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Measuring the genetic influence in modulating the human life span: gene–environment interaction and the sex-specific genetic effect

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Abstract

New approaches are needed to explore the different ways in which genes affect the human life span. One needs to assess the genetic effects themselves, as well as gene–environment interactions and sex dependency. In this paper, we present a new model that combines both genotypic and demographicinformation in the estimation of the geneticinfluence on life spans. Based on Cox'sproportional hazard assumption, the modelmeasures the risks for each gene as well as forgene–environment and gene–sex interactions,while controlling for confounding factors. Atwo-step MLE is introduced to obtain anon-parametric form of the baseline hazardfunction. The model is applied to genotypicdata from Italian centenarian studies toestimate relative risks of candidate genes,risks due to interactions and initialfrequencies of different genes in thepopulation. Results from models that either door do not take into consideration individualheterogeneity are compared. It is shown thatignoring the existence of heterogeneity canlead to a systematic underestimation of geneticeffects and effects due to interactions.

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References

  • Aalen O (1988) Heterogeneity in survival analysis. Stat Med 7: 1121–1137

    PubMed  Google Scholar 

  • Andrieu N and Goldstein AM (1999) Epidemiologic and genetic approaches in the study of gene-environment interaction: an overview of available methods. Epidemiol Rev 20: 137–147

    Google Scholar 

  • Aptech System (1996) Gauss: Mathematical and Statistical System. Vol I: System and Graphics manual. Aptech Systems, Maple Valley, Washington

    Google Scholar 

  • Arking R (1987) Genetic and environmental determinants of longevity in Drosophila. Basic Life Sci 42: 1–22

    Google Scholar 

  • Bathum L, Andersen-Ranberg K, Boldsen J, Brosen K and Jeune B (1998) Genotypes for the cytochrome P450 enzymes CYP2D6 and CYP2C19 in human longevity: role of CYP2D6 and CYP2C19 in longevity. Eur J Clin Pharmacol 54: 427–430

    PubMed  Google Scholar 

  • Bennett WP, Hussain SP, Vahakangas KH, Khan MA, Shields PG and Harris CC (1999) Molecular epidemiology of human cancer risk: gene-environment interactions and p 53 mutation spectrum in human lung cancer. J Pathol 187: 8–18

    PubMed  Google Scholar 

  • Bladbjerg EM, Andersen-Ranberg K, de Maat MP, Kristensen SR, Jeune B, Gram J and Jespersen J (1999) Longevity is independent of common variations in genes associated with cardiovascular risk. Thromb Haemost 82: 1100–1105

    PubMed  Google Scholar 

  • Bocquet-Appel JP and Jakobi L (1990) Familial transmission of longevity. Ann Hum Biol 17: 81–95

    PubMed  Google Scholar 

  • Bonafe M, Olivieri F, Mari D, Baggio G, Mattace R, Sansoni P, De Benedictis G, De Luca M, Bertolini S, Barbi C, Monti D and Franceschi C (1999a) 53 variants predisposing to cancer are present in healthy centenarians. Am J. Hum Genet 64: 292–295

    PubMed  Google Scholar 

  • Bonafe M, Olivieri F, Mari D, Baggio G, Mattace R, Berardelli M, Sansoni P, De Benedictis G, De Luca M, Marchegiani F, Cavallone L, Cardelli M, Giovagnetti S, Ferrucci L, Amadio L, Lisa R, Tucci MG, Troiano L, Pini G, Gueresi P, Morellini M, Sorbi S, Passeri G, Barbi C and Valensin S (1999b) p 53 codon 72 polymorphism and longevity: additional data on centenarians from continental Italy and Sardinia. Am J Hum Genet 65: 1782–1785

    PubMed  Google Scholar 

  • Cavalli Sforza LL, Menozzi P and Piazza A (eds) (1994) The History and Geography of Human Genes, pp 277–280. Princeton University Press, Princeton, New Jersey

