Hostname: page-component-586b7cd67f-2plfb Total loading time: 0 Render date: 2024-11-24T00:33:03.391Z Has data issue: false hasContentIssue false

Single nucleotide polymorphism heritability and differential patterns of genetic overlap between inattention and four neurocognitive factors in youth

Published online by Cambridge University Press:  21 January 2020

Lauren Micalizzi*
Affiliation:
Center for Alcohol and Addiction Studies, Brown University, Providence, RI, USA Department of Psychology, University of Saint Joseph, West Hartford, CT, USA
Leslie A. Brick
Affiliation:
Department of Psychiatry and Human Behavior, Alpert Medical School of Brown University, Providence, RI, USA
Marisa E. Marraccini
Affiliation:
School of Education, University of North Carolina Chapel Hill, Chapel Hill, NC, USA
Chelsie E. Benca-Bachman
Affiliation:
Department of Psychology, Emory University, Atlanta, GA, USA
Rohan H.C. Palmer
Affiliation:
Department of Psychology, Emory University, Atlanta, GA, USA
Valerie S. Knopik
Affiliation:
Department of Human Development and Family Studies, Purdue University, West Lafayette, IN, USA
*
Author for Correspondence: Lauren Micalizzi, Ph.D. University of Saint Joseph, Department of Psychology, 1678 Asylum Avenue, West Hartford, CT, 06117; E-mail: [email protected].

Abstract

Theoretical models of attention-deficit/hyperactivity disorder implicate neurocognitive dysfunction, yet neurocognitive functioning covers a range of abilities that may not all be linked with inattention. This study (a) investigated the single nucleotide polymorphism (SNP) heritability (h2SNP) of inattention and aspects of neurocognitive efficiency (memory, social cognition, executive function, and complex cognition) based on additive genome-wide effects; (b) examined if there were shared genetic effects among inattention and each aspect of neurocognitive efficiency; and (c) conducted an exploratory genome-wide association study to identify genetic regions associated with inattention. The sample included 3,563 participants of the Philadelphia Neurodevelopmental Cohort, a general population sample aged 8–21 years who completed the Penn Neurocognitive Battery. Data on inattention was obtained with the Kiddie Schedule of Affective Disorders (adapted). Genomic relatedness matrix restricted maximum likelihood was implemented in genome-wide complex trait analysis. Analyses revealed significant h2SNP for inattention (20%, SE = 0.08), social cognition (13%, SE = 0.08), memory (17%, SE = 0.08), executive function (25%, SE = 0.08), and complex cognition (24%, SE = 0.08). There was a positive genetic correlation (0.67, SE = 0.37) and a negative residual covariance (−0.23, SE = 0.06) between inattention and social cognition. No SNPs reached genome-wide significance for inattention. Results suggest specificity in genetic overlap among inattention and different aspects of neurocognitive efficiency.

Type
Regular Articles
Copyright
Copyright © Cambridge University Press 2020

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

References

Achenbach, T. M., McConaughy, S. H., & Howell, C.T. (1987). Child/adolescent behavioral and emotional problems: Implications of cross-informant correlations for situational specificity. Psychological Bulletin, 101, 213232.CrossRefGoogle ScholarPubMed
Adalio, C. J., Owens, E. B., McBurnett, K., Hinshaw, S. P., & Pfiffner, L. J. (2018). Processing speed predicts behavioral treatment outcomes in children with attention-deficit/hyperactivity disorder predominantly inattentive type. Journal of Abnormal Child Psychology, 46, 701711. doi:10.1007/s10802-017-0336-zCrossRefGoogle ScholarPubMed
