1
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Garg E, Arguello-Pascualli P, Vishnyakova O, Halevy AR, Yoo S, Brooks JD, Bull SB, Gagnon F, Greenwood CMT, Hung RJ, Lawless JF, Lerner-Ellis J, Dennis JK, Abraham RJS, Garant JM, Thiruvahindrapuram B, Jones SJM, Strug LJ, Paterson AD, Sun L, Elliott LT. Canadian COVID-19 host genetics cohort replicates known severity associations. PLoS Genet 2024; 20:e1011192. [PMID: 38517939 PMCID: PMC10990181 DOI: 10.1371/journal.pgen.1011192] [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: 06/30/2023] [Revised: 04/03/2024] [Accepted: 02/22/2024] [Indexed: 03/24/2024] Open
Abstract
The HostSeq initiative recruited 10,059 Canadians infected with SARS-CoV-2 between March 2020 and March 2023, obtained clinical information on their disease experience and whole genome sequenced (WGS) their DNA. We analyzed the WGS data for genetic contributors to severe COVID-19 (considering 3,499 hospitalized cases and 4,975 non-hospitalized after quality control). We investigated the evidence for replication of loci reported by the International Host Genetics Initiative (HGI); analyzed the X chromosome; conducted rare variant gene-based analysis and polygenic risk score testing. Population stratification was adjusted for using meta-analysis across ancestry groups. We replicated two loci identified by the HGI for COVID-19 severity: the LZTFL1/SLC6A20 locus on chromosome 3 and the FOXP4 locus on chromosome 6 (the latter with a variant significant at P < 5E-8). We found novel significant associations with MRAS and WDR89 in gene-based analyses, and constructed a polygenic risk score that explained 1.01% of the variance in severe COVID-19. This study provides independent evidence confirming the robustness of previously identified COVID-19 severity loci by the HGI and identifies novel genes for further investigation.
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Affiliation(s)
- Elika Garg
- Department of Statistics and Actuarial Science, Simon Fraser University, Vancouver, British Columbia, Canada
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Paola Arguello-Pascualli
- BC Children’s Hospital Research Institute, Vancouver, British Columbia, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada
| | - Olga Vishnyakova
- Department of Statistics and Actuarial Science, Simon Fraser University, Vancouver, British Columbia, Canada
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Anat R. Halevy
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Samantha Yoo
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- School of Epidemiology and Public Health, University of Ottawa, Ottawa, Ontario, Canada
| | - Jennifer D. Brooks
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Shelley B. Bull
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
- Lunenfeld-Tanenbaum Research Institute, Sinai Health, Toronto, Ontario, Canada
| | - France Gagnon
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Celia M. T. Greenwood
- Gerald Bronfman Department of Oncology, Department of Epidemiology, Biostatistics and Occupational Health, Department of Human Genetics, McGill University, Montreal, Quebec, Canada
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada
| | - Rayjean J. Hung
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
- Lunenfeld-Tanenbaum Research Institute, Sinai Health, Toronto, Ontario, Canada
| | - Jerald F. Lawless
- Department of Statistics and Actuarial Science, University of Waterloo, Waterloo, Ontario, Canada
| | - Jordan Lerner-Ellis
- Lunenfeld-Tanenbaum Research Institute, Sinai Health, Toronto, Ontario, Canada
- Mount Sinai Hospital, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Jessica K. Dennis
- BC Children’s Hospital Research Institute, Vancouver, British Columbia, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada
| | - Rohan J. S. Abraham
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Jean-Michel Garant
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | | | - Steven J. M. Jones
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | | | - Lisa J. Strug
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
- Department of Statistical Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Andrew D. Paterson
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Lei Sun
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
- Department of Statistical Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Lloyd T. Elliott
- Department of Statistics and Actuarial Science, Simon Fraser University, Vancouver, British Columbia, Canada
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2
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Roshandel D, Sanders EJ, Shakeshaft A, Panjwani N, Lin F, Collingwood A, Hall A, Keenan K, Deneubourg C, Mirabella F, Topp S, Zarubova J, Thomas RH, Talvik I, Syvertsen M, Striano P, Smith AB, Selmer KK, Rubboli G, Orsini A, Ng CC, Møller RS, Lim KS, Hamandi K, Greenberg DA, Gesche J, Gardella E, Fong CY, Beier CP, Andrade DM, Jungbluth H, Richardson MP, Pastore A, Fanto M, Pal DK, Strug LJ. SLCO5A1 and synaptic assembly genes contribute to impulsivity in juvenile myoclonic epilepsy. NPJ Genom Med 2023; 8:28. [PMID: 37770509 PMCID: PMC10539321 DOI: 10.1038/s41525-023-00370-z] [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] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Accepted: 08/29/2023] [Indexed: 09/30/2023] Open
Abstract
Elevated impulsivity is a key component of attention-deficit hyperactivity disorder (ADHD), bipolar disorder and juvenile myoclonic epilepsy (JME). We performed a genome-wide association, colocalization, polygenic risk score, and pathway analysis of impulsivity in JME (n = 381). Results were followed up with functional characterisation using a drosophila model. We identified genome-wide associated SNPs at 8q13.3 (P = 7.5 × 10-9) and 10p11.21 (P = 3.6 × 10-8). The 8q13.3 locus colocalizes with SLCO5A1 expression quantitative trait loci in cerebral cortex (P = 9.5 × 10-3). SLCO5A1 codes for an organic anion transporter and upregulates synapse assembly/organisation genes. Pathway analysis demonstrates 12.7-fold enrichment for presynaptic membrane assembly genes (P = 0.0005) and 14.3-fold enrichment for presynaptic organisation genes (P = 0.0005) including NLGN1 and PTPRD. RNAi knockdown of Oatp30B, the Drosophila polypeptide with the highest homology to SLCO5A1, causes over-reactive startling behaviour (P = 8.7 × 10-3) and increased seizure-like events (P = 6.8 × 10-7). Polygenic risk score for ADHD genetically correlates with impulsivity scores in JME (P = 1.60 × 10-3). SLCO5A1 loss-of-function represents an impulsivity and seizure mechanism. Synaptic assembly genes may inform the aetiology of impulsivity in health and disease.
