Skip to main content

Advertisement

Log in

The role of DCDC2 genetic variants and low socioeconomic status in vulnerability to attention problems

  • Original Contribution
  • Published:
European Child & Adolescent Psychiatry Aims and scope Submit manuscript

Abstract

Both genetic and socio-demographic factors influence the risk for behavioral problems in the developmental age. Genetic studies indicate that shared genetic factors partially contribute to behavioral and learning problems, in particular reading disabilities (RD). For the first time, we explore the conjoint role of DCDC2 gene, an identified RD candidate gene, and socioeconomic status (SES) upon behavioral phenotypes in a general population of Italian children. Two of the most replicated DCDC2 markers [i.e., regulatory element associated with dyslexia 1 (READ1), rs793862] were genotyped in 631 children (boys = 314; girls = 317) aged 11–14 years belonging to a community-based sample. Main and interactive effects were tested by MANOVA for each combination of DCDC2 genotypes and socioeconomic status upon emotional and behavioral phenotypes, assessed by Child Behavior Check-List/6–18. The two-way MANOVA (Bonferroni corrected p value = 0.01) revealed a trend toward significance of READ1(4) effect (F = 2.39; p = 0.016), a significant main effect of SES (F = 3.01; p = 0.003) and interactive effect of READ1(4) × SES (F = 2.65; p = 0.007) upon behavioral measures, showing higher attention problems scores among subjects ‘READ1(4+) and low SES’ compared to all other groups (p values range 0.00003–0.0004). ANOVAs stratified by gender confirmed main and interactive effects among girls, but not boys. Among children exposed to low socioeconomic level, READ1 genetic variant targets the worst outcome in children’s attention.

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.

Institutional subscriptions

Fig. 1
Fig. 2

Similar content being viewed by others

References

  1. van der Valk JC, van den Oord EJ, Verhulst FC, Boomsma DI (2003) Genetic and environmental contributions to stability and change in children’s internalizing and externalizing problems. J Am Acad Child Adolesc Psychiatry 42:1212–1220

    Article  PubMed  Google Scholar 

  2. Deater-Deckard K, Plomin R (1999) An adoption study of the etiology of teacher and parent reports of externalizing behavior problems in middle childhood. Child Dev 70:144–154

    Article  CAS  PubMed  Google Scholar 

  3. Edelbrock C, Rende R, Plomin R, Thompson LA (1995) A twin study of competence and problem behavior in childhood and early adolescence. J Child Psychol Psychiatry 36:775–785

    Article  CAS  PubMed  Google Scholar 

  4. Schmitz S, Saudino KJ, Plomin R, Fulker DW, DeFries JC (1996) Genetic and environmental influences on temperament in middle childhood: analyses of teacher and tester ratings. Child Dev 67:409–422

    Article  CAS  PubMed  Google Scholar 

  5. van den Oord EJ, Boomsma DI, Verhulst FC (1994) A study of problem behaviors in 10- to 15-year-old biologically related and unrelated international adoptees. Behav Genet 24:193–205

    Article  PubMed  Google Scholar 

  6. Hinshaw SP (1992) Academic underachievement, attention deficits, and aggression: comorbidity and implications for intervention. J Consult Clin Psychol 60:893–903

    Article  CAS  PubMed  Google Scholar 

  7. Osman BB (2000) Learning disabilities and the risk of psychiatric disorders in children and adolescents. In: Greenhill LL (ed) Learning disabilities. Implications for psychiatric treatment. American Psychiatric Press Inc, Washington

    Google Scholar 

  8. Osman B (1995) No one to play with: social problems of LD and ADD children. Academic Therapy Publications, Novato

    Google Scholar 

  9. Berger M, Yule W, Rutter M (1975) Attainment and adjustment in two geographical areas. II. The prevalence of specific reading retardation. Br J Psychiatry 126:510–519

    Article  CAS  PubMed  Google Scholar 

  10. Rutter M, Yule W (1970) Reading retardation and antisocial behavior—the nature of the association. In: Rutter M, Tizard J, Whitmore K (eds) Education, health and behavior. Longmans, London, pp 240–255