Anokhin, A. P., Golosheykin, S., Grant, J. D., & Heath, A. C. (2010). Developmental and genetic influences on prefrontal function in adolescents: A longitudinal twin study of WCST performance. Neuroscience Letters, 472, 119122. doi:10.1016/j.neulet.2010.01.067CrossRefGoogle ScholarPubMed
Anokhin, A. P., Golosheykin, S., Grant, J. D., & Heath, A. C. (2017). Heritability of brain activity related to response inhibition: A longitudinal genetic study in adolescent twins. International Journal of Psychophysiology, 115, 112124. doi:10.1016/j.ijpsycho.2017.03.002Google ScholarPubMed
Anokhin, A. P., Heath, A. C., & Ralano, A. (2003). Genetic influences on frontal brain function: WCST performance in twins. NeuroReport: For Rapid Communication of Neuroscience Research, 14, 19751978. doi:10.1097/00001756-200310270-00019CrossRefGoogle ScholarPubMed
Auton, A., Brooks, L. D., Durbin, R. M., Garrison, E. P., Kang, H. M., Korbel, J. O., … Abecasis, G. R. (2015). A global reference for human genetic variation. Nature, 526, 6874. doi:10.1038/nature15393Google ScholarPubMed
Barkley, R. A. (1997). Behavioral inhibition, sustained attention, and executive functions: Constructing a unifying theory of ADHD. Psychological Bulletin, 121, 6594. doi:10.1037/0033-2909.121.1.65CrossRefGoogle ScholarPubMed
Benjamini, Y., & Hochberg, Y. (1995). Controlling the false discovery rate: A practical and powerful approach to multiple testing. Journal of the Royal Statistical Society. Series B (Methodological), 57, 289300.CrossRefGoogle Scholar
Bidwell, L. C., Gray, J. C., Weafer, J., Palmer, A. A., de Wit, H., & MacKillop, J. (2017). Genetic influences on ADHD symptom dimensions: Examination of a priori candidates, gene-based tests, genome-wide variation, and SNP heritability. American Journal of Medical Genetics Part B: Neuropsychiatric Genetics, 174, 458466. doi:10.1002/ajmg.b.32535CrossRefGoogle ScholarPubMed
Bidwell, L. C., Willcutt, E. G., DeFries, J. C., & Pennington, B. F. (2007). Testing for neuropsychological endophenotypes in siblings discordant for attention-deficit/hyperactivity disorder. Biological Psychiatry, 62, 991998. doi:10.1016/j.biopsych.2007.04.003CrossRefGoogle ScholarPubMed
Biederman, J., Ball, S. W., Mick, E., Monuteaux, M. C., Kaiser, R., Bristol, E., & Faraone, S. V. (2007). Informativeness of maternal reports on the diagnosis of ADHD: An analysis of mother and youth reports. Journal of Attention Disorders, 10, 410417. doi:10.1177/1087054706295656CrossRefGoogle Scholar
Biederman, J., Mick, E., & Faraone, S. V. (2000). Age-dependent decline of symptoms of attention deficit hyperactivity disorder: Impact of remission definition and symptom type. American Journal of Psychiatry, 157, 816818. doi:10.1176/appi.ajp.157.5.816CrossRefGoogle ScholarPubMed
Bisch, J., Kreifelts, B., Bretscher, J., Wildgruber, D., Fallgatter, A., & Ethofer, T. (2016). Emotion perception in adult attention-deficit hyperactivity disorder. Journal of Neural Transmission, 123, 961970. doi:10.1007/s00702-016-1513-xCrossRefGoogle ScholarPubMed
Brick, L. A., Keller, M. C., Knopik, V. S., McGeary, J. E., & Palmer, R. H. C. (2019) Shared additive genetic variation for alcohol dependence among subjects of African and European ancestry. Addiction Biology, 24, 132144. doi:10.1111/adb.12578CrossRefGoogle ScholarPubMed
Calkins, M. E., Merikangas, K. R., Moore, T. M., Burstein, M., Behr, M. A., Satterthwaite, T. D., … Gur, R. E. (2015). The Philadelphia Neurodevelopmental Cohort: Constructing a deep phenotyping collaborative. Journal of Child Psychology and Psychiatry, 56, 13561369. doi:10.1111/jcpp.12416CrossRefGoogle ScholarPubMed
