Skip to main content
Log in

Association Between Autozygosity and Major Depression: Stratification Due to Religious Assortment

  • Original Research
  • Published:
Behavior Genetics Aims and scope Submit manuscript

Abstract

The effects of inbreeding on the health of offspring can be studied by measuring genome-wide autozygosity as the proportion of the genome in runs of homozygosity (F roh) and relate F roh to outcomes such as psychiatric phenotypes. To successfully conduct these studies, the main patterns of variation for genome-wide autozygosity between and within populations should be well understood and accounted for. Within population variation was investigated in the Dutch population by comparing autozygosity between religious and non-religious groups. The Netherlands have a history of societal segregation and assortment based on religious affiliation, which may have increased parental relatedness within religious groups. Religion has been associated with several psychiatric phenotypes, such as major depressive disorder (MDD). We investigated whether there is an association between autozygosity and MDD, and the extent to which this association can be explained by religious affiliation. All F roh analyses included adjustment for ancestry-informative principal components (PCs) and geographic factors. Religious affiliation was significantly associated with autozygosity, showing that F roh has the ability to capture within population differences that are not captured by ancestry-informative PCs or geographic factors. The non-religious group had significantly lower F roh values and significantly more MDD cases, leading to a nominally significant negative association between autozygosity and depression. After accounting for religious affiliation, MDD was not associated with F roh, indicating that the relation between MDD and inbreeding was due to stratification. This study shows how past religious assortment and recent secularization can have genetic consequences in a relatively small country. This warrants accounting for the historical social context and its effects on genetic variation in association studies on psychiatric and other related traits.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

References

  • Abdellaoui A, Hottenga JJ, de Knijff P, Nivard MG, Xiao X, Scheet P, Brooks A, Ehli EA, Hu Y, Davies GE, Hudziak JJ, Sullivan PF, van Beijsterveldt CEM, Willemsen G, de Geus EJ, Penninx BWJH, Boomsma DI (2013) Population structure, migration, and diversifying selection in the Netherlands. Eur J Hum Genet. doi:10.1038/ejhg.2013.48

    Google Scholar 

  • Alford JR, Hatemi PK, Hibbing JR, Martin NG, Eaves LJ (2011) The politics of mate choice. J Politics 73(2):362–379

    Article  Google Scholar 

  • Andrews PW, Thomson JA Jr (2009) The bright side of being blue: depression as an adaptation for analyzing complex problems. Psychol Rev 116(3):620

    Article  PubMed  Google Scholar 

  • Beekink E, Liefbroer AC, van Poppel F (1998) Changes in choice of spouse as an indicator of a society in a state of transition: Woerden, 1830–1930. Hist Soc Res 23:231–253

    Google Scholar 

  • Boomsma DI, de Geus EJC, van Baal GCM, Koopmans JR (1999) A religious upbringing reduces the influence of genetic factors on disinhibition: evidence for interaction between genotype and environment on personality. Twin Res Hum Genet 2(02):115–125

    Google Scholar 

  • Boomsma DI, de Geus EJC, Vink JM, Stubbe JH, Distel MA, Hottenga JJ, Posthuma D, van Beijsterveldt TCEM, Hudziak JJ, Bartels M (2006) Netherlands Twin Register: from twins to twin families. Twin Res Hum Genet 9(6):849–857

    Article  PubMed  Google Scholar 

  • Boomsma DI, Willemsen G, Sullivan PF, Heutink P, Meijer P, Sondervan D, Kluft C, Smit G, Nolen WA, Zitman FG (2008) Genome-wide association of major depression: description of samples for the GAIN Major Depressive Disorder Study: NTR and NESDA biobank projects. Eur J Hum Genet 16(3):335–342

    Article  PubMed  Google Scholar 

  • Braam AW, Hein E, Deeg DJH, Twisk JWR, Beekman ATF, van Tilburg W (2004) Religious involvement and 6-year course of depressive symptoms in older Dutch citizens: results from the Longitudinal Aging Study Amsterdam. J Aging Health 16(4):467–489

    Article  PubMed  Google Scholar 

  • Broek Kvd (2012) 6PP database, http://www.d-centralize.nl/projects/6pp/downloads/. Accessed 21 April 2011

  • CBS (2012) Centraal Bureau voor de Statistiek, Bevolkingsontwikkeling; regio per maand