    Google Scholar 

  11. Svetaz MV, Ireland M, Blum R (2000) Adolescents with learning disabilities: risk and protective factors associated with emotional well-being: findings from the National Longitudinal Study of Adolescent Health. J Adolesc Health 27:340–348

    Article  CAS  PubMed  Google Scholar 

  12. Halonen A, Aunola K, Ahonen T, Nurmi JE (2006) The role of learning to read in the development of problem behaviour: a cross-lagged longitudinal study. Br J Educ Psychol 76:517–534

    Article  PubMed  Google Scholar 

  13. Maughan B, Carroll J (2006) Literacy and mental disorders. Curr Opin Psychiatry. 19:350–354

    Article  PubMed  Google Scholar 

  14. Doyle AE, Faraone SV, DuPre EP, Biederman J (2001) Separating attention deficit hyperactivity disorder and learning disabilities in girls: a familial risk analysis. Am J Psychiatry 158:1666–1672

    Article  CAS  PubMed  Google Scholar 

  15. Willcutt EG, Betjemann RS, McGrath LM, Chhabildas NA, Olson RK, DeFries JC, Pennington BF (2010) Etiology and neuropsychology of comorbidity between RD and ADHD: the case for multiple-deficit models. Cortex. 46:1345–1361

    Article  PubMed Central  PubMed  Google Scholar 

  16. Gilger JW, Pennington BF, DeFries JC (1992) A twin study of the etiology of comorbidity: attention-deficit hyperactivity disorder and dyslexia. J Am Acad Child Adolesc Psychiatry 31:343–348

    Article  CAS  PubMed  Google Scholar 

  17. Light JG, Pennington BF, Gilger JW, DeFries JC (1995) Reading disability and hyperactivity disorder: evidence for a common genetic etiology. Dev Neuropsychol 11:323–335

    Article  Google Scholar 

  18. Willcutt EG, Pennington BF, Olson RK, DeFries JC (2007) Understanding comorbidity: a twin study of reading disability and attention-deficit/hyperactivity disorder. Am J Med Genet B Neuropsychiatr Genet. 144B:709–714

    Article  PubMed  Google Scholar 

  19. Grigorenko EL, Wood FB, Meyer MS, Pauls DL (2000) Chromosome 6p influences on different dyslexia-related cognitive processes: further confirmation. Am J Hum Genet 66:715–723

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  20. Petryshen TL, Kaplan BJ, Fu Liu M, de French NS, Tobias R, Hughes ML, Field LL (2001) Evidence for a susceptibility locus on chromosome 6q influencing phonological coding dyslexia. Am J Med Genet 105:507–517

    Article  CAS  PubMed  Google Scholar 

  21. Cardon LR, Smith SD, Fulker DW, Kimberling WJ, Pennington BF, DeFries JC (1994) Quantitative trait locus for reading disability on chromosome 6. Science 266:276–279

    Article  CAS  PubMed  Google Scholar 

  22. Kaplan DE, Gayan J, Ahn J, Won TW, Pauls D, Olson RK, DeFries JC, Wood F, Pennington BF, Page GP, Smith SD, Gruen JR (2002) Evidence for linkage and association with reading disability on 6p21.3-22. Am J Hum Genet 70:1287–1298

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  23. Deffenbacher KE, Kenyon JB, Hoover DM, Olson RK, Pennington BF, DeFries JC, Smith SD (2004) Refinement of the 6p21.3 quantitative trait locus influencing dyslexia: linkage and association analyses. Hum Genet 115:128–138

    Article  CAS  PubMed  Google Scholar 

  24. Francks C, Paracchini S, Smith SD, Richardson AJ, Scerri TS, Cardon LR, Marlow AJ, MacPhie IL, Walter J, Pennington BF, Fisher SE, Olson RK, DeFries JC, Stein JF, Monaco AP (2004) A 77-kilobase region of chromosome 6p22.2 is associated with dyslexia in families from the United Kingdom and from the United States. Am J Hum Genet 75:1046–1058

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  25. Willcutt EG, Pennington BF, Smith SD, Cardon LR, Gayan J, Knopik VS, Olson RK, DeFries JC (2002) Quantitative trait locus for reading disability on chromosome 6p is pleiotropic for attention-deficit/hyperactivity disorder. Am J Med Genet 114:260–268