Castellanos, F. X., Sonuga-Barke, E. J. S., Milham, M. P., & Tannock, R. (2006). Characterizing cognition in ADHD: Beyond executive dysfunction. Trends in Cognitive Sciences, 10, 117123. doi:10.1016/j.tics.2006.01.011Google ScholarPubMed
Cheesman, R., Selzam, S., Ronald, A., Dale, P. S., McAdams, T. A., Eley, T. C., & Plomin, R. (2017). Childhood behaviour problems show the greatest gap between DNA-based and twin heritability. Translational Psychiatry, 7, 1284. doi:10.1038/s41398-017-0046-xCrossRefGoogle ScholarPubMed
Cloninger, C. R. (1987). Neurogenetic adaptive mechanisms in alcoholism. Science, 236, 410416.CrossRefGoogle ScholarPubMed
Davies, G., Marioni, R. E., Liewald, D. C., Hill, W. D., Hagenaars, S. P., Harris, S. E., … Deary, I. J. (2016). Genome-wide association study of cognitive functions and educational attainment in UK Biobank (N = 112 151). Molecular Psychiatry, 21, 758. doi:10.1038/mp.2016.45CrossRefGoogle Scholar
Diamond, A. (2005). Attention-deficit disorder (attention-deficit/hyperactivity disorder without hyperactivity): A neurobiologically and behaviorally distinct disorder from attention-deficit/hyperactivity disorder (with hyperactivity). Development and Psychopathology, 17, 807825. doi:10.1017/S0954579405050388CrossRefGoogle Scholar
Doyle, A. E., Biederman, J., Seidman, L. J., Reske-Nielsen, J. J., & Faraone, S. V. (2005). Neuropsychological functioning in relatives of girls with and without ADHD. Psychological Medicine, 35, 11211132. doi:10.1017/S0033291705004496CrossRefGoogle ScholarPubMed
Doyle, A. E., Ferreira, M. A. R., Sklar, P. B., Lasky-Su, J., Petty, C., Fusillo, S. J., … Faraone, S. V. (2008). Multivariate genomewide linkage scan of neurocognitive traits and ADHD symptoms: Suggestive linkage to 3q13. American Journal of Medical Genetics Part B: Neuropsychiatric Genetics, 147 B, 13991411. doi:10.1002/ajmg.b.30868CrossRefGoogle Scholar
Ebejer, J. L., Duffy, D. L., van der Werf, J., Wright, M. J., Montgomery, G., Gillespie, N. A., … Medland, S. E. (2013). Genome-wide association study of inattention and hyperactivity–impulsivity measured as quantitative traits. Twin Research and Human Genetics, 16, 560574. doi:10.1017/thg.2013.12CrossRefGoogle ScholarPubMed
Faraone, S. V., Biederman, J., Lehman, B. K., Spencer, T., Norman, D., Seidman, L. J., … Tsuang, M. T. (1993). Intellectual performance and school failure in children with attention deficit hyperactivity disorder and in their siblings. Journal of Abnormal Psychology, 102, 616623. doi:10.1037/0021-843X.102.4.616CrossRefGoogle ScholarPubMed
Faraone, S. V., Biederman, J., & Mick, E. (2006). The age-dependent decline of attention deficit hyperactivity disorder: A meta-analysis of follow-up studies. Psychological Medicine, 36, 159165. doi:10.1017/S003329170500471XCrossRefGoogle ScholarPubMed
Friedman, N. P., Miyake, A., Young, S. E., DeFries, J. C., Corley, R. P., & Hewitt, J. K. (2008). Individual differences in executive functions are almost entirely genetic in origin. Journal of Experimental Psychology: General, 137, 201225. doi:10.1037/0096-3445.137.2.201CrossRefGoogle ScholarPubMed
Gayán, J., Willcutt, E. G., Fisher, S. E., Francks, C., Cardon, L. R., Olson, R. K., … DeFries, J. C. (2005). Bivariate linkage scan for reading disability and attention-deficit/hyperactivity disorder localizes pleiotropic loci. Journal of Child Psychology and Psychiatry, 46, 10451056. doi:10.1111/j.1469-7610.2005.01447.xCrossRefGoogle ScholarPubMed