  • Charlesworth D, Willis JH (2009) The genetics of inbreeding depression. Nat Rev Genet 10(11):783–796

    Article  PubMed  Google Scholar 

  • Dein S, Cook CCH, Powell A, Eagger S (2010) Religion, spirituality and mental health. The Psychiatrist 34(2):63–64

    Article  Google Scholar 

  • DeRose MA, Roff DA (1999) A comparison of inbreeding depression in life-history and morphological traits in animals. Evolution 53:1288–1292

    Article  Google Scholar 

  • Dimitri (2007) Kaart van Nederland met godsdienstverhoudingen per gemeente bij de volkstelling van 1849. Wikipedia, The Free Encyclopedia, http://commons.wikimedia.org/wiki/File:Nederlandgodsdienst1849.PNG. Accessed 15 Jan 2013

  • Donk WBHJ, Jonkers A, Kronjee G, Plum R (2006) Geloven in het publieke domein: verkenningen van een dubbele transformatie. Amsterdam University Press, Amsterdam

    Google Scholar 

  • Haber M, Gauguier D, Youhanna S, Patterson N, Moorjani P, Botigué LR, Platt DE, Matisoo-Smith E, Soria-Hernanz DF, Wells RS (2013) Genome-wide diversity in the levant reveals recent structuring by culture. PLoS Genet 9(2):e1003316

    Article  PubMed  Google Scholar 

  • Howrigan DP, Simonson MA, Keller MC (2011) Detecting autozygosity through runs of homozygosity: a comparison of three autozygosity detection algorithms. BMC Genomics 12:460

    Article  PubMed  Google Scholar 

  • Keller MC, Visscher PM, Goddard ME (2011) Quantification of inbreeding due to distant ancestors and its detection using dense single nucleotide polymorphism data. Genetics 189(1):237–249

    Article  PubMed  Google Scholar 

  • Keller MC, Simonson MA, Ripke S, Neale BM, Gejman PV, Howrigan DP, Lee SH, Lencz T, Levinson DF, Sullivan PF (2012) Runs of homozygosity implicate autozygosity as a schizophrenia risk factor. PLoS Genet 8(4):e1002656

    PubMed  Google Scholar 

  • Kessler RC, McGonagle KA, Zhao S, Nelson CB, Hughes M, Eshleman S, Wittchen HU, Kendler KS (1994) Lifetime and 12-month prevalence of DSM-III-R psychiatric disorders in the United States: results from the National Comorbidity Survey. Arch Gen Psychiatry 51(1):8

    Article  PubMed  Google Scholar 

  • Kessler RC, Berglund P, Demler O, Jin R, Merikangas KR, Walters EE (2005) Lifetime prevalence and age-of-onset distributions of DSM-IV disorders in the National Comorbidity Survey Replication. Arch Gen Psychiatry 62(6):593

    Article  PubMed  Google Scholar 

  • King M, Marston L, McManus S, Brugha T, Meltzer H, Bebbington P (2012) Religion, spirituality and mental health: results from a national study of English households. Br J Psychiatry 202(1):68–73

    Article  PubMed  Google Scholar 

  • Knippenberg H (1992) De religieuze kaart van Nederland: omvang en geografische spreiding van de godsdienstige gezindten vanaf de Reformatie tot heden. Uitgeverij Van Gorcum, Assen

    Google Scholar 

  • Koenig HG (2009) Research on religion, spirituality, and mental health: a review. Can J Psychiatry 54(5):283–291

    PubMed  Google Scholar 

  • Kok J (1998) Vrijt daar je zijt”: huwelijk en partnerkeuze in Zeeland tussen 1830 en 1950. K Mandemakers, O Hoogerhuis en A de Klerk (red), Over Zeeuwse mensen Demografische en sociale ontwikkelingen in Zeeland in de negentiende en begin twintigste eeuw Themanummer Zeeland 7131–7143

  • Lencz T, Lambert C, DeRosse P, Burdick KE, Morgan TV, Kane JM, Kucherlapati R, Malhotra AK (2007) Runs of homozygosity reveal highly penetrant recessive loci in schizophrenia. Proc Natl Acad Sci USA 104(50):19942–19947

    Article  PubMed  Google Scholar 

  • Lubke GH, Hottenga JJ, Walters R, Laurin C, de Geus EJ, Willemsen G, Smit JH, Middeldorp CM, Penninx BW, Vink JM (2012) Estimating the genetic variance of major depressive disorder due to all single nucleotide polymorphisms. Biol Psychiatry 72(8):707–709