    Article  PubMed  Google Scholar 

  26. Brkanac Z, Chapman NH, Matsushita MM, Chun L, Nielsen K, Cochrane E, Berninger VW, Wijsman EM, Raskind WH (2007) Evaluation of candidate genes for DYX1 and DYX2 in families with dyslexia. Am J Med Genet B Neuropsychiatr Genet. 144B:556–560

    Article  CAS  PubMed  Google Scholar 

  27. Meng H, Smith SD, Hager K, Held M, Liu J, Olson RK, Pennington BF, DeFries JC, Gelernter J, O’Reilly-Pol T, Somlo S, Skudlarski P, Shaywitz SE, Shaywitz BA, Marchione K, Wang Y, Paramasivam M, LoTurco JJ, Page GP, Gruen JR (2005) DCDC2 is associated with reading disability and modulates neuronal development in the brain. Proc Natl Acad Sci USA 102:17053–17058

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  28. Schumacher J, Anthoni H, Dahdouh F, Konig IR, Hillmer AM, Kluck N, Manthey M, Plume E, Warnke A, Remschmidt H, Hulsmann J, Cichon S, Lindgren CM, Propping P, Zucchelli M, Ziegler A, Peyrard-Janvid M, Schulte-Korne G, Nothen MM, Kere J (2006) Strong genetic evidence of DCDC2 as a susceptibility gene for dyslexia. Am J Hum Genet 78:52–62

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  29. Powers NR, Eicher JD, Butter F, Kong Y, Miller LL, Ring SM, Mann M, Gruen JR (2013) Alleles of a polymorphic ETV6 binding site in DCDC2 confer risk of reading and language impairment. Am J Hum Genet 93:19–28

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  30. Wilcke A, Weissfuss J, Kirsten H, Wolfram G, Boltze J, Ahnert P (2009) The role of gene DCDC2 in German dyslexics. Ann Dyslexia. 59:1–11

    Article  CAS  PubMed  Google Scholar 

  31. Marino C, Meng H, Mascheretti S, Rusconi M, Cope N, Giorda R, Molteni M, Gruen JR (2012) DCDC2 genetic variants and susceptibility to developmental dyslexia. Psychiatr Genet 22:25–30

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  32. Newbury DF, Paracchini S, Scerri TS, Winchester L, Addis L, Richardson AJ, Walter J, Stein JF, Talcott JB, Monaco AP (2011) Investigation of dyslexia and SLI risk variants in reading- and language-impaired subjects. Behav Genet 41:90–104

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  33. Cope N, Eicher JD, Meng H, Gibson CJ, Hager K, Lacadie C, Fulbright RK, Constable RT, Page GP, Gruen JR (2012) Variants in the DYX2 locus are associated with altered brain activation in reading-related brain regions in subjects with reading disability. Neuroimage. 63:148–156

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  34. Harold D, Paracchini S, Scerri T, Dennis M, Cope N, Hill G, Moskvina V, Walter J, Richardson AJ, Owen MJ, Stein JF, Green ED, O’Donovan MC, Williams J, Monaco AP (2006) Further evidence that the KIAA0319 gene confers susceptibility to developmental dyslexia. Mol Psychiatry. 11:1085–1091 (1061)

    Article  CAS  PubMed  Google Scholar 

  35. Zhong R, Yang B, Tang H, Zou L, Song R, Zhu LQ, Miao X (2013) Meta-analysis of the association between DCDC2 polymorphisms and risk of dyslexia. Mol Neurobiol 47:435–442

    Article  CAS  PubMed  Google Scholar 

  36. Ludwig KU, Roeske D, Schumacher J, Schulte-Korne G, Konig IR, Warnke A, Plume E, Ziegler A, Remschmidt H, Muller-Myhsok B, Nothen MM, Hoffmann P (2008) Investigation of interaction between DCDC2 and KIAA0319 in a large German dyslexia sample. J Neural Transm. 115:1587–1589

    Article  PubMed  Google Scholar 

  37. Paracchini S, Ang QW, Stanley FJ, Monaco AP, Pennell CE, Whitehouse AJ (2011) Analysis of dyslexia candidate genes in the Raine cohort representing the general Australian population. Genes Brain Behav. 10:158–165