    Google Scholar 

  • Chen J, Giovannucci EL and Hunter DJ (1999) MTHFR polymorphism, methyl-replete diets and the risk of colorectal carcinoma and adenoma among US men and women: an example of gene-environment interactions in colorectal tumorigenesis. J Nutr 129( 2S Suppl): 560S-564S

    PubMed  Google Scholar 

  • Christensen K and Vaupel JW (1996) Determinants of longevity: genetic, environmental and medical factors. J Intern Med 240: 333–341

    PubMed  Google Scholar 

  • Clare MJ and Luckinbill LS (1985) The effects of gene-environment interaction on the expression of longevity. Heredity 55: 19–26

    PubMed  Google Scholar 

  • Cox DR (1972) Regression models and life-tables. J R Stat Sco B 34: 187–220

    Google Scholar 

  • De Benedictis G, Falcone E, Rose G, Ruffolo R, Spadafora P, Baggio G, Bertolini S, Mari D, Mattace R, Monti D, Morellini M, Sansoni P and Franceschi C (1997) DNA multiallelic systems reveal gene/longevity associations not detected by diallelic systems: The APOB locus. Hum Genet 99: 312–318

    PubMed  Google Scholar 

  • De Benedictis G, Carotenuto L, Carrieri G, De Luca M, Falcone E, Rose G, Cavalcanti S, Corsonello F, Feraco E, Baggio G, Bertolini S, Mari D, Mattace R, Yashin AI, Bonafe M and Franceschi C (1998a) Gene/longevity association studies at four autosomal loci (REN, THO, PARP, SOD2). Eur J Hum Genet 6: 534–541

    PubMed  Google Scholar 

  • De Benedictis G, Carotenuto L, Carrieri G, De Luca M, Falcone E, Rose G, Yashin AI, Bonafe M and Franceschi C (1998b) Agerelated changes of the 3_APOB-VNTR genotype pool in ageing cohorts. Ann Hum Genet 62: 115–122

    PubMed  Google Scholar 

  • De Benedictis G, Rose G, Carrieri G, De Luca M, Falcone E, Passarino G, Bonafè M, Monti D, Baggio G, Bertolini S, Mari D, Mattace R and Franceschi C (1999) Mitochondrial DNA inherited variants are associated with successful aging and longevity in humans. FASEB J 13: 1532–1536

    PubMed  Google Scholar 

  • Gavras I, Manolis A and Gavras H (1999) Genetic epidemiology of essential hypertension. J Hum Hypertens 13: 225–229

    PubMed  Google Scholar 

  • Grube K and Burkle A (1992) Poly(ADP-ribose) polymerase activity in mononuclear leukocytes of 13 mammalian species correlates with species-specific life span, Proc Natl Acad Sci USA 89(24): 11759–11763

    PubMed  Google Scholar 

  • Harris JR, Lippman ME, Veronesi U and Willett W (1992) Breast cancer (1). N Engl J Med 327: 319–328

    PubMed  Google Scholar 

  • Hastings N and Peacock JB (1974) Statistical Distributions. Butterworths, London, 90 pp

    Google Scholar 

  • Hazzard WR (1986) Biological basis of the sex differential in longevity. J Am Geriatr Soc 34: 455–471

    PubMed  Google Scholar 

  • Hegele RA, Huang LS, Herbert PN, Blum CB, Buring JE, Hennekens CH and Breslow JL (1986) Apolipoprotein B-gene DNA polymorphism associated with myocardial infarction. N Engl J Med 315(24): 1509–1515

    PubMed  Google Scholar 

  • Herskind AM, McGue M, Holm NV, Sorensen TI, Harvald B and Vaupel JW (1996) The heritability of human longevity: a population-based study of 2872 Danish twin pairs born 1870–1900. Hum Genet 97: 319–323

    PubMed  Google Scholar 

  • Holden C (1987) Why do women live longer than man? Science 238: 158–160

    PubMed  Google Scholar 

  • Hougaard P (1991) Modeling heterogeneity in survival analysis. J Appl Prob 28: 695–701