    Article  PubMed  Google Scholar 

  • Marcelis M, Navarro-Mateu F, Murray R, Selten J-P, Van Os J (1998) Urbanization and psychosis: a study of 1942–1978 birth cohorts in The Netherlands. Psychol Med 28(4):871–879

    Article  PubMed  Google Scholar 

  • McQuillan R, Leutenegger AL, Abdel-Rahman R, Franklin CS, Pericic M, Barac-Lauc L, Smolej-Narancic N, Janicijevic B, Polasek O, Tenesa A (2008) Runs of homozygosity in European populations. Am J Hum Genet 83(3):359–372

    Article  PubMed  Google Scholar 

  • Miller L, Wickramaratne P, Gameroff MJ, Sage M, Tenke CE, Weissman MM (2012) Religiosity and major depression in adults at high risk: a ten-year prospective study. Am J Psychiatry 169(1):89–94

    PubMed  Google Scholar 

  • Pemberton TJ, Absher D, Feldman MW, Myers RM, Rosenberg NA, Li JZ (2012) Genomic patterns of homozygosity in worldwide human populations. Am J Hum Genet 91(2):275–292

    Article  PubMed  Google Scholar 

  • Penninx BWJH, Beekman ATF, Smit JH, Zitman FG, Nolen WA, Spinhoven P, Cuijpers P, De Jong PJ, Van Marwijk HWJ, Assendelft WJJ (2008) The Netherlands Study of Depression and Anxiety (NESDA): rationale, objectives and methods. Int J Meth Psych Res 17(3):121–140

    Article  Google Scholar 

  • Polman A (1951) Geografische en confessionele invloeden bij de huwelijkskeuze in Nederland. Stenfert Kroese

  • Power RA, Keller MC, Ripke S, Abdellaoui A, Wray NR, Sullivan PF, Group MPW, Breen G (2013) A recessive genetic model and runs of homozygosity in major depressive disorder. Am J Med Genet B (under review)

  • Price AL, Patterson NJ, Plenge RM, Weinblatt ME, Shadick NA, Reich D (2006) Principal components analysis corrects for stratification in genome-wide association studies. Nat Genet 38(8):904–909

    Article  PubMed  Google Scholar 

  • Purcell S, Neale B, Todd-Brown K, Thomas L, Ferreira MAR, Bender D, Maller J, Sklar P, De Bakker PIW, Daly MJ (2007) PLINK: a tool set for whole-genome association and population-based linkage analyses. Am J Hum Genet 81(3):559–575

    Article  PubMed  Google Scholar 

  • Ripke S, Lewis CM, Lin DYU, Wray N (2012) A mega-analysis of genome-wide association studies for major depressive disorder. Mol Psychiatry 18(4):497–511

    Article  PubMed  Google Scholar 

  • Scheet P, Ehli EA, Xiao X, van Beijsterveldt CE, Abdellaoui A, Althoff RR, Hottenga JJ, Willemsen G, Nelson KA, Huizenga PE (2012) Twins, tissue, and time: an assessment of SNPs and CNVs. Twin Res Hum Genet 15(6):737

    Article  PubMed  Google Scholar 

  • Seybold KS, Hill PC (2001) The role of religion and spirituality in mental and physical health. Curr Dir Psychol Sci 10(1):21–24

    Article  Google Scholar 

  • Sullivan PF, Neale MC, Kendler KS (2000) Genetic epidemiology of major depression: review and meta-analysis. Am J Psychiatry 157(10):1552–1562

    Article  PubMed  Google Scholar 

  • Sullivan PF, Daly MJ, O’Donovan M (2012) Genetic architectures of psychiatric disorders: the emerging picture and its implications. Nat Rev Genet 13(8):537–551

    Article  PubMed  Google Scholar 

  • Sundquist K, Frank G, Sundquist J (2004) Urbanisation and incidence of psychosis and depression Follow-up study of 4.4 million women and men in Sweden. Br J Psychiatry 184(4):293–298

    Article  PubMed  Google Scholar 

  • Szpiech ZA, Xu J, Pemberton TJ, Peng W, Zöllner S, Rosenberg NA, Li JZ (2013) Long runs of homozygosity are enriched for deleterious variation. Am J Hum Genet 93:90–102

