BRAF mutations appear to differentially influence correlation structure of CpG island methylation. Our novel data suggest two distinct perturbations, resulting in differential locus-specific propensity of CpG methylation.

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Year:  2010        PMID: 21037082      PMCID: PMC2993288          DOI: 10.2353/ajpath.2010.100361

Source DB:  PubMed          Journal:  Am J Pathol        ISSN: 0002-9440            Impact factor:   4.307


  65 in total

1.  CpG island methylator phenotype-low (CIMP-low) in colorectal cancer: possible associations with male sex and KRAS mutations.

Authors:  Shuji Ogino; Takako Kawasaki; Gregory J Kirkner; Massimo Loda; Charles S Fuchs
Journal:  J Mol Diagn       Date:  2006-11       Impact factor: 5.568

2.  Association of smoking, CpG island methylator phenotype, and V600E BRAF mutations in colon cancer.

Authors:  Wade S Samowitz; Hans Albertsen; Carol Sweeney; Jennifer Herrick; Bette J Caan; Kristin E Anderson; Roger K Wolff; Martha L Slattery
Journal:  J Natl Cancer Inst       Date:  2006-12-06       Impact factor: 13.506

3.  APC gene methylation is inversely correlated with features of the CpG island methylator phenotype in colorectal cancer.

Authors:  Barry Iacopetta; Fabienne Grieu; Wei Li; Andrew Ruszkiewicz; Maria Caruso; James Moore; Goh Watanabe; Kazuyuki Kawakami
Journal:  Int J Cancer       Date:  2006-11-15       Impact factor: 7.396

4.  APC mutations and other genetic and epigenetic changes in colon cancer.

Authors:  Wade S Samowitz; Martha L Slattery; Carol Sweeney; Jennifer Herrick; Roger K Wolff; Hans Albertsen
Journal:  Mol Cancer Res       Date:  2007-02-09       Impact factor: 5.852

5.  The CpG island methylator phenotype and chromosomal instability are inversely correlated in sporadic colorectal cancer.

Authors:  Ajay Goel; Takeshi Nagasaka; Christian N Arnold; Toru Inoue; Cody Hamilton; Donna Niedzwiecki; Carolyn Compton; Robert J Mayer; Richard Goldberg; Monica M Bertagnolli; C Richard Boland
Journal:  Gastroenterology       Date:  2006-09-20       Impact factor: 22.682

6.  Comparison of microsatellite instability, CpG island methylation phenotype, BRAF and KRAS status in serrated polyps and traditional adenomas indicates separate pathways to distinct colorectal carcinoma end points.

Authors:  Michael J O'Brien; Shi Yang; Charline Mack; Huihong Xu; Christopher S Huang; Elizabeth Mulcahy; Mark Amorosino; Francis A Farraye
Journal:  Am J Surg Pathol       Date:  2006-12       Impact factor: 6.394

7.  Diet and lifestyle factor associations with CpG island methylator phenotype and BRAF mutations in colon cancer.

Authors:  Martha L Slattery; Karen Curtin; Carol Sweeney; Theodore R Levin; John Potter; Roger K Wolff; Hans Albertsen; Wade S Samowitz
Journal:  Int J Cancer       Date:  2007-02-01       Impact factor: 7.396

8.  IGFBP7 is a p53-responsive gene specifically silenced in colorectal cancer with CpG island methylator phenotype.

Authors:  Hiromu Suzuki; Shinichi Igarashi; Masanori Nojima; Reo Maruyama; Eiichiro Yamamoto; Masahiro Kai; Hirofumi Akashi; Yoshiyuki Watanabe; Hiroyuki Yamamoto; Yasushi Sasaki; Fumio Itoh; Kohzoh Imai; Tamotsu Sugai; Lanlan Shen; Jean-Pierre J Issa; Yasuhisa Shinomura; Takashi Tokino; Minoru Toyota
Journal:  Carcinogenesis       Date:  2009-07-28       Impact factor: 4.944

9.  Aspirin and the risk of colorectal cancer in relation to the expression of COX-2.

Authors:  Andrew T Chan; Shuji Ogino; Charles S Fuchs
Journal:  N Engl J Med       Date:  2007-05-24       Impact factor: 91.245

10.  Role of BRAF-V600E in the serrated pathway of colorectal tumourigenesis.

Authors:  P Minoo; M P Moyer; J R Jass
Journal:  J Pathol       Date:  2007-06       Impact factor: 7.996

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  22 in total

1.  Predictive and prognostic roles of BRAF mutation in stage III colon cancer: results from intergroup trial CALGB 89803.

