Transitions at CpG Dinucleotides, Geographic Clustering of TP53 Mutations and Food Availability Patterns in Colorectal Cancer

Background Colorectal cancer is mainly attributed to diet, but the role exerted by foods remains unclear because involved factors are extremely complex. Geography substantially impacts on foods. Correlations between international variation in colorectal cancer-associated mutation patterns and food availabilities could highlight the influence of foods on colorectal mutagenesis. Methodology To test such hypothesis, we applied techniques based on hierarchical clustering, feature extraction and selection, and statistical pattern recognition to the analysis of 2,572 colorectal cancer-associated TP53 mutations from 12 countries/geographic areas. For food availabilities, we relied on data extracted from the Food Balance Sheets of the Food and Agriculture Organization of the United Nations. Dendrograms for mutation sites, mutation types and food patterns were constructed through Ward's hierarchical clustering algorithm and their stability was assessed evaluating silhouette values. Feature selection used entropy-based measures for similarity between clusterings, combined with principal component analysis by exhaustive and heuristic approaches. Conclusion/Significance Mutations clustered in two major geographic groups, one including only Western countries, the other Asia and parts of Europe. This was determined by variation in the frequency of transitions at CpGs, the most common mutation type. Higher frequencies of transitions at CpGs in the cluster that included only Western countries mainly reflected higher frequencies of mutations at CpG codons 175, 248 and 273, the three major TP53 hotspots. Pearson's correlation scores, computed between the principal components of the datamatrices for mutation types, food availability and mutation sites, demonstrated statistically significant correlations between transitions at CpGs and both mutation sites and availabilities of meat, milk, sweeteners and animal fats, the energy-dense foods at the basis of “Western” diets. This is best explainable by differential exposure to nitrosative DNA damage due to foods that promote metabolic stress and chronic inflammation.

[1]  Thomas Lengauer,et al.  Computational epigenetics , 2008, Bioinform..

[2]  N Mantel,et al.  A technique of nonparametric multivariate analysis. , 1970, Biometrics.

[3]  M. N. Hughes Chemistry of nitric oxide and related species. , 2008, Methods in enzymology.

[4]  B. Vogelstein,et al.  A genetic model for colorectal tumorigenesis , 1990, Cell.

[5]  H. Ohshima,et al.  Nitrative DNA damage in inflammation and its possible role in carcinogenesis. , 2006, Nitric oxide : biology and chemistry.

[6]  James B. Mitchell,et al.  Chemical biology of nitric oxide: regulation and protective and toxic mechanisms. , 1996, Current topics in cellular regulation.

[7]  C. Keen,et al.  High-fat, energy-dense, fast-food-style breakfast results in an increase in oxidative stress in metabolic syndrome. , 2008, Metabolism: clinical and experimental.

[8]  P. Hainaut,et al.  Inducible nitric oxide synthase, nitrotyrosine and p53 mutations in the molecular pathogenesis of Barrett's esophagus and esophageal adenocarcinoma , 2008, Molecular carcinogenesis.

[9]  V. Arulampalam Gastrointestinal inflammation: lessons from metabolic modulators , 2008, Journal of internal medicine.

[10]  G. Johansson,et al.  Underreporting of energy intake in repeated 24-hour recalls related to gender, age, weight status, day of interview, educational level, reported food intake, smoking habits and area of living , 2001, Public Health Nutrition.

[11]  P. Oates,et al.  Heme in intestinal epithelial cell turnover, differentiation, detoxification, inflammation, carcinogenesis, absorption and motility. , 2006, World journal of gastroenterology.

[12]  Peter Tontonoz,et al.  Reciprocal regulation of inflammation and lipid metabolism by liver X receptors , 2003, Nature Medicine.

[13]  P. Jones,et al.  Ubiquitous and tenacious methylation of the CpG site in codon 248 of the p53 gene may explain its frequent appearance as a mutational hot spot in human cancer , 1994, Molecular and cellular biology.

[14]  Richard Bowman,et al.  Red meat enhances the colonic formation of the DNA adduct O6-carboxymethyl guanine: implications for colorectal cancer risk. , 2006, Cancer research.