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  38. Becker J, Czamara D, Scerri TS, Ramus F, Csepe V, Talcott JB, Stein J, Morris A, Ludwig KU, Hoffmann P, Honbolygo F, Toth D, Fauchereau F, Bogliotti C, Iannuzzi S, Chaix Y, Valdois S, Billard C, George F, Soares-Boucaud I, Gerard CL, van der Mark S, Schulz E, Vaessen A, Maurer U, Lohvansuu K, Lyytinen H, Zucchelli M, Brandeis D, Blomert L, Leppanen PH, Bruder J, Monaco AP, Muller-Myhsok B, Kere J, Landerl K, Nothen MM, Schulte-Korne G, Paracchini S, Peyrard-Janvid M, Schumacher J (2014) Genetic analysis of dyslexia candidate genes in the European cross-linguistic NeuroDys cohort. Eur J Hum Genet 22:675–680

    Article  CAS  PubMed  Google Scholar 

  39. Couto JM, Gomez L, Wigg K, Ickowicz A, Pathare T, Malone M, Kennedy JL, Schachar R, Barr CL (2009) Association of attention-deficit/hyperactivity disorder with a candidate region for reading disabilities on chromosome 6p. Biol Psychiatry 66:368–375

    Article  CAS  PubMed  Google Scholar 

  40. Burbridge TJ, Wang Y, Volz AJ, Peschansky VJ, Lisann L, Galaburda AM, Lo Turco JJ, Rosen GD (2008) Postnatal analysis of the effect of embryonic knockdown and overexpression of candidate dyslexia susceptibility gene homolog DCDC2 in the rat. Neuroscience 152:723–733

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  41. Meng H, Powers NR, Tang L, Cope NA, Zhang PX, Fuleihan R, Gibson C, Page GP, Gruen JR (2011) A dyslexia-associated variant in DCDC2 changes gene expression. Behav Genet 41:58–66

    Article  PubMed Central  PubMed  Google Scholar 

  42. DuBois DL, Felner RD, Meares H, Krier M (1994) Prospective investigation of the effects of socioeconomic disadvantage, life stress, and social support on early adolescent adjustment. J Abnorm Psychol 103:511–522

    Article  CAS  PubMed  Google Scholar 

  43. Lorant V, Deliege D, Eaton W, Robert A, Philippot P, Ansseau M (2003) Socioeconomic inequalities in depression: a meta-analysis. Am J Epidemiol 157:98–112

    Article  CAS  PubMed  Google Scholar 

  44. van Oort FV, van der Ende J, Wadsworth ME, Verhulst FC, Achenbach TM (2011) Cross-national comparison of the link between socioeconomic status and emotional and behavioral problems in youths. Soc Psychiatry Psychiatr Epidemiol 46:167–172

    Article  PubMed Central  PubMed  Google Scholar 

  45. Wadsworth ME, Achenbach TM (2005) Explaining the link between low socioeconomic status and psychopathology: testing two mechanisms of the social causation hypothesis. J Consult Clin Psychol 73:1146–1153

    Article  PubMed  Google Scholar 

  46. Achenbach TM, Rescorla LA (2001) Manual for the ASEBA school forms and profiles. ASEBA, Burlington

    Google Scholar 

  47. Frigerio A, Vanzin L, Pastore V, Nobile M, Giorda R, Marino C, Molteni M, Rucci P, Ammaniti M, Lucarelli L, Lenti C, Walder M, Martinuzzi A, Carlet O, Muratori F, Milone A, Zuddas A, Cavolina P, Nardocci F, Tullini A, Morosini P, Polidori G, De Girolamo G (2006) The Italian preadolescent mental health project (PrISMA): rationale and methods. Int J Methods Psychiatr Res. 15:22–35

    Article  PubMed  Google Scholar 

  48. Achenbach TM, Becker A, Dopfner M, Heiervang E, Roessner V, Steinhausen HC, Rothenberger A (2008) Multicultural assessment of child and adolescent psychopathology with ASEBA and SDQ instruments: research findings, applications, and future directions. J Child Psychol Psychiatry 49:251–275

