1
|
Abbondanza F, Dale PS, Wang CA, Hayiou‐Thomas ME, Toseeb U, Koomar TS, Wigg KG, Feng Y, Price KM, Kerr EN, Guger SL, Lovett MW, Strug LJ, van Bergen E, Dolan CV, Tomblin JB, Moll K, Schulte‐Körne G, Neuhoff N, Warnke A, Fisher SE, Barr CL, Michaelson JJ, Boomsma DI, Snowling MJ, Hulme C, Whitehouse AJO, Pennell CE, Newbury DF, Stein J, Talcott JB, Bishop DVM, Paracchini S. Language and reading impairments are associated with increased prevalence of non-right-handedness. Child Dev 2023; 94:970-984. [PMID: 36780127 PMCID: PMC10330064 DOI: 10.1111/cdev.13914] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2022] [Revised: 12/09/2022] [Accepted: 12/12/2022] [Indexed: 02/14/2023]
Abstract
Handedness has been studied for association with language-related disorders because of its link with language hemispheric dominance. No clear pattern has emerged, possibly because of small samples, publication bias, and heterogeneous criteria across studies. Non-right-handedness (NRH) frequency was assessed in N = 2503 cases with reading and/or language impairment and N = 4316 sex-matched controls identified from 10 distinct cohorts (age range 6-19 years old; European ethnicity) using a priori set criteria. A meta-analysis (Ncases = 1994) showed elevated NRH % in individuals with language/reading impairment compared with controls (OR = 1.21, CI = 1.06-1.39, p = .01). The association between reading/language impairments and NRH could result from shared pathways underlying brain lateralization, handedness, and cognitive functions.
Collapse
Affiliation(s)
| | - Philip S. Dale
- Department of Speech and Hearing SciencesUniversity of New MexicoAlbuquerqueNew MexicoUSA
| | - Carol A. Wang
- School of Medicine and Public HealthUniversity of NewcastleCallaghanNew South WalesAustralia
| | | | - Umar Toseeb
- Department of EducationUniversity of YorkYorkUK
| | | | - Karen G. Wigg
- Division of Experimental and Translational Neuroscience, Krembil Research InstituteUniversity Health NetworkTorontoOntarioCanada
| | - Yu Feng
- Division of Experimental and Translational Neuroscience, Krembil Research InstituteUniversity Health NetworkTorontoOntarioCanada
| | - Kaitlyn M. Price
- Division of Experimental and Translational Neuroscience, Krembil Research InstituteUniversity Health NetworkTorontoOntarioCanada
- Program in Neuroscience and Mental HealthHospital for Sick ChildrenTorontoOntarioCanada
- Department of PhysiologyUniversity of TorontoTorontoOntarioCanada
| | - Elizabeth N. Kerr
- Department of PaediatricsUniversity of TorontoTorontoOntarioCanada
- Department of PsychologyHospital for Sick ChildrenTorontoOntarioCanada
| | - Sharon L. Guger
- Department of PsychologyHospital for Sick ChildrenTorontoOntarioCanada
| | - Maureen W. Lovett
- Program in Neuroscience and Mental HealthHospital for Sick ChildrenTorontoOntarioCanada
- Department of PaediatricsUniversity of TorontoTorontoOntarioCanada
| | - Lisa J. Strug
- Genetics and Genome BiologyHospital for Sick ChildrenTorontoOntarioCanada
- Dalla Lana School of Public HealthUniversity of TorontoTorontoOntarioCanada
| | - Elsje van Bergen
- Department of Biological PsychologyVrije Universiteit AmsterdamAmsterdamThe Netherlands
| | - Conor V. Dolan
- Department of Biological PsychologyVrije Universiteit AmsterdamAmsterdamThe Netherlands
| | | | - Kristina Moll
- Department of Child and Adolescent Psychiatry, Psychotherapy and PsychosomaticsLudwig‐Maximilians‐University Hospital MunichMunchenGermany
| | - Gerd Schulte‐Körne
- Department of Child and Adolescent Psychiatry, Psychotherapy and PsychosomaticsLudwig‐Maximilians‐University Hospital MunichMunchenGermany
| | - Nina Neuhoff
- Department of Child and Adolescent Psychiatry, Psychotherapy and PsychosomaticsLudwig‐Maximilians‐University Hospital MunichMunchenGermany
| | | | - Simon E. Fisher
- Language and Genetics DepartmentMax Planck Institute for PsycholinguisticsNijmegenThe Netherlands
- Donders Institute for Brain, Cognition and BehaviourRadboud UniversityNijmegenThe Netherlands
| | - Cathy L. Barr
- Division of Experimental and Translational Neuroscience, Krembil Research InstituteUniversity Health NetworkTorontoOntarioCanada
- Program in Neuroscience and Mental HealthHospital for Sick ChildrenTorontoOntarioCanada
- Department of PhysiologyUniversity of TorontoTorontoOntarioCanada
| | | | - Dorret I. Boomsma
- Department of Biological PsychologyVrije Universiteit AmsterdamAmsterdamThe Netherlands
| | | | | | | | - Craig E. Pennell
- School of Medicine and Public HealthUniversity of NewcastleCallaghanNew South WalesAustralia
| | - Dianne F. Newbury
- Department of Biological and Medical SciencesOxford Brookes UniversityOxfordUK
| | - John Stein
- Department of PhysiologyUniversity of OxfordOxfordUK
| | - Joel B. Talcott
- Aston Brain Center, School of Life and Health SciencesAston UniversityBirminghamUK
| | | | | |
Collapse
|
2
|
Choi SE, Rahman A, Ayoub T, Botelho O, Lee G, Gazdzinski LM, Wheeler AL, Weksberg R, Guger SL, Schachar RJ, Ito S, Hitzler J, Nieman BJ. High-frequency ultrasound-guided intrathecal injections in a young mouse model: Targeting the central nervous system in drug delivery. J Neurosci Methods 2023; 386:109778. [PMID: 36572156 DOI: 10.1016/j.jneumeth.2022.109778] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2022] [Revised: 12/12/2022] [Accepted: 12/22/2022] [Indexed: 12/24/2022]
Abstract
BACKGROUND Intrathecal injections provide important access to the central nervous system for delivery of anesthetic, analgesic or chemotherapeutic drugs that do not otherwise cross the blood-brain barrier. The administration of drugs via this route in animal models is challenging due to an inability to visualize the small target space during injection. Successful drug delivery therefore requires expertise in indirectly assessing vertebral and spinal cord anatomy and gaining advanced procedural skills. These factors are especially compounded in small animals such as mice (the most common mammalian model) and in investigations modeling pediatric drug delivery, where the animal is even smaller. NEW METHOD To address these issues, we have developed a method in which high-frequency ultrasound imaging is used to visualize and target the lumbar intrathecal space for injections. The technique is demonstrated in mice as young as postnatal day 16. To evaluate the method, a gadolinium-based magnetic resonance imaging (MRI) contrast agent was injected intrathecally, and subsequent brain delivery was verified post-injection by MRI. RESULTS Successful intrathecal injections of the MRI contrast agent showed distribution to the brain. In this study, we achieved a targeting success rate of 80% in 20 animals. COMPARISON WITH EXISTING METHODS AND CONCLUSION We expect that the new method will be convenient for drug delivery to the central nervous system in rodent research and provide higher reliability than unguided approaches, an essential contribution that will enable intrathecal delivery in pediatric mouse models.