[15]  M. Grisham,et al.  Nitric oxide and chronic gut inflammation: controversies in inflammatory bowel disease. , 2002, Journal of investigative medicine : the official publication of the American Federation for Clinical Research.

[16]  L. Loeb,et al.  Reverse chemical mutagenesis: identification of the mutagenic lesions resulting from reactive oxygen species-mediated damage to DNA. , 1994, Proceedings of the National Academy of Sciences of the United States of America.

[17]  L. Niskanen,et al.  Inflammation markers are modulated by responses to diets differing in postprandial insulin responses in individuals with the metabolic syndrome. , 2008, The American journal of clinical nutrition.

[18]  H. Clevers,et al.  Wnt control of stem cells and differentiation in the intestinal epithelium. , 2005, Experimental cell research.

[19]  Antonio Ceriello,et al.  The effects of diet on inflammation: emphasis on the metabolic syndrome. , 2006, Journal of the American College of Cardiology.

[20]  C. Harris,et al.  Nitric oxide-induced p53 accumulation and regulation of inducible nitric oxide synthase expression by wild-type p53. , 1996, Proceedings of the National Academy of Sciences of the United States of America.

[21]  E. Riboli,et al.  The second expert report, Food, Nutrition, Physical Activity and the Prevention of Cancer: A Global Perspective , 2007 .

[22]  C. Harris,et al.  p53: traffic cop at the crossroads of DNA repair and recombination , 2005, Nature Reviews Molecular Cell Biology.

[23]  P. Stover,et al.  Convergence of genetic, nutritional and inflammatory factors in gastrointestinal cancers. , 2007, Nutrition reviews.

[24]  R. Cross,et al.  Nitric Oxide in Inflammatory Bowel Disease , 2003, Inflammatory bowel diseases.

[25]  J. Rhodes,et al.  Inflammation and colorectal cancer: IBD-associated and sporadic cancer compared. , 2002, Trends in molecular medicine.

[26]  G. Pfeifer p53 mutational spectra and the role of methylated CpG sequences. , 2000, Mutation research.

[27]  G. Wogan,et al.  Mutagenesis associated with nitric oxide production in transgenic SJL mice. , 1996, Proceedings of the National Academy of Sciences of the United States of America.

[28]  P. Hainaut Tumor-specific mutations in p53: The acid test , 2002, Nature Medicine.

[29]  G. Pfeifer Mutagenesis at methylated CpG sequences. , 2006, Current topics in microbiology and immunology.

[30]  R. Malekzadeh,et al.  P53 mutations in colorectal cancer from northern Iran: Relationships with site of tumor origin, microsatellite instability and K‐ras mutations , 2008, Journal of cellular physiology.

[31]  A. Jemal,et al.  Global Cancer Statistics , 2011 .

[32]  J. Zell,et al.  Risk and risk reduction involving arginine intake and meat consumption in colorectal tumorigenesis and survival , 2007, International journal of cancer.

[33]  C. Harris,et al.  TP53 mutation spectra and load: a tool for generating hypotheses on the etiology of cancer. , 2004, IARC scientific publications.

[34]  S A Bingham,et al.  Does increased endogenous formation of N-nitroso compounds in the human colon explain the association between red meat and colon cancer? , 1996, Carcinogenesis.

[35]  Xin Lu,et al.  Live or let die: the cell's response to p53 , 2002, Nature Reviews Cancer.

[36]  C. Ulrich,et al.  Genetic polymorphisms in one-carbon metabolism: associations with CpG island methylator phenotype (CIMP) in colon cancer and the modifying effects of diet. , 2007, Carcinogenesis.

[37]  T. Cebula,et al.  DNA deaminating ability and genotoxicity of nitric oxide and its progenitors. , 1991, Science.

[38]  S. Bingham,et al.  Haem, not protein or inorganic iron, is responsible for endogenous intestinal N-nitrosation arising from red meat. , 2003, Cancer research.

[39]  S. Tornaletti,et al.  Complete and tissue-independent methylation of CpG sites in the p53 gene: implications for mutations in human cancers. , 1995, Oncogene.

[40]  Andrew R Collins,et al.  Nutritional modulation of DNA repair in a human intervention study. , 2003, Carcinogenesis.

