TY - JOUR
T1 - Hypothesis-driven genome-wide association studies provide novel insights into genetics of reading disabilities
AU - Price, Kaitlyn M.
AU - Wigg, Karen G.
AU - Eising, Else
AU - Feng, Yu
AU - Blokland, Kirsten
AU - Wilkinson, Margaret
AU - Kerr, Elizabeth N.
AU - Guger, Sharon L.
AU - Abbondanza, Filippo
AU - Allegrini, Andrea G.
AU - Andlauer, Till F. M.
AU - Bates, Timothy C.
AU - Bernard, Manon
AU - Bonte, Milene
AU - Boomsma, Dorret I.
AU - Bourgeron, Thomas
AU - Brandeis, Daniel
AU - Carreiras, Manuel
AU - Ceroni, Fabiola
AU - Csépe, Valéria
AU - Dale, Philip S.
AU - DeFries, John C.
AU - de Jong, Peter F.
AU - Démonet, Jean Francois
AU - de Zeeuw, Eveline L.
AU - Franken, Marie-Christine J.
AU - Francks, Clyde
AU - Gerritse, Margot
AU - Gialluisi, Alessandro
AU - Gordon, Scott D.
AU - Gruen, Jeffrey R.
AU - Hayiou-Thomas, Marianna E.
AU - Hernández-Cabrera, Juan
AU - Hottenga, Jouke-Jan
AU - Hulme, Charles
AU - Jansen, Philip R.
AU - Kere, Juha
AU - Koomar, Tanner
AU - Landerl, Karin
AU - Leonard, Gabriel T.
AU - Liao, Zhijie
AU - Luciano, Michelle
AU - Lyytinen, Heikki
AU - Martin, Nicholas G.
AU - Martinelli, Angela
AU - Maurer, Urs
AU - Michaelson, Jacob J.
AU - Mirza-Schreiber, Nazanin
AU - Moll, Kristina
AU - Monaco, Anthony P.
AU - Morgan, Angela T.
AU - Müller-Myhsok, Bertram
AU - Newbury, Dianne F.
AU - Nöthen, Markus M.
AU - Olson, Richard K.
AU - Paracchini, Silvia
AU - Paus, Tomas
AU - Pausova, Zdenka
AU - Pennell, Craig E.
AU - Pennington, Bruce F.
AU - Plomin, Robert J.
AU - Ramus, Franck
AU - Reilly, Sheena
AU - Richer, Louis
AU - Rimfeld, Kaili
AU - Schulte-Körne, Gerd
AU - Shapland, Chin Yang
AU - Simpson, Nuala H.
AU - Smith, Shelley D.
AU - Snowling, Margaret J.
AU - St Pourcain, Beate
AU - Stein, John F.
AU - Talcott, Joel B.
AU - Tiemeier, Henning
AU - Tomblin, J. Bruce
AU - Truong, Dongnhu T.
AU - van Bergen, Elsje
AU - van der Schroeff, Marc P.
AU - van Donkelaar, Marjolein
AU - Verhoef, Ellen
AU - Wang, Carol A.
AU - Watkins, Kate E.
AU - Whitehouse, Andrew J. O.
AU - Willcutt, Erik G.
AU - Quantitative Trait Working Group of the GenLang Consortium
AU - Wright, Margaret J.
AU - Zhu, Gu
AU - Fisher, Simon E.
AU - Lovett, Maureen W.
AU - Strug, Lisa J.
AU - Barr, Cathy L.