Gottesman, I. I., & Gould, T. D. (2003). The endophenotype concept in psychiatry: Etymology and strategic intentions. American Journal of Psychiatry, 160, 636645. doi:10.1176/appi.ajp.160.4.636CrossRefGoogle ScholarPubMed
Groot, A. S., De Sonneville, L. M. J., Stins, J. F., & Boomsma, D. I. (2004). Familial influences on sustained attention and inhibition in preschoolers. Journal of Child Psychology and Psychiatry, 45, 306314. doi:10.1111/j.1469-7610.2004.00222.xCrossRefGoogle ScholarPubMed
Gur, R. C., Richard, J., Calkins, M. E., Hansen, J. A., Loughead, J., Gur, R. E., … Bilker, W. B. (2012). Age group and sex differences in performance on a computerized neurocognitive battery in children Age 8–21. Neuropsychology, 26, 251265. doi:10.1037/a0026712CrossRefGoogle ScholarPubMed
Hadfield, J. D., Nutall, A., Osorio, D., & Owens, I. P. F. (2007). Testing the phenotypic gambit: Phenotypic, genetic and environmental correlations of colour. Journal of Evolutionary Biology, 20, 549557. doi:10.1111/j.1420-9101.2006.01262.xCrossRefGoogle ScholarPubMed
Heath, A. C., & Martin, N. G. (1990). Psychoticism as a dimension of personality: A multivariate genetic test of Eysenck and Eysenck's psychoticism construct. Journal of Personality and Social Psychology, 58, 111121. http://dx.doi.org/10.1037/0022-3514.58.1.111CrossRefGoogle ScholarPubMed
Hill, W. G., Goddard, M. E., & Visscher, P. M. (2008). Data and theory point to mainly additive genetic variance for complex traits. PLoS Genetics, 4, e1000008.CrossRefGoogle ScholarPubMed
Hinshaw, S. P. (2002). Preadolescent girls with attention-deficit/hyperactivity disorder: I. Background characteristics, comorbidity, cognitive and social functioning, and parenting practices. Journal of Consulting and Clinical Psychology, 70, 10861098. doi:10.1037/0022-006X.70.5.1086CrossRefGoogle ScholarPubMed
Karalunas, S. L., Bierman, K. L., & Huang-Pollock, C. L. (2016). Test–retest reliability and measurement invariance of executive function tasks in young children with and without ADHD. Journal of Attention Disorders, article 1087054715627488. doi:10.1177/1087054715627488Google ScholarPubMed
Kessler, R. C., Adler, L., Ames, M., Demler, O., Faraone, S., Hiripi, E. V. A., … Walters, E. E. (2005). The World Health Organization adult ADHD self-report scale (ASRS): A short screening scale for use in the general population. Psychological Medicine, 35, 245256. doi:10.1017/S0033291704002892CrossRefGoogle Scholar
Knopik, V. S., Heath, A. C., Bucholz, K. K., Madden, P. A., & Waldron, M. (2009). Genetic and environmental influences on externalizing behavior and alcohol problems in adolescence: A female twin study. Pharmacology Biochemistry and Behavior, 93, 313321. doi:10.1016/j.pbb.2009.03.011Google ScholarPubMed
Knopik, V. S., Sparrow, E. P., Madden, P. A., Bucholz, K. K., Hudziak, J. J., Reich, W., … Todd, R. D. (2005). Contributions of parental alcoholism, prenatal substance exposure, and genetic transmission to child ADHD risk: A female twin study. Psychological Medicine, 35, 625635. doi:10.1017/S0033291704004155CrossRefGoogle ScholarPubMed
Kuntsi, J., Eley, T. C., Taylor, A., Hughes, C., Asherson, P., Caspi, A., & Moffitt, T. E. (2003). Co-occurrence of ADHD and low IQ has genetic origins. American Journal of Medical Genetics Part B: Neuropsychiatric Genetics, 124B, 4147. doi:10.1002/ajmg.b.20076CrossRefGoogle Scholar
Kuntsi, J., Pinto, R., Price, T. S., van der Meere, J. J., Frazier-Wood, A. C., & Asherson, P. (2014). The separation of ADHD inattention and hyperactivity-impulsivity symptoms: Pathways from genetic effects to cognitive impairments and symptoms. Journal of Abnormal Child Psychology, 42, 127136. doi:10.1007/s10802-013-9771-7CrossRefGoogle ScholarPubMed