[41]  M. Slattery Defining dietary consumption: is the sum greater than its parts? , 2008, The American journal of clinical nutrition.

[42]  C. Harris,et al.  The IARC TP53 database: New online mutation analysis and recommendations to users , 2002, Human mutation.

[43]  P. Shields,et al.  Food mutagens. , 2003, Journal of NutriLife.

[44]  Oksana Gavrilova,et al.  p53 Regulates Mitochondrial Respiration , 2006, Science.

[45]  M. Müller,et al.  Severe underreporting of energy intake in normal weight subjects: use of an appropriate standard and relation to restrained eating , 2002, Public Health Nutrition.

[46]  S. Hussain,et al.  Nitric oxide and p53 in cancer‐prone chronic inflammation and oxyradical overload disease , 2004, Environmental and molecular mutagenesis.

[47]  J. Sgouros,et al.  The spectrum of p53 mutations in colorectal adenomas differs from that in colorectal carcinomas , 2002, Gut.

[48]  D. Altshuler,et al.  The multiethnic cohort study: exploring genes, lifestyle and cancer risk , 2004, Nature Reviews Cancer.

[49]  H. Gaskins,et al.  Commensal Bacteria, Redox Stress, and Colorectal Cancer: Mechanisms and Models , 2004, Experimental biology and medicine.

[50]  G. Pfeifer,et al.  Methylation of CpG dinucleotides in the lacI gene of the Big Blue transgenic mouse. , 1998, Mutation research.

[51]  P. Pehrsson,et al.  Nutrient content and variability in newly obtained salmon data for USDA Nutrient Database for Standard Reference , 2007 .

[52]  A. Drewnowski,et al.  The nutrition transition: new trends in the global diet. , 2009, Nutrition reviews.

[53]  D. Kerr,et al.  The TP53 colorectal cancer international collaborative study on the prognostic and predictive significance of p53 mutation: influence of tumor site, type of mutation, and adjuvant treatment. , 2005, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[54]  K. Anderson,et al.  Diet activity, and lifestyle associations with p53 mutations in colon tumors. , 2002, Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology.

[55]  M. Hollstein,et al.  p53 and human cancer: the first ten thousand mutations. , 2000, Advances in cancer research.

[56]  M. Gunter,et al.  Obesity and colorectal cancer: epidemiology, mechanisms and candidate genes. , 2006, The Journal of nutritional biochemistry.

[57]  G. Pfeifer,et al.  Formation and repair of DNA lesions in the p53 gene: Relation to cancer mutations? , 1998, Environmental and molecular mutagenesis.

[58]  E. Lander,et al.  The Mammalian Epigenome , 2007, Cell.

[59]  R. Sinha,et al.  Meat‐related mutagens/carcinogens in the etiology of colorectal cancer , 2004, Environmental and molecular mutagenesis.

[60]  John D. Potter,et al.  Food, nutrition and the prevention of cancer : a global perspective , 2001 .

[61]  Kevin M. Ryan,et al.  DRAM, a p53-Induced Modulator of Autophagy, Is Critical for Apoptosis , 2006, Cell.

[62]  D. Kerr,et al.  Functional categories of TP53 mutation in colorectal cancer: results of an International Collaborative Study. , 2006, Annals of oncology : official journal of the European Society for Medical Oncology.

[63]  E. Ponce,et al.  World Cancer Research Fund, American Institute for Cancer Research. Second Expert Report, Food, Nutrition, Physical Activity and the Prevention of Cancer: A Global Perspective. United Kingdom: WCRF/AICR, 2001 , 2009 .

[64]  A R Tricker,et al.  N-nitroso compounds and man: sources of exposure, endogenous formation and occurrence in body fluids. , 1997, European journal of cancer prevention : the official journal of the European Cancer Prevention Organisation.

[65]  Jean A.T. Pennington,et al.  McCance and widdowson's the composition of foods: 5th ed., edited by B. Holland, A. A. Welch, 1. D. Unwin, D. H. Buss, A. A. Paul, and D. A. T. Southgate. The Royal Society of Chemistry, Cambridge, 1991, 462 pp. $69.95 , 1992 .