Collapse
Affiliation(s)
- Sun Eui Choi
- Mouse Imaging Centre, Hospital for Sick Children, Toronto, ON, Canada; Translational Medicine, Hospital for Sick Children Research Institute, Toronto, ON, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada.
| | - Anum Rahman
- Mouse Imaging Centre, Hospital for Sick Children, Toronto, ON, Canada; Translational Medicine, Hospital for Sick Children Research Institute, Toronto, ON, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Tiffany Ayoub
- Mouse Imaging Centre, Hospital for Sick Children, Toronto, ON, Canada; Translational Medicine, Hospital for Sick Children Research Institute, Toronto, ON, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Owen Botelho
- Mouse Imaging Centre, Hospital for Sick Children, Toronto, ON, Canada; Translational Medicine, Hospital for Sick Children Research Institute, Toronto, ON, Canada
| | - Gail Lee
- Mouse Imaging Centre, Hospital for Sick Children, Toronto, ON, Canada; Translational Medicine, Hospital for Sick Children Research Institute, Toronto, ON, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Lisa M Gazdzinski
- Mouse Imaging Centre, Hospital for Sick Children, Toronto, ON, Canada; Neuroscience and Mental Health, Hospital for Sick Children Research Institute, Toronto, ON, Canada
| | - Anne L Wheeler
- Neuroscience and Mental Health, Hospital for Sick Children Research Institute, Toronto, ON, Canada; Department of Physiology, University of Toronto, Toronto, ON, Canada
| | - Rosanna Weksberg
- Developmental and Stem Cell Biology, Hospital for Sick Children Research Institute, Toronto, ON, Canada; Department of Pediatrics, University of Toronto, Toronto, ON, Canada; Institutes of Medical Science, University of Toronto, Toronto, ON, Canada
| | - Sharon L Guger
- Department of Psychology, Hospital for Sick Children, Toronto, ON, Canada
| | - Russell J Schachar
- Institutes of Medical Science, University of Toronto, Toronto, ON, Canada; Psychiatry Research, Hospital for Sick Children, Toronto, ON, Canada; Department of Psychiatry, University of Toronto, ON, Canada
| | - Shinya Ito
- Translational Medicine, Hospital for Sick Children Research Institute, Toronto, ON, Canada; Clinical Pharmacology and Toxicology, Hospital for Sick Children, Toronto, ON, Canada; Department of Pharmacology and Toxicology, University of Toronto, Toronto, ON, Canada
| | - Johann Hitzler
- Developmental and Stem Cell Biology, Hospital for Sick Children Research Institute, Toronto, ON, Canada; Department of Pediatrics, University of Toronto, Toronto, ON, Canada; Division of Haematology/Oncology, Hospital for Sick Children, Toronto, ON, Canada
| | - Brian J Nieman
- Mouse Imaging Centre, Hospital for Sick Children, Toronto, ON, Canada; Translational Medicine, Hospital for Sick Children Research Institute, Toronto, ON, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada; Ontario Institute for Cancer Research, ON, Canada
| |
Collapse
|
3
|
Price KM, Wigg KG, Nigam A, Feng Y, Blokland K, Wilkinson M, Kerr EN, Guger SL, Lovett MW, Strug LJ, Tripathy SJ, Barr CL. Identification of brain cell types underlying genetic association with word reading and correlated traits. Mol Psychiatry 2023; 28:1719-1730. [PMID: 36750735 DOI: 10.1038/s41380-023-01970-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/24/2022] [Revised: 01/10/2023] [Accepted: 01/17/2023] [Indexed: 02/09/2023]
Abstract
Neuroimaging studies implicate multiple cortical regions in reading ability/disability. However, the neural cell types integral to the reading process are unknown. To contribute to this gap in knowledge, we integrated genetic results from genome-wide association studies for word reading (n = 5054) with gene expression datasets from adult/fetal human brain. Linkage disequilibrium score regression (LDSC) suggested that variants associated with word reading were enriched in genes expressed in adult excitatory neurons, specifically layer 5 and 6 FEZF2 expressing neurons and intratelencephalic (IT) neurons, which express the marker genes LINC00507, THEMIS, or RORB. Inhibitory neurons (VIP, SST, and PVALB) were also found. This finding was interesting as neurometabolite studies previously implicated excitatory-inhibitory imbalances in the etiology of reading disabilities (RD). We also tested traits that shared genetic etiology with word reading (previously determined by polygenic risk scores): attention-deficit/hyperactivity disorder (ADHD), educational attainment, and cognitive ability. For ADHD, we identified enrichment in L4 IT adult excitatory neurons. For educational attainment and cognitive ability, we confirmed previous studies identifying multiple subclasses of adult cortical excitatory and inhibitory neurons, as well as astrocytes and oligodendrocytes. For educational attainment and cognitive ability, we also identified enrichment in multiple fetal cortical excitatory and inhibitory neurons, intermediate progenitor cells, and radial glial cells. In summary, this study supports a role of excitatory and inhibitory neurons in reading and excitatory neurons in ADHD and contributes new information on fetal cell types enriched in educational attainment and cognitive ability, thereby improving our understanding of the neurobiological basis of reading/correlated traits.
Collapse
Affiliation(s)
- Kaitlyn M Price
- Division of Experimental and Translational Neuroscience, Krembil Research Institute, University Health Network, Toronto, ON, Canada.,Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, ON, Canada.,Department of Physiology, University of Toronto, Toronto, ON, Canada
| | - Karen G Wigg
- Division of Experimental and Translational Neuroscience, Krembil Research Institute, University Health Network, Toronto, ON, Canada
| | - Anukrati Nigam
- Krembil Centre for Neuroinformatics, Centre for Addiction and Mental Health, Toronto, ON, Canada.,Institute of Medical Science, University of Toronto, Toronto, ON, Canada
| | - Yu Feng
- Division of Experimental and Translational Neuroscience, Krembil Research Institute, University Health Network, Toronto, ON, Canada
| | - Kirsten Blokland
- Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, ON, Canada
| | - Margaret Wilkinson
- Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, ON, Canada
| | - Elizabeth N Kerr
- Department of Psychology, Hospital for Sick Children, Toronto, ON, Canada.,Department of Pediatrics, University of Toronto, Toronto, ON, Canada
| | - Sharon L Guger
- Department of Psychology, Hospital for Sick Children, Toronto, ON, Canada
| | - Maureen W Lovett
- Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, ON, Canada.,Department of Pediatrics, University of Toronto, Toronto, ON, Canada
| | - Lisa J Strug
- Genetics and Genome Biology, Hospital for Sick Children, Toronto, ON, Canada.,Departments of Statistical Sciences and Computer Science, Faculty of Arts and Science and Division of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
| | - Shreejoy J Tripathy
- Department of Physiology, University of Toronto, Toronto, ON, Canada.,Krembil Centre for Neuroinformatics, Centre for Addiction and Mental Health, Toronto, ON, Canada.,Institute of Medical Science, University of Toronto, Toronto, ON, Canada.,Department of Psychiatry, University of Toronto, Toronto, ON, Canada
| | - Cathy L Barr
- Division of Experimental and Translational Neuroscience, Krembil Research Institute, University Health Network, Toronto, ON, Canada. .,Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, ON, Canada. .,Department of Physiology, University of Toronto, Toronto, ON, Canada. .,Institute of Medical Science, University of Toronto, Toronto, ON, Canada. .,Department of Psychiatry, University of Toronto, Toronto, ON, Canada.