Larsson, H., Lichtenstein, P., & Larsson, J.-O. (2006). Genetic contributions to the development of ADHD subtypes from childhood to adolescence. Journal of the American Academy of Child & Adolescent Psychiatry, 45, 973981. doi:10.1097/01.chi.0000222787.57100.d8CrossRefGoogle ScholarPubMed
Levy, F., Hay, D. A., McStephen, M., Wood, C., & Waldman, I. (1997). Attention-deficit hyperactivity disorder: A category or a continuum? Genetic analysis of a large-scale twin study. Journal of the American Academy of Child & Adolescent Psychiatry, 36, 737744. doi:10.1097/00004583-199706000-00009CrossRefGoogle ScholarPubMed
Luca, P., Laurin, N., Misener, V. L., Wigg, K. G., Anderson, B., Cate-Carter, T., … Barr, C. L. (2007). Association of the dopamine receptor D1 gene, DRD1, with inattention symptoms in families selected for reading problems. Molecular Psychiatry, 12, 776785. doi:10.1038/sj.mp.4001972CrossRefGoogle ScholarPubMed
Marcus, D. K., & Barry, T. D. (2011). Does attention-deficit/hyperactivity disorder have a dimensional latent structure? A taxometric analysis. Journal of Abnormal Psychology, 120, 427442. doi:10.1037/a0021405CrossRefGoogle ScholarPubMed
McLoughlin, G., Ronald, A., Kuntsi, J., Asherson, P., & Plomin, R. (2007). Genetic support for the dual nature of attention deficit hyperactivity disorder: Substantial genetic overlap between the inattentive and hyperactive–impulsive components. Journal of Abnormal Child Psychology, 35, 9991008. doi:10.1007/s10802-007-9149-9CrossRefGoogle ScholarPubMed
Merikangas, K., Avenevoli, S., Costello, J., Koretz, D., & Kessler, R. C. (2009). National comorbidity survey replication adolescent supplement (NCS-A): I. Background and measures. Journal of the American Academy of Child and Adolescent Psychiatry, 48, 367369. doi:10.1097/CHI.0b013e31819996f1CrossRefGoogle ScholarPubMed
Moore, T. M., Reise, S. P., Gur, R. E., Hakonarson, H., & Gur, R. C. (2015). Psychometric properties of the Penn Computerized Neurocognitive Battery. Neuropsychology, 29, 235246. doi:10.1037/neu0000093CrossRefGoogle ScholarPubMed
Mulder, M. J., Bos, D., Weusten, J. M., van Belle, J., van Dijk, S. C., Simen, P., … Durston, S. (2010). Basic impairments in regulating the speed-accuracy tradeoff predict symptoms of attention-deficit/hyperactivity disorder. Biological Psychiatry, 68, 11141119. doi:10.1016/j.biopsych.2010.07.031CrossRefGoogle ScholarPubMed
Muthén, L. K., & Muthén, B. O. (1998–2017). Mplus user's guide. Eighth edition. Los Angeles, CA: Muthén & Muthén.Google Scholar
Narad, M., Garner, A., Peugh, J., Tamm, L., Antonini, T., Kingery, K., … Epstein, J. (2015). Parent-teacher agreement on ADHD symptoms across development. Psychological Assessment, 27, 239248. doi:10.1037/a0037864CrossRefGoogle ScholarPubMed
Neale, B. M., Medland, S. E., Ripke, S., Asherson, P., Franke, B., Lesch, K. P., … Daly, M. (2010). Meta-analysis of genome-wide association studies of attention-deficit/hyperactivity disorder. Journal of the American Academy of Child & Adolescent Psychiatry, 49, 884897. doi:10.1016/j.jaac.2010.06.008CrossRefGoogle ScholarPubMed
Nikolas, M. A., & Burt, S. A. (2010). Genetic and environmental influences on ADHD symptom dimensions of inattention and hyperactivity: A meta-analysis. Journal of Abnormal Psychology, 119, 117. doi:10.1037/a0018010Google ScholarPubMed
Noar, S. M. (2003). The role of structural equation modeling in scale development. Structural Equation Modeling, 10, 622647. doi:10.1207/S15328007SEM1004_8CrossRefGoogle Scholar