[66]  M. Olivier,et al.  Impact of mutant p53 functional properties on TP53 mutation patterns and tumor phenotype: lessons from recent developments in the IARC TP53 database , 2007, Human mutation.

[67]  T. Schwenk Folate and Vitamin B , 2005 .

[68]  C. Harris,et al.  Frequent nitric oxide synthase-2 expression in human colon adenomas: implication for tumor angiogenesis and colon cancer progression. , 1998, Cancer research.

[69]  B. Vogelstein,et al.  p53 gene mutations occur in combination with 17p allelic deletions as late events in colorectal tumorigenesis. , 1990, Cancer research.

[70]  Ali S. Hadi,et al.  Finding Groups in Data: An Introduction to Chster Analysis , 1991 .

[71]  A. Børresen-Dale,et al.  TP53 mutations in human cancers: functional selection and impact on cancer prognosis and outcomes , 2007, Oncogene.

[72]  Sang-Woon Choi,et al.  Gene-nutrient interactions in one-carbon metabolism. , 2005, Current drug metabolism.

[73]  B. Ames,et al.  Endogenous oxidative damage of deoxycytidine in DNA. , 1992, Proceedings of the National Academy of Sciences of the United States of America.

[74]  W P Bennett,et al.  Relationship between p53 mutations and inducible nitric oxide synthase expression in human colorectal cancer. , 1999, Journal of the National Cancer Institute.

[75]  K. Vousden,et al.  p53: new roles in metabolism. , 2007, Trends in cell biology.

[76]  K. Broughton,et al.  Total fat and (n-3):(n-6) fat ratios influence eicosanoid production in mice. , 2002, The Journal of nutrition.

[77]  B. Iacopetta,et al.  p53 and disease: when the guardian angel fails , 2006, Cell Death and Differentiation.

[78]  L Ribas,et al.  Comparative analysis of nutrition data from national, household, and individual levels: results from a WHO-CINDI collaborative project in Canada, Finland, Poland, and Spain* , 2003, Journal of epidemiology and community health.

[79]  J. Ferlay,et al.  Cancer Incidence in Five Continents , 1970, Union Internationale Contre Le Cancer / International Union against Cancer.

[80]  Frank B. Hu,et al.  Dietary pattern analysis: a new direction in nutritional epidemiology , 2002, Current opinion in lipidology.

[81]  B. Wright,et al.  Hypermutable bases in the p53 cancer gene are at vulnerable positions in DNA secondary structures. , 2002, Cancer research.

[82]  L. Marnett,et al.  Oxyradicals and DNA damage. , 2000, Carcinogenesis.

[83]  S. Tannenbaum,et al.  Splanchnic metabolism of dietary arginine in relation to nitric oxide synthesis in normal adult man. , 1993, Proceedings of the National Academy of Sciences of the United States of America.

[84]  D. A. Kreutzer,et al.  Oxidized, deaminated cytosines are a source of C --> T transitions in vivo. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[85]  G. Coetzee,et al.  5-Methylcytosine as an endogenous mutagen in the human LDL receptor and p53 genes. , 1990, Science.

[86]  D. Besselsen,et al.  The role of NO synthases in arginine‐dependent small intestinal and colonic carcinogenesis , 2006, Molecular carcinogenesis.

[87]  J. Mathers,et al.  A review of dietary factors and its influence on DNA methylation in colorectal carcinogenesis , 2008, Epigenetics.

[88]  K. Mohammad,et al.  An accelerated nutrition transition in Iran , 2002, Public Health Nutrition.

[89]  M. Jägerstad,et al.  Genotoxicity of heat-processed foods. , 2005, Mutation research.

[90]  Young-In Kim Nutritional epigenetics: impact of folate deficiency on DNA methylation and colon cancer susceptibility. , 2005, The Journal of nutrition.

[91]  Peter A. Jones,et al.  Epigenetics in cancer. , 2010, Carcinogenesis.

[92]  E. Riboli,et al.  Diet and cancer — the European Prospective Investigation into Cancer and Nutrition , 2004, Nature Reviews Cancer.

[93]  A. Ciampi,et al.  Evaluation of under- and overreporting of energy intake in the 24-hour diet recalls in the European Prospective Investigation into Cancer and Nutrition (EPIC) , 2002, Public Health Nutrition.