    Google Scholar 

  • ISTAT (1997) Annuario statistico italiano, pp 48–49. ISTAT, Rome

    Google Scholar 

  • Jiang JC, Jaruga E, Repnevskaya MV, Jazwinski SM (2000) An intervention resembling caloric restriction prolongs life span and retards aging in yeast. FASEB J 14: 2135–2137

    PubMed  Google Scholar 

  • Ivanova R, Henon N, Lepage V, Charron D, Vicaut E and Schachter F (1998) HLA-DR alleles display sex-dependent effects on survival and discriminate between individual and familial longevity. Hum Mol Genet 7: 187–194

    PubMed  Google Scholar 

  • Kannisto V (1994) Development of oldest-old mortality, 1950–1990: evidence from 28 developed countries, pp 59–66. Odense University Press, Odense, Denmark

    Google Scholar 

  • Kervinen K, Savolainen MJ, Salokannel J, Hynninen A, Heikkinen J, Ehnholm C, Koistinen MJ, Kesaniemi YA (1994) Apolipoprotein E and B polymorphisms-longevity factors assessed in nonagenarians, Atherosclerosis 105(1): 89–95

    PubMed  Google Scholar 

  • Keyfitz N and Flieger W (1990) World Population Growth and Aging. University of Chicago Press, Chicago

    Google Scholar 

  • Martin GM (1997) Genetics and the pathobiology of ageing. Philos Trans R Soc London B Biol Sci 1997 352: 1773–1780

    Google Scholar 

  • Martin N (2000) Gene-environment interaction and twin studies. In: Spector TD, Snieder H, MacGregor (eds) Advances in Twin and Sib-Pair Analysis, pp 143–150. Oxford University Press, London

    Google Scholar 

  • MatchSoft. (1996) Axum Technical Graphics and Data Analysis. Cambridge, Massachusetts

    Google Scholar 

  • McGue M, Vaupel JW, Holm N and Harvald B (1993) Longevity is moderately heritable in a sample of Danish twins born 1870–1880. J Gerontol 48: B 237–244

    Google Scholar 

  • Natali A, Gastaldelli A, Galvan AQ, Sironi AM, Ciociaro D, Sanna G, Rosenzweig P and Ferrannini E (1998) Effects of acute alpha 2-blockade on insulin action and secretion in humans. Am J Physiol 274: E57-E64

    PubMed  Google Scholar 

  • Paolisso G, Gambardella A, Ammendola S, D'Amore A and Varricchio M (1996) Glucose tolerance and insulin action in healthy centenarians. Am J Physiol 270: E890-E896

    PubMed  Google Scholar 

  • Paulweber B, Friedl W, Holzl B, Sandhofer F (1989) Genetics of coronary heart disease. Lancet 2 (8659): 384

    Google Scholar 

  • Paulweber B, Friedl W, Krempler F, Humphries SE, Sandhofer F (1990) Association of DNA polymorphism at the apolipoprotein B gene locus with coronary heart disease and serum very low density lipoprotein levels, Arteriosclerosis 10(1): 17–24

    PubMed  Google Scholar 

  • Rothman KJ (1990) No Adjustments are needed for multiple comparisons. Epidemiology 1: 43–46

    PubMed  Google Scholar 

  • Ruiz-Pesini E, Lapena AC, Diez-Sanchez C, Perez-Martos A, Montoya J, Alvarez E, Diaz M, Urries A, Montoro L, Lopez-Perez MJ and Enriquez JA (2000) Human mtDNA haplogroups associated with high or reduced spermatozoa mobility. Am J Hum Genet 67: 682–696

    PubMed  Google Scholar 

  • Sambrook P and Nguyen T (1999) Bone mineral density and gene-environment interactions in the search for osteoporosis genes. Environ Health Perspect 107: A130-A131

    PubMed  Google Scholar 

  • Schachter F, Faure-Delaneff L, Guenot F, Rouger H, Froguel P, Lesueur-Ginot L and Cohen D (1994) Genetic associations with human longevity at the APOE and ACE loci. Nature Genetics 6: 29–32