| |
Collapse
|
4
|
Price KM, Wigg KG, Eising E, Feng Y, Blokland K, Wilkinson M, Kerr EN, Guger SL, Fisher SE, Lovett MW, Strug LJ, Barr CL. Hypothesis-driven genome-wide association studies provide novel insights into genetics of reading disabilities. Transl Psychiatry 2022; 12:495. [PMID: 36446759 PMCID: PMC9709072 DOI: 10.1038/s41398-022-02250-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Revised: 10/24/2022] [Accepted: 11/03/2022] [Indexed: 11/30/2022] Open
Abstract
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.
Collapse
Affiliation(s)
- Kaitlyn M Price
- Division of Experimental and Translational Neuroscience, Krembil Research Institute, University Health Network, Toronto, Ontario, Canada
- Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Physiology, University of Toronto, Toronto, Ontario, Canada
| | - Karen G Wigg
- Division of Experimental and Translational Neuroscience, Krembil Research Institute, University Health Network, Toronto, Ontario, Canada
| | - Else Eising
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
| | - Yu Feng
- Division of Experimental and Translational Neuroscience, Krembil Research Institute, University Health Network, Toronto, Ontario, Canada
| | - Kirsten Blokland
- Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Margaret Wilkinson
- Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Elizabeth N Kerr
- Department of Psychology, Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Pediatrics, University of Toronto, Toronto, Ontario, Canada
| | - Sharon L Guger
- Department of Psychology, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Simon E Fisher
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
| | - Maureen W Lovett
- Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Pediatrics, University of Toronto, Toronto, Ontario, Canada
| | - Lisa J Strug
- Genetics and Genome Biology, Hospital for Sick Children, Toronto, Ontario, Canada
- Departments of Statistical Sciences and Computer Science, Faculty of Arts and Science and Division of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Cathy L Barr
- Division of Experimental and Translational Neuroscience, Krembil Research Institute, University Health Network, Toronto, Ontario, Canada.
- Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, Ontario, Canada.
- Department of Physiology, University of Toronto, Toronto, Ontario, Canada.
| |
Collapse
|
5
|
Eising E, Mirza-Schreiber N, de Zeeuw EL, Wang CA, Truong DT, Allegrini AG, Shapland CY, Zhu G, Wigg KG, Gerritse ML, Molz B, Alagöz G, Gialluisi A, Abbondanza F, Rimfeld K, van Donkelaar M, Liao Z, Jansen PR, Andlauer TFM, Bates TC, Bernard M, Blokland K, Bonte M, Børglum AD, Bourgeron T, Brandeis D, Ceroni F, Csépe V, Dale PS, de Jong PF, DeFries JC, Démonet JF, Demontis D, Feng Y, Gordon SD, Guger SL, Hayiou-Thomas ME, Hernández-Cabrera JA, Hottenga JJ, Hulme C, Kere J, Kerr EN, Koomar T, Landerl K, Leonard GT, Lovett MW, Lyytinen H, Martin NG, Martinelli A, Maurer U, Michaelson JJ, Moll K, Monaco AP, Morgan AT, Nöthen MM, Pausova Z, Pennell CE, Pennington BF, Price KM, Rajagopal VM, Ramus F, Richer L, Simpson NH, Smith SD, Snowling MJ, Stein J, Strug LJ, Talcott JB, Tiemeier H, van der Schroeff MP, Verhoef E, Watkins KE, Wilkinson M, Wright MJ, Barr CL, Boomsma DI, Carreiras M, Franken MCJ, Gruen JR, Luciano M, Müller-Myhsok B, Newbury DF, Olson RK, Paracchini S, Paus T, Plomin R, Reilly S, Schulte-Körne G, Tomblin JB, van Bergen E, Whitehouse AJO, Willcutt EG, St Pourcain B, Francks C, Fisher SE. Genome-wide analyses of individual differences in quantitatively assessed reading- and language-related skills in up to 34,000 people. Proc Natl Acad Sci U S A 2022; 119:e2202764119. [PMID: 35998220 PMCID: PMC9436320 DOI: 10.1073/pnas.2202764119] [Citation(s) in RCA: 27] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Accepted: 05/31/2022] [Indexed: 12/14/2022] Open
Abstract
The use of spoken and written language is a fundamental human capacity. Individual differences in reading- and language-related skills are influenced by genetic variation, with twin-based heritability estimates of 30 to 80% depending on the trait. The genetic architecture is complex, heterogeneous, and multifactorial, but investigations of contributions of single-nucleotide polymorphisms (SNPs) were thus far underpowered. We present a multicohort genome-wide association study (GWAS) of five traits assessed individually using psychometric measures (word reading, nonword reading, spelling, phoneme awareness, and nonword repetition) in samples of 13,633 to 33,959 participants aged 5 to 26 y. We identified genome-wide significant association with word reading (rs11208009, P = 1.098 × 10-8) at a locus that has not been associated with intelligence or educational attainment. All five reading-/language-related traits showed robust SNP heritability, accounting for 13 to 26% of trait variability. Genomic structural equation modeling revealed a shared genetic factor explaining most of the variation in word/nonword reading, spelling, and phoneme awareness, which only partially overlapped with genetic variation contributing to nonword repetition, intelligence, and educational attainment. A multivariate GWAS of word/nonword reading, spelling, and phoneme awareness maximized power for follow-up investigation. Genetic correlation analysis with neuroimaging traits identified an association with the surface area of the banks of the left superior temporal sulcus, a brain region linked to the processing of spoken and written language. Heritability was enriched for genomic elements regulating gene expression in the fetal brain and in chromosomal regions that are depleted of Neanderthal variants. Together, these results provide avenues for deciphering the biological underpinnings of uniquely human traits.