[94]  E. Gerner Impact of dietary amino acids and polyamines on intestinal carcinogenesis and chemoprevention in mouse models. , 2007, Biochemical Society transactions.

[95]  A. Freedman,et al.  Understanding the Interaction Between Environmental Exposures and Molecular Events in Colorectal Carcinogenesis , 2001, Cancer investigation.

[96]  C. Ulrich,et al.  MTHFR variants reduce the risk of G:C->A:T transition mutations within the p53 tumor suppressor gene in colon tumors. , 2005, The Journal of nutrition.

[97]  J. Ferlay,et al.  Global Cancer Statistics, 2002 , 2005, CA: a cancer journal for clinicians.

[98]  K. Jacobson,et al.  Dietary lipids in early development and intestinal inflammatory disease. , 2007, Nutrition reviews.

[99]  S. Kato,et al.  Reassessment of the TP53 mutation database in human disease by data mining with a library of TP53 missense mutations , 2005, Human mutation.

[100]  Shuji Ogino,et al.  Folate and vitamin B6 intake and risk of colon cancer in relation to p53 expression. , 2008, Gastroenterology.

[101]  Abelardo Avila-Curiel,et al.  Food, nutrition and the prevention of cancer: a global perspective , 1998 .

[102]  J. Kaprio,et al.  Environmental and heritable factors in the causation of cancer--analyses of cohorts of twins from Sweden, Denmark, and Finland. , 2000, The New England journal of medicine.

[103]  P K Lala,et al.  Role of nitric oxide in carcinogenesis and tumour progression. , 2001, The Lancet. Oncology.

[104]  C. Harris,et al.  Interactive effects of nitric oxide and the p 53 tumor suppressor gene in carcinogenesis and tumor progression , 2004 .

[105]  Tomohiro Sawa,et al.  Chemical basis of inflammation-induced carcinogenesis. , 2003, Archives of biochemistry and biophysics.

[106]  C. Harris,et al.  Molecular epidemiology and carcinogenesis: endogenous and exogenous carcinogens. , 2000, Mutation research.

[107]  K. Shelnutt,et al.  Methylenetetrahydrofolate reductase 677C->T polymorphism and folate status affect one-carbon incorporation into human DNA deoxynucleosides. , 2005, The Journal of nutrition.

[108]  Lyon Cede Does increased endogenous formation of N-nitroso compounds in the human colon explain the association between red meat and colon cancer? , 1996 .

[109]  A. Jemal,et al.  Global cancer statistics , 2011, CA: a cancer journal for clinicians.

[110]  I. Johnson,et al.  Review article: nutrition, obesity and colorectal cancer , 2007, Alimentary pharmacology & therapeutics.

[111]  J. H. Ward Hierarchical Grouping to Optimize an Objective Function , 1963 .

[112]  Petr Pancoska,et al.  p53 has a direct apoptogenic role at the mitochondria. , 2003, Molecular cell.

[113]  B. Iacopetta TP53 mutation in colorectal cancer , 2003, Human mutation.

[114]  M. Wong,et al.  Epidemiological assessment of diet: a comparison of a 7-day diary with a food frequency questionnaire using urinary markers of nitrogen, potassium and sodium. , 2001, International journal of epidemiology.

[115]  J. Manson,et al.  Major dietary patterns are related to plasma concentrations of markers of inflammation and endothelial dysfunction. , 2004, The American journal of clinical nutrition.

[116]  H. Kaiser The Application of Electronic Computers to Factor Analysis , 1960 .

[117]  M. Stratton,et al.  Mutations in the p53 gene in schistosomal bladder cancer: a study of 92 tumours from Egyptian patients and a comparison between mutational spectra from schistosomal and non-schistosomal urothelial tumours. , 1995, Carcinogenesis.

[118]  L. Keefer,et al.  Transition mutation in codon 248 of the p53 tumor suppressor gene induced by reactive oxygen species and a nitric oxide-releasing compound. , 2000, Carcinogenesis.

[119]  J. Potter,et al.  Colorectal cancer: molecules and populations. , 1999, Journal of the National Cancer Institute.