N1 - Funding Information:
We thank the psychometrists and volunteers that assisted with this project over the years and the participants in this study. We would like to thank also Dr. Lei Sun for her statistical guidance using SFDR. Support for the Toronto project was provided by grants from the Canadian Institutes of Health Research (MOP-133440 and PJT-180419). K.P. was supported by the Hospital for Sick Children Research Training Program. E.E. and S.E.F. are supported by the Max Planck Society. GenLang Consortium Acknowledgements . As stated by Eising et al. (2022): B.M., B.M.-M., B.S.P., C.F., E.E., E.V., G.A., M.v.D., and S.E.F. are supported by the Max Planck Society. A.G. and T.F.M.A. were supported by the Munich Cluster for Systems Neurology (SyNergy), and A.G. was supported by Fondazione Umberto Veronesi. A.T.M. is supported by National Health and Medical Research Council of Australia (NHMRC) Grants 1105008 and 1195955 and Centre of Research Excellence Grant 1116976. A.J.O.W. is supported by NHMRC Grant 1173896. B.S.P. is supported by Simons Foundation Autism Research Initiative Grant 514787. C.Y.S. works in the Medical Research Council Integrative Epidemiology Unit at the University of Bristol (MC_UU_00011/3). D.I.B. acknowledges Royal Netherlands Academy of Science Professor Award PAH/6635. E.E. is supported by NIH Grant R01DC016977. E.G.W. and J.R.G. are supported by National Institute of Child Health and Human Development (NICHD) Grant P50 HD 27802. F.R. is supported by Agence Nationale de la Recherche Grants ANR-06-NEURO-019-01, ANR-17-EURE-0017 IEC, ANR-10-IDEX-0001-02 PSL, and ANR-11-BSV4-014-01 and European Commission Grant LSHM-CT-2005-018696. H.T. is supported by the Netherlands Organization for Scientific Research (NWO) and Netherlands Organisation for Health Research and Development (ZonMW) Grant VICI 016.VICI.170.200. J.C.D. was supported by NICHD Grant P50 HD 27802. J.J.M., J.B.To., and T.K. were supported by NIH Grant R01 DC014489. K.M.P. was supported by the Hospital for Sick Children Research Training Program (Restracomp). K.R. is supported by a Sir Henry Wellcome Postdoctoral Fellowship (213514/Z/18/Z). M.J.S. is supported by Wellcome Trust Grant WT082032MA. S.P. and F.A. are supported by Royal Society Grants UF150663 and RGF\EA\180141. T.B. is supported by Institut Pasteur, the Bettencourt-Schueller Foundation, and Université de Paris. The Adolescent Brain Cognitive Development Study is supported by the NIH and additional federal partners (NIH Grants U01DA041048, U01DA050989, U01DA051016, U01DA041022, U01DA051018, U01DA051037, U01DA050987, U01DA041174, U01DA041106, U01DA041117, U01DA041028, U01DA041134, U01DA050988, U01DA051039, U01DA041156, U01DA041025, U01DA041120, U01DA051038, U01DA041148, U01DA041093, U01DA041089, U24DA041123, and U24DA041147). The Aston Cohort was supported by funding from European Union (EU) Horizon 2020 Programme 641652 and Waterloo Foundation Grant 797/17290. The St. Andrews Bioinformatics Unit is funded by Wellcome Trust Grants 105621/Z/14/Z and 204821/Z/16/Z. ALSPAC is supported by UK Medical Research Council and Wellcome Grant 217065/Z/19/Z and the University of Bristol. A comprehensive list of grant funding is available on the ALSPAC website ( http://www.bristol.ac.uk/alspac/external/documents/grant-acknowledgements.pdf ). The Basque Center on Cognition, Brain and Language (BCBL) cohort was supported by the Basque Government through the Basic Excellence Research Centre program and the Agencia Estatal de Investigación through BCBL Severo Ochoa excellence accreditation. The Brisbane Adolescent Twin Sample was supported by Australian Research Council Grants A7960034, A79906588, A79801419, DP0212016, and DP0343921, with genotyping funded by the NHMRC Grant 389891. The Colorado Learning Disabilities Research Center cohort was supported by NICHD Grant P50 HD 27802. The Early Language in Victoria Study was supported by NHMRC Grant 436958. The Familial Influences on Literacy Abilities cohort is supported by the University of Amsterdam, the Max Planck Institue Nijmegen, and NWO Grants Rubicon 446-12-005 and VENI 451-15-017. The Iowa study was funded by DC00496 and DC02746 from the National Institute on Deafness and Other Communication Disorders (NIDCD). The GRaD study was funded by the Manton Foundation, NIH Grants P50-HD027802 and K99-HD094902, and the Lambert Family. NeuroDys was funded by an EU Sixth Framework Program grant to the NeuroDys Consortium, Swiss National Science Foundation Grant 32-108130, and Austrian Science Fund Grant 18351-B02. The Netherlands Twin Register is funded by NWO Grants 480-04-004, 481-08-011, 056-32-010, 024.001.003, 480-15-001/674, 184.021.007, 184.033.111, and 56-464-14192; ZonMW Grants 911-09-032 and 912-10-020; the Amsterdam Public Health and Amsterdam Reproduction and Development Research Institutes; European Science Council Grant ERC Advanced 230374; EU Seventh Framework Program (FP7) Grant FP7/2007-2013: 602768; National Institute of Mental Health (NIMH) Grants U24 MH068457-06, R01 MH58799-03, and 1RC2 MH089995; and the Avera Institute for Human Genetics. The Pediatric Imaging, Neurocognition, and Genetics cohort is funded by NIH Grant RC2DA029475, the National Institute on Drug Abuse, and the Eunice Kennedy Shriver NICHD. The Philadelphia Neurodevelopmental Cohort is funded by NIH Grants RC2MH089983 and RC2MH089924, an institutional development award to the Center for Applied Genomics from The Children’s Hospital of Philadelphia, and a donation from Adele and Daniel Kubert and thanks the NIH data repository. The Raine study was supported by long-term funding from NHMRC Grants 572613, 403981, 1059711, 634445, 634509, and 1021105 and Canadian Institutes of Health Research (CIHR) Grant MOP-82893. Funding was also provided by the University of Western Australia, Curtin University, the Women and Infants Research Foundation, the Telethon Kids Institute, Edith Cowan University, Murdoch University, the University of Notre Dame Australia, and the Raine Medical Research Foundation. The Raine study analyses were supported by the Pawsey Supercomputing Centre with funding from the Australian Government and the Government of Western Australia. The Saguenay Youth Study is supported by the CIHR, the Heart and Stroke Foundation of Quebec, and the Canadian Foundation for Innovation. The SLI Consortium was funded by Wellcome Trust Grant 076566 and UK Medical Research Council Grant G1000569. The Twins Early Development Study is supported by UK Medical Research Council Grants MR/V012878/1 and MR/M021475/1, NIH Grant AG046938, and the EU FP7 grant FP7/2007-2013/: 602768. Toronto was supported by CIHR Grant MOP-133440. UK Dyslexia was supported by Wellcome Trust Grants 076566/Z/05/Z and 075491/Z/04, Waterloo Foundation Grant 797–1720, EU Grant 018696, and Royal Society Grant UF100463. The York cohort was funded by Wellcome Trust Grant 082036/B/07/Z.