Collapse
Affiliation(s)
- Else Eising
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, 6525 XD Nijmegen, the Netherlands
| | | | - Eveline L. de Zeeuw
- Department of Biological Psychology, Vrije Universiteit Amsterdam, 1081 BT Amsterdam, the Netherlands
| | - Carol A. Wang
- School of Medicine and Public Health, The University of Newcastle, Newcastle, NSW 2308, Australia
- Mothers and Babies Research Program, Hunter Medical Research Institute, Newcastle, NSW 2305, Australia
| | - Dongnhu T. Truong
- Department of Pediatrics and Genetics, Yale Medical School, New Haven, CT 06510
| | - Andrea G. Allegrini
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London SE5 8AF, United Kingdom
| | - Chin Yang Shapland
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol BS8 2BN, United Kingdom
- Population Health Sciences, University of Bristol, Bristol BS8 2PS, United Kingdom
| | - Gu Zhu
- Genetic Epidemiology Laboratory, QIMR Berghofer Medical Research Institute, Brisbane, QLD 4006, Australia
| | - Karen G. Wigg
- Division of Experimental and Translational Neuroscience, Krembil Research Institute, University Health Network, Toronto, ON M5T 0S8, Canada
| | - Margot L. Gerritse
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, 6525 XD Nijmegen, the Netherlands
| | - Barbara Molz
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, 6525 XD Nijmegen, the Netherlands
| | - Gökberk Alagöz
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, 6525 XD Nijmegen, the Netherlands
| | - Alessandro Gialluisi
- Translational Research in Psychiatry, Max Planck Institute of Psychiatry, 80804 Munich, Germany
- Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo Neuromed, 86077 Pozzilli, Italy
- Department of Medicine and Surgery, University of Insubria, 21100 Varese, Italy
| | - Filippo Abbondanza
- School of Medicine, University of St Andrews, KY16 9TF, St. Andrews, Scotland
| | - Kaili Rimfeld
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London SE5 8AF, United Kingdom
- Department of Psychology, Royal Holloway, University of London, Egham TW20 0EY, United Kingdom
| | - Marjolein van Donkelaar
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, 6525 XD Nijmegen, the Netherlands
| | - Zhijie Liao
- Department of Psychology, University of Toronto, Toronto, ON M5S 3G3,Canada
| | - Philip R. Jansen
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus University Medical Center, 3000 CB Rotterdam, the Netherlands
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, 1081 HV the Netherlands
- Department of Human Genetics, VU Medical Center, Amsterdam University Medical Center, 1081 BT Amsterdam, the Netherlands
| | - Till F. M. Andlauer
- Translational Research in Psychiatry, Max Planck Institute of Psychiatry, 80804 Munich, Germany
- Department of Neurology, Klinikum rechts der Isar, School of Medicine, Technical University of Munich, 81675 Munich, Germany
| | - Timothy C. Bates
- Department of Psychology, University of Edinburgh, Edinburgh EH8 9JZ, United Kingdom
| | - Manon Bernard
- Department of Physiology and Nutritional Sciences, University of Toronto, Toronto, ON M5S 1A1, Canada
| | - Kirsten Blokland
- Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, M5G 1X8 ON, Canada
| | - Milene Bonte
- Department of Cognitive Neuroscience and Maastricht Brain Imaging Center, Faculty of Psychology and Neuroscience, Maastricht University, 6229 ER Maastricht, the Netherlands
| | - Anders D. Børglum
- Department of Biomedicine, Aarhus University, 8000 Aarhus, Denmark
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, 8210 Aarhus, Denmark
- Center for Genomics and Personalized Medicine (CGPM), 8000 Aarhus, Denmark
| | - Thomas Bourgeron
- Human Genetics and Cognitive Functions, Institut Pasteur, UMR3571 Centre national de la recherche scientifique (CNRS), Université Paris Cité, Paris, 75015, France
| | - Daniel Brandeis
- Department of Child and Adolescent Psychiatry and Psychotherapy, Psychiatric Hospital, University of Zurich, 8032 Zurich, Switzerland
- Zurich Center for Integrative Human Physiology, University of Zurich and ETH Zurich, 8057 Zurich, Switzerland
- Neuroscience Center Zurich, University of Zurich and ETH Zurich, 8057 Zurich, Switzerland
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, 68159 Mannheim, Germany
| | - Fabiola Ceroni
- Department of Pharmacy and Biotechnology, University of Bologna, 40126 Bologna, Italy
- Faculty of Health and Life Sciences, Oxford Brookes University, Oxford OX3 0BP, United Kingdom
| | - Valéria Csépe
- Brain Imaging Centre, Research Centre for Natural Sciences, Budapest, 1117 Hungary
- Multilingualism Doctoral School, Faculty of Modern Philology and Social Sciences, University of Pannonia, Veszprém, 8200 Hungary
| | - Philip S. Dale
- Department of Speech & Hearing Sciences, University of New Mexico, Albuquerque, NM 87131
| | - Peter F. de Jong
- Department of Child Development and Education, University of Amsterdam, 1012 WX Amsterdam, the Netherlands
| | - John C. DeFries
- Institute for Behavioral Genetics, University of Colorado, Boulder, CO 80309-0447
- Department of Psychology and Neuroscience, University of Colorado, Boulder, CO 80309-0447
| | - Jean-François Démonet
- Leenaards Memory Centre, Department of Clinical Neurosciences, Lausanne University Hospital (CHUV), University of Lausanne, CH-1011 Lausanne, Switzerland
| | - Ditte Demontis
- Department of Biomedicine, Aarhus University, 8000 Aarhus, Denmark
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, 8210 Aarhus, Denmark
| | - Yu Feng
- Division of Experimental and Translational Neuroscience, Krembil Research Institute, University Health Network, Toronto, ON M5T 0S8, Canada
| | - Scott D. Gordon
- Genetic Epidemiology Laboratory, QIMR Berghofer Medical Research Institute, Brisbane, QLD 4006, Australia
| | - Sharon L. Guger
- Department of Psychology, Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | | | - Juan A. Hernández-Cabrera
- Departamento de Psicología, Clínica Psicobiología y Metodología, 38200, La Laguna, Santa Cruz de Tenerife, Spain
| | - Jouke-Jan Hottenga
- Department of Biological Psychology, Vrije Universiteit Amsterdam, 1081 BT Amsterdam, the Netherlands
| | - Charles Hulme
- Department of Education, University of Oxford, Oxford, Oxfordshire OX2 6PY, United Kingdom
| | - Juha Kere
- Department of Biosciences and Nutrition, Karolinska Institutet, 171 77 Stockholm, Sweden
- Stem Cells and Metabolism Research Program, University of Helsinki and Folkhälsan Research Center, 00014 Helsinki, Finland
| | - Elizabeth N. Kerr
- Department of Psychology, Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
- Department of Neurology, Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
- Department of Paediatrics, University of Toronto, Toronto, ON M5G 1X8, Canada
| | - Tanner Koomar
- Department of Psychiatry, University of Iowa, Iowa City, IA 52242
| | - Karin Landerl
- Institute of Psychology, University of Graz, 8010 Graz, Austria
- BioTechMed-Graz, 8010 Graz, Austria
| | - Gabriel T. Leonard
- Cognitive Neuroscience Neurology and Neurosurgery, McGill University, Montreal, QC H3A 1G1, Canada
| | - Maureen W. Lovett
- Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, M5G 1X8 ON, Canada
- Department of Paediatrics, University of Toronto, Toronto, ON M5G 1X8, Canada
| | - Heikki Lyytinen
- Department of Psychology, University of Jyväskylä, 40014 Jyväskylä, Finland
| | - Nicholas G. Martin
- Genetic Epidemiology Laboratory, QIMR Berghofer Medical Research Institute, Brisbane, QLD 4006, Australia
| | - Angela Martinelli
- School of Medicine, University of St Andrews, KY16 9TF, St. Andrews, Scotland
| | - Urs Maurer
- Department of Psychology, The Chinese University of Hong Kong, Hong Kong, China
| | | | - Kristina Moll
- Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwig-Maximilians-University Hospital Munich, Munich, 80336 Germany
| | | | - Angela T. Morgan
- Speech and Language, Murdoch Children's Research Institute, Melbourne, VIC 3052, Australia
- Department of Audiology and Speech Pathology, University of Melbourne, Melbourne, VIC 3052, Australia
- Speech Pathology Department, Royal Children's Hospital, Melbourne, VIC 3052, Australia
| | - Markus M. Nöthen
- Institute of Human Genetics, University Hospital of Bonn, 53127 Bonn, Germany
| | - Zdenka Pausova
- Department of Physiology and Nutritional Sciences, University of Toronto, Toronto, ON M5S 1A1, Canada
- Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | - Craig E. Pennell
- School of Medicine and Public Health, The University of Newcastle, Newcastle, NSW 2308, Australia
- Mothers and Babies Research Program, Hunter Medical Research Institute, Newcastle, NSW 2305, Australia
- Maternity and Gynaecology, John Hunter Hospital, Newcastle, NSW 2305, Australia
| | | | - Kaitlyn M. Price
- Division of Experimental and Translational Neuroscience, Krembil Research Institute, University Health Network, Toronto, ON M5T 0S8, Canada
- Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, M5G 1X8 ON, Canada
- Department of Physiology, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Veera M. Rajagopal
- Department of Biomedicine, Aarhus University, 8000 Aarhus, Denmark
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, 8210 Aarhus, Denmark
| | - Franck Ramus
- Laboratoire de Sciences Cognitives et Psycholinguistique, Ecole Normale Supérieure, Paris Sciences & Lettres University, École des Hautes Études en Sciences Sociales (EHESS), Centre National de la Recherche Scientifique (CNRS), Paris, 75005 France
| | - Louis Richer
- Department of Health Sciences, Université du Québec à Chicoutimi, Chicoutimi, QC G7H 2B1, Canada
| | - Nuala H. Simpson
- Department of Experimental Psychology, University of Oxford, Oxford OX2 6GG, United Kingdom
| | - Shelley D. Smith
- Department of Neurological Sciences, College of Medicine, University of Nebraska Medical Center, Omaha, NE 68198
| | - Margaret J. Snowling
- Department of Experimental Psychology, University of Oxford, Oxford OX2 6GG, United Kingdom
- St. John’s College, University of Oxford, Oxford OX1 3JP, United Kingdom
| | - John Stein
- Department of Physiology, Anatomy and Genetics, Oxford University, Oxford OX1 3PT, United Kingdom
| | - Lisa J. Strug
- Department of Statistical Sciences and Computer Science and Division of Biostatistics, University of Toronto, Toronto, ON M5S 3G3, Canada
- Program in Genetics and Genome Biology and the Centre for Applied Genomics, Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | - Joel B. Talcott
- Institute for Health and Neurodevelopment, Aston University, Birmingham B4 7ET, United Kingdom
| | - Henning Tiemeier
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus University Medical Center, 3000 CB Rotterdam, the Netherlands
- T. H. Chan School of Public Health, Harvard, Boston, MA 02115
| | - Marc P. van der Schroeff
- Department of Otolaryngology, Head and Neck Surgery, Erasmus University Medical Center, 3015 GD Rotterdam, the Netherlands
- Generation R Study Group, Erasmus University Medical Center, 3015 GD Rotterdam, the Netherlands
| | - Ellen Verhoef
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, 6525 XD Nijmegen, the Netherlands
| | - Kate E. Watkins
- Department of Experimental Psychology, University of Oxford, Oxford OX2 6GG, United Kingdom
| | - Margaret Wilkinson
- Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, M5G 1X8 ON, Canada
| | - Margaret J. Wright
- Queensland Brain Institute, University of Queensland, Brisbane, QLD 4072, Australia
| | - Cathy L. Barr
- Division of Experimental and Translational Neuroscience, Krembil Research Institute, University Health Network, Toronto, ON M5T 0S8, Canada
- Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, M5G 1X8 ON, Canada
- Department of Physiology, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Dorret I. Boomsma
- Department of Biological Psychology, Vrije Universiteit Amsterdam, 1081 BT Amsterdam, the Netherlands
- Netherlands Twin Register, 1081 BT Amsterdam, the Netherlands
- Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, 1105 AZ Amsterdam, the Netherlands
| | - Manuel Carreiras
- Basque Center on Cognition, Brain and Language, Donostia-San Sebastian, 20009 Gipuzkoa, Spain
- Ikerbasque, Basque Foundation for Science, 48009 Bilbao, Vizcaya, Spain
- Lengua Vasca y Comunicación, University of the Basque Country, 48940 Bilbao, Vizcaya, Spain
| | - Marie-Christine J. Franken
- Department of Otolaryngology, Head and Neck Surgery, Erasmus University Medical Center, 3015 GD Rotterdam, the Netherlands
| | - Jeffrey R. Gruen
- Department of Pediatrics and Genetics, Yale Medical School, New Haven, CT 06510
| | - Michelle Luciano
- Department of Psychology, University of Edinburgh, Edinburgh EH8 9JZ, United Kingdom
| | - Bertram Müller-Myhsok
- Translational Research in Psychiatry, Max Planck Institute of Psychiatry, 80804 Munich, Germany
- Department of Health Science, University of Liverpool, Liverpool L69 7ZX, United Kingdom
| | - Dianne F. Newbury
- Faculty of Health and Life Sciences, Oxford Brookes University, Oxford OX3 0BP, United Kingdom
| | - Richard K. Olson
- Institute for Behavioral Genetics, University of Colorado, Boulder, CO 80309-0447
| | - Silvia Paracchini
- School of Medicine, University of St Andrews, KY16 9TF, St. Andrews, Scotland
| | - Tomáš Paus
- Department of Psychiatry and Neuroscience and Centre Hospitalier Universitaire Sainte Justine, University of Montreal, Montreal, QC H3T 1J4, Canada
| | - Robert Plomin
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London SE5 8AF, United Kingdom
| | - Sheena Reilly
- Speech and Language, Murdoch Children's Research Institute, Melbourne, VIC 3052, Australia
- Menzies Health Institute Queensland, Griffith University, Gold Coast, QLD 4222, Australia
| | - Gerd Schulte-Körne
- Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwig-Maximilians-University Hospital Munich, Munich, 80336 Germany
| | - J. Bruce Tomblin
- Communication Sciences and Disorders, University of Iowa, Iowa City, IA 52242
| | - Elsje van Bergen
- Department of Biological Psychology, Vrije Universiteit Amsterdam, 1081 BT Amsterdam, the Netherlands
- Netherlands Twin Register, 1081 BT Amsterdam, the Netherlands
- Research Institute LEARN!, Vrije Universiteit Amsterdam, 1081 BT Amsterdam, the Netherlands
| | | | - Erik G. Willcutt
- Department of Psychology and Neuroscience, University of Colorado, Boulder, CO 80309-0447
| | - Beate St Pourcain
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, 6525 XD Nijmegen, the Netherlands
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol BS8 2BN, United Kingdom
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 EN Nijmegen, the Netherlands
| | - Clyde Francks
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, 6525 XD Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 EN Nijmegen, the Netherlands
- Department of Human Genetics, Radboud University Medical Center, 6525 GA Nijmegen, the Netherlands
| | - Simon E. Fisher
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, 6525 XD Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 EN Nijmegen, the Netherlands
| |
Collapse
|
6
|
Price KM, Wigg KG, Misener VL, Clarke A, Yeung N, Blokland K, Wilkinson M, Kerr EN, Guger SL, Lovett MW, Barr CL. Language Difficulties in School-Age Children With Developmental Dyslexia. J Learn Disabil 2022; 55:200-212. [PMID: 33890525 PMCID: PMC8996296 DOI: 10.1177/00222194211006207] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
Developmental dyslexia (DD) is a common reading disability, affecting 5% to 11% of children in North America. Children classified as having DD often have a history of early language delay (ELD) or language impairments. Nevertheless, studies have reported conflicting results as to the association between DD-ELD and the extent of current language difficulties in children with DD. To examine these relationships, we queried the parents of school-age children with reading difficulties on their child's early and current language ability. Siblings were also examined. Children were directly assessed using quantitative tests of language and reading skills. To compare this study with the literature, we divided the sample (N = 674) into three groups: DD, intermediate readers (IR), and skilled readers (SR). We found a significant association between DD and ELD, with parents of children in the DD/IR groups reporting their children put words together later than the SR group. We also found a significant association between DD and language difficulties, with children with low reading skills having low expressive/receptive language abilities. Finally, we identified early language predicted current language, which predicted reading skills. These data contribute to research indicating that children with DD experience language difficulties, suggesting early recognition may help identify reading problems.