    Article  PubMed  Google Scholar 

  49. Hollingshead AB (1975) Four factor index of social status (unpublished manuscript). Yale University, New Haven

  50. DeCoster J, Iselin AM, Gallucci M (2009) A conceptual and empirical examination of justifications for dichotomization. Psychol Methods 14:349–366

    Article  PubMed  Google Scholar 

  51. Nobile M, Giorda R, Marino C, Carlet O, Pastore V, Vanzin L, Bellina M, Molteni M, Battaglia M (2007) Socioeconomic status mediates the genetic contribution of the dopamine receptor D4 and serotonin transporter linked promoter region repeat polymorphisms to externalization in preadolescence. Dev Psychopathol 19:1147–1160

    Article  PubMed  Google Scholar 

  52. Nobile M, Rusconi M, Bellina M, Marino C, Giorda R, Carlet O, Vanzin L, Molteni M, Battaglia M (2010) COMT Val158Met polymorphism and socioeconomic status interact to predict attention deficit/hyperactivity problems in children aged 10–14. Eur Child Adolesc Psychiatry 19:549–557

    Article  PubMed  Google Scholar 

  53. Ward R, Carroll RJ (2014) Testing Hardy–Weinberg equilibrium with a simple root-mean-square statistic. Biostatistics. 15:74–86

    Article  PubMed  Google Scholar 

  54. Marino C, Mascheretti S, Riva V, Cattaneo F, Rigoletto C, Rusconi M, Gruen JR, Giorda R, Lazazzera C, Molteni M (2011) Pleiotropic effects of DCDC2 and DYX1C1 genes on language and mathematics traits in nuclear families of developmental dyslexia. Behav Genet 41:67–76

    Article  PubMed Central  PubMed  Google Scholar 

  55. Cohen P, Cohen J, Kasen S, Velez CN, Hartmark C, Johnson J, Rojas M, Brook J, Streuning EL (1993) An epidemiological study of disorders in late childhood and adolescence. I. Age- and gender-specific prevalence. J Child Psychol Psychiatry 34:851–867

    Article  CAS  PubMed  Google Scholar 

  56. Leadbeater BJ, Kuperminc GP, Blatt SJ, Hertzog C (1999) A multivariate model of gender differences in adolescents’ internalizing and externalizing problems. Dev Psychol 35:1268–1282

    Article  CAS  PubMed  Google Scholar 

  57. Nopoulos P, Berg S, Castellenos FX, Delgado A, Andreasen NC, Rapoport JL (2000) Developmental brain anomalies in children with attention-deficit hyperactivity disorder. J Child Neurol 15:102–108

    Article  CAS  PubMed  Google Scholar 

  58. Conger RD, Wallace LE, Sun Y, Simons RL, McLoyd VC, Brody GH (2002) Economic pressure in African American families: a replication and extension of the family stress model. Dev Psychol 38:179–193

    Article  PubMed  Google Scholar 

  59. Nathanielsz PW (2006) Animal models that elucidate basic principles of the developmental origins of adult diseases. ILAR J 47:73–82

    Article  CAS  PubMed  Google Scholar 

  60. Gabel LA, Gibson CJ, Gruen JR, LoTurco JJ (2010) Progress towards a cellular neurobiology of reading disability. Neurobiol Dis 38:173–180

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  61. Cahill L (2006) Why sex matters for neuroscience. Nat Rev Neurosci 7:477–484

    Article  CAS  PubMed  Google Scholar 

Download references

Acknowledgments

This study was supported by Grant R.F.2002-2003N. 182 from the Italian Ministry of Health. We thank all the parents and children who took part and collaborated with this study.

Conflict of interest

The authors declare that they have no conflict of interest.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Valentina Riva.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary material 1 (DOCX 19 kb)

Supplementary material 2 (DOCX 20 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Riva, V., Marino, C., Giorda, R. et al. The role of DCDC2 genetic variants and low socioeconomic status in vulnerability to attention problems. Eur Child Adolesc Psychiatry 24, 309–318 (2015). https://doi.org/10.1007/s00787-014-0580-5

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00787-014-0580-5

Keywords

Navigation