Publisher Copyright:
© 2022, The Author(s).
PY - 2022/12/1
Y1 - 2022/12/1
N2 - Reading Disability (RD) is often characterized by difficulties in the phonology of the language. While the molecular mechanisms underlying it are largely undetermined, loci are being revealed by genome-wide association studies (GWAS). In a previous GWAS for word reading (Price, 2020), we observed that top single-nucleotide polymorphisms (SNPs) were located near to or in genes involved in neuronal migration/axon guidance (NM/AG) or loci implicated in autism spectrum disorder (ASD). A prominent theory of RD etiology posits that it involves disturbed neuronal migration, while potential links between RD-ASD have not been extensively investigated. To improve power to identify associated loci, we up-weighted variants involved in NM/AG or ASD, separately, and performed a new Hypothesis-Driven (HD)–GWAS. The approach was applied to a Toronto RD sample and a meta-analysis of the GenLang Consortium. For the Toronto sample (n = 624), no SNPs reached significance; however, by gene-set analysis, the joint contribution of ASD-related genes passed the threshold (p~1.45 × 10–2, threshold = 2.5 × 10–2). For the GenLang Cohort (n = 26,558), SNPs in DOCK7 and CDH4 showed significant association for the NM/AG hypothesis (sFDR q = 1.02 × 10–2). To make the GenLang dataset more similar to Toronto, we repeated the analysis restricting to samples selected for reading/language deficits (n = 4152). In this GenLang selected subset, we found significant association for a locus intergenic between BTG3-C21orf91 for both hypotheses (sFDR q < 9.00 × 10–4). This study contributes candidate loci to the genetics of word reading. Data also suggest that, although different variants may be involved, alleles implicated in ASD risk may be found in the same genes as those implicated in word reading. This finding is limited to the Toronto sample suggesting that ascertainment influences genetic associations.
AB - Reading Disability (RD) is often characterized by difficulties in the phonology of the language. While the molecular mechanisms underlying it are largely undetermined, loci are being revealed by genome-wide association studies (GWAS). In a previous GWAS for word reading (Price, 2020), we observed that top single-nucleotide polymorphisms (SNPs) were located near to or in genes involved in neuronal migration/axon guidance (NM/AG) or loci implicated in autism spectrum disorder (ASD). A prominent theory of RD etiology posits that it involves disturbed neuronal migration, while potential links between RD-ASD have not been extensively investigated. To improve power to identify associated loci, we up-weighted variants involved in NM/AG or ASD, separately, and performed a new Hypothesis-Driven (HD)–GWAS. The approach was applied to a Toronto RD sample and a meta-analysis of the GenLang Consortium. For the Toronto sample (n = 624), no SNPs reached significance; however, by gene-set analysis, the joint contribution of ASD-related genes passed the threshold (p~1.45 × 10–2, threshold = 2.5 × 10–2). For the GenLang Cohort (n = 26,558), SNPs in DOCK7 and CDH4 showed significant association for the NM/AG hypothesis (sFDR q = 1.02 × 10–2). To make the GenLang dataset more similar to Toronto, we repeated the analysis restricting to samples selected for reading/language deficits (n = 4152). In this GenLang selected subset, we found significant association for a locus intergenic between BTG3-C21orf91 for both hypotheses (sFDR q < 9.00 × 10–4). This study contributes candidate loci to the genetics of word reading. Data also suggest that, although different variants may be involved, alleles implicated in ASD risk may be found in the same genes as those implicated in word reading. This finding is limited to the Toronto sample suggesting that ascertainment influences genetic associations.
UR - https://www.scopus.com/pages/publications/85142921133
U2 - 10.1038/s41398-022-02250-z
DO - 10.1038/s41398-022-02250-z
M3 - Article
C2 - 36446759
SN - 2158-3188
VL - 12
JO - Translational psychiatry
JF - Translational psychiatry
IS - 1
M1 - 495
ER -