    PubMed  Google Scholar 

  • Sellers TA, Weaver TW, Phillips B, Altmann M and Rich SS (1998) Environmental factors can confound identification of a major gene effect: results from a segregation analysis of a simulated population of lung cancer families. Genet Epidemiol 15: 251–262

    PubMed  Google Scholar 

  • Shimoda-Matsubayashi S, Matsumine H, Kobayashi T, Nakagawa-Hattori Y, Shimizu Y and Mizumo Y (1996) Structural dimophism in the mitochondrial targeting sequence in the human manganese superoxide dismutase gene. Biochem Biophys Res Comm 226561–226565

  • Toupance B, Godelle B, Gouyon PH and Schachter F (1998) A model for antagonistic pleiotropic gene action for mortality and advanced age. Am J Hum Genet 62: 1525–1534

    PubMed  Google Scholar 

  • Vaupel JW and Tan Q (1998) How many longevity genes are there? Paper presented at annual meeting of Population Association of America. Chicago

  • Vaupel JW and Yashin AI (1985) Heterogeneity's ruses: some surprising effects of selection on population dynamics. Am Stat 39: 176–185

    PubMed  Google Scholar 

  • Vaupel JW, Carey JR, Christensen K, Johnson TE, Yashin AI, Holm NV, Iachine IA, Kannisto V, Khazaeli AA, Liedo P, Longo VD, Zeng Y, Manton KG and Curtsinger JW (1998) Biodemographic trajectories of longevity. Science 280: 855–860

    PubMed  Google Scholar 

  • Vaupel JW, Manton KG and Stallard E (1979) The impact of heterogeneity in individual frailty on the dynamics of mortality. Demography 16: 439–454

    PubMed  Google Scholar 

  • Weir BS (1996) Genetic Data Analysis II, pp 133–135. Sinauer Associates, Massachusetts

    Google Scholar 

  • Yashin AI, Iachine IA and Harris JR (1999) Half of the variation in susceptibility to mortality is genetic: findings from Swedish twin survival data. Behav Genet 29: 11–19

    PubMed  Google Scholar 

  • Yashin AI, Manton KG and Vaupel JW (1985) Mortality and aging in a heterogeneous population: a stochastic process model with observed and unobserved variables. Theor Popul Biol 27: 154–175

    PubMed  Google Scholar 

  • Yashin AI, De Benedictis G, Vaupel JW, Tan Q, Andreev KF, Iachine IA, Bonafe M, DeLuca M, Valensin S, Carotenuto L and Franceschi C (1999a) Genes, demography, and life span: the contribution of demographic data in genetic studies on aging and longevity. Am J Hum Genet 65: 1178–1193

    PubMed  Google Scholar 

  • Yashin AI, Begun AZ and Iachine IA (1999b) Genetic factors in susceptibility to death: comparative analysis of bivariate survival models. J Epidemiol Biostat. 7: 223–224

    Google Scholar 

  • Yashin AI, Vaupel JW, Andreev KF, Tan Q, Iachine IA, Carotenuto L, De Benedictis G, Bonafe M, Valensin S and Franceschi C (1998) Combining genetic and demographic information in population studies of aging and longevity. J Epidemiol Biostat 3: 289–294

    Google Scholar 

  • Yashin AI, De Benedictis G, Vaupel JW, Tan Q, Andreev KF, Iachine IA, Bonafe M, DeLuca M, Valensin S, Carotenuto L and Franceschi C (2000) Genes and longevity: Lessons from studies on centenarians. J Gerontol 55a: B1-B10

    Google Scholar 

  • Zhang JG, Ma YX, Wang CF, Lu PF, Zhen SB, Gu NF, Feng GY and He L (1998) Apolipoprotein E and longevity among Han Chinese population. Mech Aging Dev 104: 159–167

    PubMed  Google Scholar 

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Tan, Q., De Benedictis, G., Yashin, A. et al. Measuring the genetic influence in modulating the human life span: gene–environment interaction and the sex-specific genetic effect. Biogerontology 2, 141–153 (2001). https://doi.org/10.1023/A:1011557022985

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