Authors:  Shuji Ogino; Kaori Shima; Jeffrey A Meyerhardt; Nadine J McCleary; Kimmie Ng; Donna Hollis; Leonard B Saltz; Robert J Mayer; Paul Schaefer; Renaud Whittom; Alexander Hantel; Al B Benson; Donna Spiegelman; Richard M Goldberg; Monica M Bertagnolli; Charles S Fuchs
Journal:  Clin Cancer Res       Date:  2011-12-06       Impact factor: 12.531

2.  No evidence for interference of h&e staining in DNA testing: usefulness of DNA extraction from H&E-stained archival tissue sections.

Authors:  Teppei Morikawa; Kaori Shima; Aya Kuchiba; Mai Yamauchi; Noriko Tanaka; Yu Imamura; Xiaoyun Liao; Zhi Rong Qian; Mohan Brahmandam; Janina A Longtine; Neal I Lindeman; Charles S Fuchs; Shuji Ogino
Journal:  Am J Clin Pathol       Date:  2012-07       Impact factor: 2.493

Review 3.  Epigenetics and colorectal cancer.

Authors:  Victoria Valinluck Lao; William M Grady
Journal:  Nat Rev Gastroenterol Hepatol       Date:  2011-10-18       Impact factor: 46.802

4.  Assessment of colorectal cancer molecular features along bowel subsites challenges the conception of distinct dichotomy of proximal versus distal colorectum.

Authors:  Mai Yamauchi; Teppei Morikawa; Aya Kuchiba; Yu Imamura; Zhi Rong Qian; Reiko Nishihara; Xiaoyun Liao; Levi Waldron; Yujin Hoshida; Curtis Huttenhower; Andrew T Chan; Edward Giovannucci; Charles Fuchs; Shuji Ogino
Journal:  Gut       Date:  2012-03-17       Impact factor: 23.059

5.  Clinicopathologic Risk Factor Distributions for MLH1 Promoter Region Methylation in CIMP-Positive Tumors.

Authors:  A Joan Levine; Amanda I Phipps; John A Baron; Daniel D Buchanan; Dennis J Ahnen; Stacey A Cohen; Noralane M Lindor; Polly A Newcomb; Christophe Rosty; Robert W Haile; Peter W Laird; Daniel J Weisenberger
Journal:  Cancer Epidemiol Biomarkers Prev       Date:  2015-10-28       Impact factor: 4.254

Review 6.  Biomarker use in colorectal cancer therapy.

Authors:  Robin K Kelley; Grace Wang; Alan P Venook
Journal:  J Natl Compr Canc Netw       Date:  2011-11       Impact factor: 11.908

7.  Molecular analysis of colorectal tumors within a diverse patient cohort at a single institution.

Authors:  Brooke E Sylvester; Dezheng Huo; Andrey Khramtsov; Jing Zhang; Rana V Smalling; Sope Olugbile; Blase N Polite; Olufunmilayo I Olopade
Journal:  Clin Cancer Res       Date:  2011-11-23       Impact factor: 12.531

8.  Association between methylation in mismatch repair genes, V600E BRAF mutation and microsatellite instability in colorectal cancer patients.

Authors:  Carla G Rasuck; Sinara M O Leite; Flavia Komatsuzaki; Alessandro C S Ferreira; Vanessa C Oliveira; Karina B Gomes
Journal:  Mol Biol Rep       Date:  2011-06-17       Impact factor: 2.316

9.  Combined methylation of p16 and hMLH1 (CMETH2) discriminates a subpopulation with better prognosis in colorectal cancer patients with microsatellite instability tumors.

Authors:  S Veganzones; M L Maestro; S Rafael; V de la Orden; M Vidaurreta; B Mediero; M Espantaleón; J Cerdán; E Díaz-Rubio
Journal:  Tumour Biol       Date:  2015-01-10

10.  Colorectal cancer: a tale of two sides or a continuum?

Authors:  Mai Yamauchi; Paul Lochhead; Teppei Morikawa; Curtis Huttenhower; Andrew T Chan; Edward Giovannucci; Charles Fuchs; Shuji Ogino
Journal:  Gut       Date:  2012-04-05       Impact factor: 23.059

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