Paloyelis, Y., Rijsdijk, F., Wood, A. C., Asherson, P., & Kuntsi, J. (2010). The genetic association between ADHD symptoms and reading difficulties: The role of inattentiveness and IQ. Journal of Abnormal Child Psychology, 38, 10831095. doi:10.1007/s10802-010-9429-7CrossRefGoogle ScholarPubMed
Peng, C. Z., Grant, J. D., Heath, A. C., Reiersen, A. M., Mulligan, R. C., & Anokhin, A. P. (2016). Familial influences on the full range of variability in attention and activity levels during adolescence: A longitudinal twin study. Development and Psychopathology, 28, 517526. doi:10.1017/s0954579415001091CrossRefGoogle ScholarPubMed
Pingault, J. B., Viding, E., Galéra, C., Greven, C. U., Zheng, Y., Plomin, R., & Rijsdijk, F. (2015). Genetic and environmental influences on the developmental course of attention-deficit/hyperactivity disorder symptoms from childhood to adolescence. JAMA Psychiatry, 72, 651658. doi:10.1001/jamapsychiatry.2015.0469CrossRefGoogle ScholarPubMed
Polderman, T. J. C., de Geus, E. J. C., Hoekstra, R. A., Bartels, M., van Leeuwen, M., Verhulst, F. C., … Boomsma, D. I. (2009). Attention problems, inhibitory control, and intelligence index overlapping genetic factors: A study in 9-, 12-, and 18-year-old twins. Neuropsychology, 23, 381391. doi:10.1037/a0014915CrossRefGoogle ScholarPubMed
Polderman, T. J. C., Posthuma, D., De Sonneville, L. M. J., Stins, J. F., Verhulst, F. C., & Boomsma, D. I. (2007). Genetic analyses of the stability of executive functioning during childhood. Biological Psychology, 76, 1120. doi:10.1016/j.biopsycho.2007.05.002CrossRefGoogle ScholarPubMed
Posner, M. I., & Petersen, S. E. (1990). The attention system of the human brain. Annual Review of Neuroscience, 13, 2542. doi:10.1146/annurev.ne.13.030190.000325CrossRefGoogle ScholarPubMed
Purcell, S., Neale, B., Todd-Brown, K., Thomas, L., Ferreira, M. A., Bender, D., … Sham, P. C. (2007). PLINK: A tool set for whole-genome association and population-based linkage analyses. The American Journal of Human Genetics, 81, 559575. doi:10.1086/519795CrossRefGoogle ScholarPubMed
Robinson, E. B., Kirby, A., Ruparel, K., Yang, J., McGrath, L., Anttila, V., … Hakonarson, H. (2014). The genetic architecture of pediatric cognitive abilities in the Philadelphia Neurodevelopmental Cohort. Molecular Psychiatry, 20, 454458. doi:10.1038/mp.2014.65CrossRefGoogle ScholarPubMed
Satterthwaite, T. D., Connolly, J. J., Ruparel, K., Calkins, M. E., Jackson, C., Elliott, M. A., … Gur, R. E. (2016). The Philadelphia Neurodevelopmental Cohort: A publicly available resource for the study of normal and abnormal brain development in youth. NeuroImage, 124, 11151119. doi:10.1016/j.neuroimage.2015.03.056CrossRefGoogle Scholar
Seidman, L. J., Biederman, J., Monuteaux, M. C., Weber, W., & Faraone, S. V. (2000). Neuropsychological functioning in nonreferred siblings of children with attention deficit/hyperactivity disorder. Journal of Abnormal Psychology, 109, 252265. doi:10.1037/0021-843X.109.2.252CrossRefGoogle ScholarPubMed
Shanmugan, S., Wolf, D. H., Calkins, M. E., Moore, T. M., Ruparel, K., Hopson, R. D., … Gennatas, E. D. (2016). Common and dissociable mechanisms of executive system dysfunction across psychiatric disorders in youth. American Journal of Psychiatry, 173, 517526. doi:10.1176/appi.ajp.2015.15060725CrossRefGoogle ScholarPubMed
Sherman, D. K., Iacono, W. G., & McGue, M. K. (1997). Attention-deficit hyperactivity disorder dimensions: A twin study of inattention and impulsivity-hyperactivity. Journal of the American Academy of Child & Adolescent Psychiatry, 36, 745753. doi:10.1097/00004583-199706000-00010CrossRefGoogle ScholarPubMed