Collapse
Affiliation(s)
- Kaitlyn M. Price
- University Health Network, Toronto,
Ontario, Canada
- The Hospital for Sick Children,
Toronto, Ontario, Canada
- University of Toronto, Ontario,
Canada
| | | | | | - Antoine Clarke
- The Hospital for Sick Children,
Toronto, Ontario, Canada
| | - Natalie Yeung
- The Hospital for Sick Children,
Toronto, Ontario, Canada
| | | | | | - Elizabeth N. Kerr
- The Hospital for Sick Children,
Toronto, Ontario, Canada
- University of Toronto, Ontario,
Canada
| | | | - Maureen W. Lovett
- The Hospital for Sick Children,
Toronto, Ontario, Canada
- University of Toronto, Ontario,
Canada
| | - Cathy L. Barr
- University Health Network, Toronto,
Ontario, Canada
- The Hospital for Sick Children,
Toronto, Ontario, Canada
- University of Toronto, Ontario,
Canada
| |
Collapse
|
7
|
Price KM, Wigg KG, Feng Y, Blokland K, Wilkinson M, He G, Kerr EN, Carter TC, Guger SL, Lovett MW, Strug LJ, Barr CL. Genome-wide association study of word reading: Overlap with risk genes for neurodevelopmental disorders. Genes Brain Behav 2020; 19:e12648. [PMID: 32108986 DOI: 10.1111/gbb.12648] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/22/2019] [Revised: 01/28/2020] [Accepted: 02/24/2020] [Indexed: 12/12/2022]
Abstract
Reading disabilities (RD) are the most common neurocognitive disorder, affecting 5% to 17% of children in North America. These children often have comorbid neurodevelopmental/psychiatric disorders, such as attention deficit/hyperactivity disorder (ADHD). The genetics of RD and their overlap with other disorders is incompletely understood. To contribute to this, we performed a genome-wide association study (GWAS) for word reading. Then, using summary statistics from neurodevelopmental/psychiatric disorders, we computed polygenic risk scores (PRS) and used them to predict reading ability in our samples. This enabled us to test the shared aetiology between RD and other disorders. The GWAS consisted of 5.3 million single nucleotide polymorphisms (SNPs) and two samples; a family-based sample recruited for reading difficulties in Toronto (n = 624) and a population-based sample recruited in Philadelphia [Philadelphia Neurodevelopmental Cohort (PNC)] (n = 4430). The Toronto sample SNP-based analysis identified suggestive SNPs (P ~ 5 × 10-7 ) in the ARHGAP23 gene, which is implicated in neuronal migration/axon pathfinding. The PNC gene-based analysis identified significant associations (P < 2.72 × 10-6 ) for LINC00935 and CCNT1, located in the region of the KANSL2/CCNT1/LINC00935/SNORA2B/SNORA34/MIR4701/ADCY6 genes on chromosome 12q, with near significant SNP-based analysis. PRS identified significant overlap between word reading and intelligence (R2 = 0.18, P = 7.25 × 10-181 ), word reading and educational attainment (R2 = 0.07, P = 4.91 × 10-48 ) and word reading and ADHD (R2 = 0.02, P = 8.70 × 10-6 ; threshold for significance = 7.14 × 10-3 ). Overlap was also found between RD and autism spectrum disorder (ASD) as top-ranked genes were previously implicated in autism by rare and copy number variant analyses. These findings support shared risk between word reading, cognitive measures, educational outcomes and neurodevelopmental disorders, including ASD.