    Article  PubMed  Google Scholar 

  • Thiessen D, Gregg B (1980) Human assortative mating and genetic equilibrium: an evolutionary perspective. Ethol Sociobiol 1(2):111–140

    Article  Google Scholar 

  • Van Os J (2004) Does the urban environment cause psychosis? Br J Psychiatry 184(4):287–288

    Article  PubMed  Google Scholar 

  • Watson D, Klohnen EC, Casillas A, Nus Simms E, Haig J, Berry DS (2004) Match makers and deal breakers: analyses of assortative mating in newlywed couples. J Pers 72(5):1029–1068

    Article  PubMed  Google Scholar 

  • WHO (1997) World Health Organisation: composite international diagnostic interview version 2.1. World Health Organization, Geneva

  • Willemsen G, Boomsma DI (2007) Religious upbringing and neuroticism in Dutch twin families. Twin Res Hum Genet 10(2):327–333

    Article  PubMed  Google Scholar 

  • Willemsen G, de Geus EJC, Bartels M, van Beijsterveldt CEMT, Brooks AI, Estourgie-van Burk GF, Fugman DA, Hoekstra C, Hottenga JJ, Kluft K (2010) The Netherlands Twin Register biobank: a resource for genetic epidemiological studies. Twin Res Hum Genet 13(3):231

    Article  PubMed  Google Scholar 

  • Wray N, Pergadia M, Blackwood D, Penninx B, Gordon S, Nyholt D, Ripke S, Macintyre D, McGhee K, Maclean A (2010) Genome-wide association study of major depressive disorder: new results, meta-analysis, and lessons learned. Mol Psychiatry 17(1):36–48

    Article  PubMed  Google Scholar 

  • Yang J, Lee SH, Goddard ME, Visscher PM (2011) GCTA: a tool for genome-wide complex trait analysis. Am J Hum Genet 88(1):76

    Article  PubMed  Google Scholar 

Download references

Acknowledgments

Funding was obtained from the Netherlands Organization for Scientific Research (NWO: MagW/ZonMW Grants 904-61-090, 985-10-002,904-61-193,480-04-004, 400-05-717, Addiction-31160008 Middelgroot-911-09-032, Spinozapremie 56-464-14192, Geestkracht program grant 10-000-1002), Center for Medical Systems Biology (CSMB, NWO Genomics), NBIC/BioAssist/RK(2008.024), Biobanking and Biomolecular Resources Research Infrastructure (BBMRI-NL, 184.021.007), the VU University’s Institute for Health and Care Research (EMGO+) and Neuroscience Campus Amsterdam (NCA), the European Science Foundation (ESF, EU/QLRT-2001-01254), the European Community’s Seventh Framework Program (FP7/2007-2013), ENGAGE (HEALTH-F4-2007-201413); the European Science Council (ERC Advanced, 230374), Rutgers University Cell and DNA Repository (NIMH U24 MH068457-06), the Avera Institute for Human Genetics, Sioux Falls, South Dakota (USA) and the National Institutes of Health (R01-HD042157-01A). Part of the genotyping was funded by the Genetic Association Information Network (GAIN) of the Foundation for the US National Institutes of Health, the (NIMH, MH081802) and by the Grand Opportunity grants 1RC2MH089951-01 and 1RC2 MH089995-01 from the NIMH. AA was supported by CSMB/NCA. Statistical analyses were carried out on the Genetic Cluster Computer (http://www.geneticcluster.org), which is financially supported by the Netherlands Scientific Organization (NWO 480-05-003), the Dutch Brain Foundation, and the department of psychology and education of the VU University Amsterdam.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Abdel Abdellaoui.

Additional information

Edited by John K. Hewitt.

Appendices

Appendix 1

See Table 6.

Table 6 Regression coefficients (p values between brackets) for each of the predictors included in the linear regressions

Appendix 2

See Table 7.

Table 7 Regression coefficients (p values between brackets) for each of the predictors included in the linear regressions of the MDD analyses

Rights and permissions

Reprints and permissions

About this article

Cite this article

Abdellaoui, A., Hottenga, JJ., Xiao, X. et al. Association Between Autozygosity and Major Depression: Stratification Due to Religious Assortment. Behav Genet 43, 455–467 (2013). https://doi.org/10.1007/s10519-013-9610-1

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10519-013-9610-1

Keywords

Navigation