Slaats-Willemse, D., Swaab-Barneveld, H., de Sonneville, L. E. O., van der Meulen, E., & Buitelaar, J. A. N. (2003). Deficient response inhibition as a cognitive endophenotype of ADHD. Journal of the American Academy of Child & Adolescent Psychiatry, 42, 12421248. doi:10.1097/00004583-200310000-00016CrossRefGoogle ScholarPubMed
Sodini, S. M., Kemper, K. E., Wray, N. R., & Trzaskowski, M. (2018). Comparison of genotypic and phenotypic correlations: Cheverud's conjecture in humans. Genetics, 209, 941948. doi:10.1534/genetics.117.300630CrossRefGoogle ScholarPubMed
Solanto, M. V., Gilbert, S. N., Raj, A., Zhu, J., Pope-Boyd, S. b., Stepak, B., … Newcorn, J. H. (2007). Neurocognitive functioning in AD/HD, predominantly inattentive and combined subtypes. Journal of Abnormal Child Psychology, 35, 729744. doi:10.1007/s10802-007-9123-6CrossRefGoogle ScholarPubMed
Solanto, M. V., Schulz, K. P., Fan, J., Tang, C. Y., & Newcorn, J. H. (2009). Event-related FMRI of inhibitory control in the predominantly inattentive and combined subtypes of ADHD. Journal of Neuroimaging, 19, 205212. doi:10.1111/j.1552-6569.2008.00289.xCrossRefGoogle ScholarPubMed
Srinivasan, N., & Gupta, R. (2010). Emotion-attention interactions in recognition memory for distractor faces. Emotion, 10, 207215. doi:10.1037/a0018487CrossRefGoogle ScholarPubMed
Srinivasan, N., & Hanif, A. (2010). Global-happy and local-sad: Perceptual processing affects emotion identification. Cognition and Emotion, 24, 10621069. doi:10.1080/02699930903101103CrossRefGoogle Scholar
Stallings, M. C., Hewitt, J. K., Cloninger, C. R., Heath, A. C., & Eaves, L. J. (1996). Genetic and environmental structure of the Tridimensional Personality Questionnaire: Three or four temperament dimensions? Journal of Personality and Social Psychology, 70, 127140. doi.org/10.1037/0022-3514.70.1.127CrossRefGoogle ScholarPubMed
Tucker, D. M., & Williamson, P. A. (1984). Asymmetric neural control systems in human self-regulation. Psychological Review, 91, 185215. doi:10.1037/0033-295X.91.2.185CrossRefGoogle ScholarPubMed
Willcutt, E. G., Pennington, B. F., & DeFries, J. C. (2000). Etiology of inattention and hyperactivity/impulsivity in a community sample of twins with learning difficulties. Journal of Abnormal Child Psychology, 28, 149159. doi:10.1023/A:1005170730653CrossRefGoogle Scholar
Willcutt, E. G., Pennington, B. F., Olson, R. K., & DeFries, J. C. (2007). Understanding comorbidity: A twin study of reading disability and attention-deficit/hyperactivity disorder. American Journal of Medical Genetics Part B: Neuropsychiatric Genetics, 144 B, 709714. doi:10.1002/ajmg.b.30310CrossRefGoogle Scholar
Yang, J., Lee, S. H., Goddard, M. E., & Visscher, P. M. (2011). GCTA: A tool for genome-wide complex trait analysis. The American Journal of Human Genetics, 88, 7682. doi:10.1016/j.ajhg.2010.11.011CrossRefGoogle ScholarPubMed
Yang, J., Zaitlen, N. A., Goddard, M. E., Visscher, P. M., & Price, A. L. (2014). Advantages and pitfalls in the application of mixed-model association methods. Nature Genetics, 46, 100106. doi:10.1038/ng.2876CrossRefGoogle ScholarPubMed
Zhou, K., Asherson, P., Sham, P., Franke, B., Anney, R. J. L., Buitelaar, J., … Faraone, S. V. (2008). Linkage to chromosome 1p36 for attention-deficit/hyperactivity disorder traits in school and home settings. Biological Psychiatry, 64, 571576. doi:10.1016/j.biopsych.2008.02.024CrossRefGoogle ScholarPubMed
Supplementary material: File

Micalizzi et al. supplementary material

Tables S1-S3 and Figure S1

Download Micalizzi et al. supplementary material(File)
File 39.1 KB