Collapse
Affiliation(s)
- Kaitlyn M Price
- Genetics and Development Division, Krembil Research Institute, University Health Network, Toronto, Ontario, Canada.,Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, Ontario, Canada.,Department of Physiology, University of Toronto, Toronto, Ontario, Canada
| | - Karen G Wigg
- Genetics and Development Division, Krembil Research Institute, University Health Network, Toronto, Ontario, Canada
| | - Yu Feng
- Genetics and Development Division, Krembil Research Institute, University Health Network, Toronto, Ontario, Canada
| | - Kirsten Blokland
- Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Margaret Wilkinson
- Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Gengming He
- Genetics and Genome Biology, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Elizabeth N Kerr
- Department of Psychology, Hospital for Sick Children, Toronto, Ontario, Canada.,Department of Pediatrics, University of Toronto, Toronto, Ontario, Canada
| | - Tasha-Cate Carter
- Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, Ontario, Canada.,Holland Bloorview Rehabilitation Hospital, Toronto, Ontario, Canada
| | - Sharon L Guger
- Department of Psychology, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Maureen W Lovett
- Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, Ontario, Canada.,Department of Pediatrics, University of Toronto, Toronto, Ontario, Canada
| | - Lisa J Strug
- Genetics and Genome Biology, Hospital for Sick Children, Toronto, Ontario, Canada.,Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Cathy L Barr
- Genetics and Development Division, Krembil Research Institute, University Health Network, Toronto, Ontario, Canada.,Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, Ontario, Canada.,Department of Physiology, University of Toronto, Toronto, Ontario, Canada
| |
Collapse
|
8
|
Spencer Noakes TL, Przybycien TS, Forwell A, Nicholls C, Zhou YQ, Butcher DT, Weksberg R, Guger SL, Spiegler BJ, Schachar RJ, Hitzler J, Ito S, van der Plas E, Nieman BJ. Brain Development and Heart Function after Systemic Single-Agent Chemotherapy in a Mouse Model of Childhood Leukemia Treatment. Clin Cancer Res 2018; 24:6040-6052. [PMID: 30054283 DOI: 10.1158/1078-0432.ccr-18-0551] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2018] [Revised: 06/19/2018] [Accepted: 07/24/2018] [Indexed: 11/16/2022]
Abstract
PURPOSE Chemotherapy for childhood acute lymphoblastic leukemia (ALL) can cause late-appearing side effects in survivors that affect multiple organs, including the heart and brain. However, the complex ALL treatment regimen makes it difficult to isolate the causes of these side effects and impossible to separate the contributions of individual chemotherapy agents by clinical observation. Using a mouse model, we therefore assessed each of eight representative, systemically-administered ALL chemotherapy agents for their impact on postnatal brain development and heart function. EXPERIMENTAL DESIGN Mice were treated systemically with a single chemotherapy agent at an infant equivalent age, then allowed to age to early adulthood (9 weeks). Cardiac structure and function were assessed using in vivo high-frequency ultrasound, and brain anatomy was assessed using high-resolution volumetric ex vivo MRI. In addition, longitudinal in vivo MRI was used to determine the time course of developmental change after vincristine treatment. RESULTS Vincristine, doxorubicin, and methotrexate were observed to produce the greatest deficiencies in brain development as determined by volumes measured on MRI, whereas doxorubicin, methotrexate, and l-asparaginase altered heart structure or function. Longitudinal studies of vincristine revealed widespread volume loss immediately following treatment and impaired growth over time in several brain regions. CONCLUSIONS Multiple ALL chemotherapy agents can affect postnatal brain development or heart function. This study provides a ranking of agents based on potential toxicity, and thus highlights a subset likely to cause side effects in early adulthood for further study.
Collapse
Affiliation(s)
- T Leigh Spencer Noakes
- Mouse Imaging Centre, The Hospital for Sick Children, Toronto, Ontario, Canada.
- Translational Medicine, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada
| | - Thomas S Przybycien
- Haematology/Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Amanda Forwell
- Mouse Imaging Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- The University of Waterloo, Waterloo, Ontario, Canada
| | - Connor Nicholls
- Mouse Imaging Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- The University of Waterloo, Waterloo, Ontario, Canada
| | - Yu-Qing Zhou
- Mouse Imaging Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Ted Rogers Centre for Heart Research, Translational Biology and Engineering Program, The University of Toronto, Ontario, Canada
| | - Darci T Butcher
- Genetics & Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada
| | - Rosanna Weksberg
- Haematology/Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada
- Genetics & Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada
- Clinical and Metabolic Genetics, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada
- Department of Molecular Genetics, The University of Toronto, Toronto, Ontario, Canada
- Institute of Medical Sciences, The University of Toronto, Toronto, Ontario, Canada
| | - Sharon L Guger
- Department of Molecular Genetics, The University of Toronto, Toronto, Ontario, Canada
| | - Brenda J Spiegler
- Department of Psychology, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Pediatrics, Faculty of Medicine, The University of Toronto, Toronto, Ontario, Canada
| | - Russell J Schachar
- Department of Psychiatry, The Hospital for Sick Children, Toronto, Ontario, Canada
- Psychiatry Research, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Johann Hitzler
- Translational Medicine, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada
- Department of Pediatrics, Faculty of Medicine, The University of Toronto, Toronto, Ontario, Canada
- Development and Stem Cell Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada
| | - Shinya Ito
- Translational Medicine, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada
- Clinical Pharmacology and Toxicology, The Hospital for Sick Children, Toronto, Ontario, Canada
- Pharmacology and Toxicology, Faculty of Medicine, The University of Toronto, Toronto, Ontario, Canada
| | - Ellen van der Plas
- Department of Psychiatry, The University of Iowa Hospital and Clinics, Iowa City, Iowa
| | - Brian J Nieman
- Mouse Imaging Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Translational Medicine, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada
- Neurosciences and Mental Health, The Hospital for Sick Children, Toronto, Ontario, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| |
Collapse
|
9
|
Van Der Plas E, Erdman L, Nieman BJ, Weksberg R, Butcher DT, O'connor DL, Aufreiter S, Hitzler J, Guger SL, Schachar RJ, Ito S, Spiegler BJ. Characterizing neurocognitive late effects in childhood leukemia survivors using a combination of neuropsychological and cognitive neuroscience measures. Child Neuropsychol 2017; 24:999-1014. [PMID: 29017430 DOI: 10.1080/09297049.2017.1386170] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
Knowledge about cognitive late effects in survivors of childhood acute lymphoblastic leukemia (ALL) is largely based on standardized neuropsychological measures and parent reports. To examine whether cognitive neuroscience paradigms provided additional insights into neurocognitive and behavioral late effects in ALL survivors, we assessed cognition and behavior using a selection of cognitive neuroscience tasks and standardized measures probing domains previously demonstrated to be affected by chemotherapy. 130 ALL survivors and 158 control subjects, between 8 and 18 years old at time of testing, completed the n-back (working memory) and stop-signal (response inhibition) tasks. ALL survivors also completed standardized measures of intelligence (Wechsler Intelligence Scales [WISC-IV]), motor skills (Grooved Pegboard), math abilities (WIAT-III), and executive functions (Delis-Kaplan Executive Function System). Parents completed behavioral measures of executive functions (Behavior Rating Inventory of Executive Function [BRIEF]) and attention (Conners-3). ALL survivors exhibited deficiencies in working memory and response inhibition compared with controls. ALL survivors also exhibited deficits on WISC-IV working memory and processing speed, Grooved Pegboard, WIAT-III addition and subtraction fluency, and numerical operations, as well as DKEFS number-letter switching. Parent reports suggested more attention deficits (Conners-3) and behavioral difficulties (BRIEF) in ALL survivors compared with referenced norms. Low correspondence between standardized and experimental measures of working memory and response inhibition was noted. The use of cognitive neuroscience paradigms complements our understanding of the cognitive deficits evident after treatment of ALL. These measures could further delineate cognitive processes involved in neurocognitive late effects, providing opportunities to explore their underlying mechanisms.
Collapse
Affiliation(s)
- Ellen Van Der Plas
- a Translational Medicine , The Hospital for Sick Children Research Institute , Toronto , Canada.,b Psychiatry Research , The Hospital for Sick Children , Toronto , Canada
| | - Lauren Erdman
- c Genetics and Genome Biology , The Hospital for Sick Children Research Institute , Toronto , Canada.,d Department of Computer Science , The University of Toronto , Toronto , Canada
| | - Brian J Nieman
- a Translational Medicine , The Hospital for Sick Children Research Institute , Toronto , Canada.,e Mouse Imaging Centre , The Hospital for Sick Children , Toronto , Canada.,f Ontario Institute for Cancer Research , Toronto , Canada.,g Department of Medical Biophysics , The University of Toronto , Toronto , Canada
| | - Rosanna Weksberg
- c Genetics and Genome Biology , The Hospital for Sick Children Research Institute , Toronto , Canada.,h Department of Pediatrics, Faculty of Medicine , The University of Toronto , Toronto , Canada.,i Institutes of Medical Science , The University of Toronto , Toronto , Canada
| | - Darci T Butcher
- c Genetics and Genome Biology , The Hospital for Sick Children Research Institute , Toronto , Canada
| | - Deborah L O'connor
- a Translational Medicine , The Hospital for Sick Children Research Institute , Toronto , Canada.,j Nutritional Sciences , The University of Toronto , Toronto , Canada
| | - Susanne Aufreiter
- a Translational Medicine , The Hospital for Sick Children Research Institute , Toronto , Canada
| | - Johann Hitzler
- h Department of Pediatrics, Faculty of Medicine , The University of Toronto , Toronto , Canada.,k Department of Haematology/Oncology , The Hospital for Sick Children , Toronto , Canada
| | - Sharon L Guger
- l Department of Psychology , The Hospital for Sick Children , Toronto , Canada
| | - Russell J Schachar
- b Psychiatry Research , The Hospital for Sick Children , Toronto , Canada.,i Institutes of Medical Science , The University of Toronto , Toronto , Canada.,m Department of Psychiatry, Faculty of Medicine , The University of Toronto , Toronto , Canada
| | - Shinya Ito
- a Translational Medicine , The Hospital for Sick Children Research Institute , Toronto , Canada.,n Clinical Pharmacology and Toxicology , The Hospital for Sick Children , Toronto , Canada.,o Department of Pharmacology and Toxicology, Faculty of Medicine , The University of Toronto , Toronto , Canada
| | - Brenda J Spiegler
- h Department of Pediatrics, Faculty of Medicine , The University of Toronto , Toronto , Canada.,l Department of Psychology , The Hospital for Sick Children , Toronto , Canada
| |
Collapse
|
10
|
van der Plas E, Schachar RJ, Hitzler J, Crosbie J, Guger SL, Spiegler BJ, Ito S, Nieman BJ. Brain structure, working memory and response inhibition in childhood leukemia survivors. Brain Behav 2017; 7:e00621. [PMID: 28239531 PMCID: PMC5318374 DOI: 10.1002/brb3.621] [Citation(s) in RCA: 38] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/11/2016] [Revised: 11/09/2016] [Accepted: 11/11/2016] [Indexed: 11/24/2022] Open
Abstract
INTRODUCTION Survival rates for children with acute lymphoblastic leukemia (ALL) approach 95%. At the same time, there is growing concern that chemotherapy causes alterations in brain development and cognitive abilities. We performed MRI measurements of white and gray matter volume to explore how variation in brain structure may be related to cognitive abilities in ALL survivors and healthy controls. METHODS The sample included 24 male ALL survivors who had completed contemporary treatment 3-11 years prior, and 21 age- and sex-matched controls. Participants were between 8 and 18 years old. Working memory and motor response inhibition were measured with the N-Back and Stop Signal Tasks (SST), respectively. Participants underwent 3T structural MRI to assess white and gray matter volumes overall, lobe-wise, and in cortical and atlas-identified subcortical structures. Mental health was assessed with the Child Behavioral Checklist. RESULTS ALL survivors performed more poorly on measures of working memory and response inhibition than controls. Frontal and parietal white matter, temporal and occipital gray matter volume, and volumes of subcortical white and gray matter structures were significantly reduced in ALL survivors compared with controls. Significant structure-function correlations were observed between working memory performance and volume of the amygdala, thalamus, striatum, and corpus callosum. Response inhibition was correlated with frontal white matter volume. No differences were found in psychopathology. CONCLUSIONS Compared with controls, a reduction in volume across brain regions and tissue types, was detectable in ALL survivors years after completion of therapy. These structural alterations were correlated with neurocognitive performance, particularly in working memory. Confirming these observations in a larger, more representative sample of the population is necessary. Additionally, establishing the time course of these changes-and the treatment, genetic, and environmental factors that influence them-may provide opportunities to identify at-risk patients, inform the design of treatment modifications, and minimize adverse cognitive outcomes.
Collapse
Affiliation(s)
- Ellen van der Plas
- Physiology and Experimental Medicine The Hospital for Sick Children Research Institute Toronto ON Canada; Psychiatry Research The Hospital for Sick Children Toronto ON Canada
| | - Russell J Schachar
- Psychiatry Research The Hospital for Sick Children Toronto ON Canada; Department of Psychiatry Faculty of Medicine The University of Toronto Toronto ON Canada
| | - Johann Hitzler
- Department of Pediatrics Faculty of Medicine The University of Toronto Toronto ON Canada; Department of Haematology/Oncology The Hospital for Sick Children Toronto ON Canada
| | - Jennifer Crosbie
- Psychiatry Research The Hospital for Sick Children Toronto ON Canada
| | - Sharon L Guger
- Department of Psychology The Hospital for Sick Children Toronto ON Canada
| | - Brenda J Spiegler
- Department of Pediatrics Faculty of Medicine The University of Toronto Toronto ON Canada; Department of Psychology The Hospital for Sick Children Toronto ON Canada
| | - Shinya Ito
- Physiology and Experimental Medicine The Hospital for Sick Children Research Institute Toronto ON Canada; Clinical Pharmacology and Toxicology The Hospital for Sick Children Toronto ON Canada; Pharmacology and Pharmacy Faculty of Medicine The University of Toronto Toronto ON Canada
| | - Brian J Nieman
- Physiology and Experimental Medicine The Hospital for Sick Children Research Institute Toronto ON Canada; Mouse Imaging Centre (MICe) The Hospital for Sick Children Toronto ON Canada; Ontario Institute for Cancer Research Toronto ON Canada; Department of Medical Biophysics The University of Toronto Toronto ON Canada
| |
Collapse
|
11
|
Murray DJ, Boudreau N, Burggraf KK, Dobell L, Guger SL, Leask A, Stanford L, Tate TL, Wheeler M. A grouping interpretation of the modality effect in immediate probed recognition. Mem Cognit 1999; 27:234-45. [PMID: 10226434 DOI: 10.3758/bf03211408] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
In a series of experiments on immediate probed recognition for eight 3-digit numbers, it was shown that if the target modality involved auditory components and the effect of the similarity of the modality of the probe to that of the targets was controlled, unequivocal evidence was obtained for an auditory superiority effect (modality effect) for hit rates for the final items of the list. Moreover, false-alarm rates were significantly lower following targets with an auditory component than they were following silently seen targets. It is argued that this pattern of hits and false alarms is consistent with the idea that targets that have an auditory component yield memory representations that are better grouped as units than are those for targets that are only silently seen; in particular, if a new probe has a first digit that accidentally matches the first digit of a target item, it is more likely that the subject will mistakenly identify this new probe as old (give a false alarm) if the target has only been partially encoded because it was only silently seen.
Collapse
Affiliation(s)
- D J Murray
- Department of Psychology, Queen's University, Kingston, ON, Canada.
| | | | | | | | | | | | | | | | | |
Collapse
|