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Affiliation(s)
- Delnaz Roshandel
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, Canada
| | - Eric J Sanders
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, Canada
- Division of Biostatistics, Dalla Lana School of Public Health, The University of Toronto, Toronto, Canada
| | - Amy Shakeshaft
- Department of Basic & Clinical Neurosciences, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
- MRC Centre for Neurodevelopmental Disorders, King's College London, London, UK
| | - Naim Panjwani
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, Canada
| | - Fan Lin
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, Canada
| | - Amber Collingwood
- Department of Basic & Clinical Neurosciences, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Anna Hall
- Department of Basic & Clinical Neurosciences, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Katherine Keenan
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, Canada
| | - Celine Deneubourg
- Department of Basic & Clinical Neurosciences, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Filippo Mirabella
- Department of Basic & Clinical Neurosciences, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Simon Topp
- Department of Basic & Clinical Neurosciences, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Jana Zarubova
- Department of Neurology, Second Faculty of Medicine, Charles University and Motol University Hospital, Prague, Czech Republic
| | - Rhys H Thomas
- Newcastle upon Tyne NHS Foundation Trust, Newcastle, UK
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle, UK
| | | | - Marte Syvertsen
- Department of Neurology, Drammen Hospital, Vestre Viken Health Trust, Oslo, Norway
| | - Pasquale Striano
- IRCCS Istituto 'G. Gaslini', Genova, Italy
- Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genova, Italy
| | - Anna B Smith
- Department of Basic & Clinical Neurosciences, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Kaja K Selmer
- Department of Research and Innovation, Division of Clinical Neuroscience, Oslo University Hospital, Oslo, Norway
- National Centre for Epilepsy, Oslo University Hospital, Oslo, Norway
| | - Guido Rubboli
- Danish Epilepsy Centre, Dianalund, Denmark
- University of Copenhagen, Copenhagen, Denmark
| | - Alessandro Orsini
- Pediatric Neurology, Azienda Ospedaliero-Universitaria Pisana, Pisa University Hospital, Pisa, Italy
| | - Ching Ching Ng
- Institute of Biological Sciences, Faculty of Science, University of Malaya, Kuala Lumpur, Malaysia
| | - Rikke S Møller
- Danish Epilepsy Centre, Dianalund, Denmark
- Department of Regional Health Research, University of Southern Denmark, Odense, Denmark
| | - Kheng Seang Lim
- Division of Neurology, Department of Medicine, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
| | - Khalid Hamandi
- The Welsh Epilepsy Unit, Department of Neurology Cardiff & Vale University Health Board, Cardiff, UK
- Department of Psychological Medicine and Clinical Neuroscience, Cardiff University, Cardiff, UK
| | | | | | - Elena Gardella
- Danish Epilepsy Centre, Dianalund, Denmark
- Department of Regional Health Research, University of Southern Denmark, Odense, Denmark
| | - Choong Yi Fong
- Division of Paediatric Neurology, Department of Pediatrics, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
| | | | - Danielle M Andrade
- Adult Epilepsy Genetics Program, Krembil Research Institute, University of Toronto, Toronto, Canada
| | - Heinz Jungbluth
- Randall Centre for Cell and Molecular Biophysics, Muscle Signalling Section, Faculty of Life Sciences and Medicine, King's College London, London, UK
- Department of Paediatric Neurology, Neuromuscular Service, Evelina's Children Hospital, Guy's & St. Thomas' Hospital NHS Foundation Trust, London, UK
| | - Mark P Richardson
- Department of Basic & Clinical Neurosciences, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
- King's College Hospital, London, UK
| | - Annalisa Pastore
- Department of Basic & Clinical Neurosciences, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Manolis Fanto
- Department of Basic & Clinical Neurosciences, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Deb K Pal
- Department of Basic & Clinical Neurosciences, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK.
- MRC Centre for Neurodevelopmental Disorders, King's College London, London, UK.
- King's College Hospital, London, UK.
| | - Lisa J Strug
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, Canada.
- Division of Biostatistics, Dalla Lana School of Public Health, The University of Toronto, Toronto, Canada.
- Departments of Statistical Sciences and Computer Science, The University of Toronto, Toronto, Canada.
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, Canada.
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3
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Zarrei M, Burton CL, Engchuan W, Higginbotham EJ, Wei J, Shaikh S, Roslin NM, MacDonald JR, Pellecchia G, Nalpathamkalam T, Lamoureux S, Manshaei R, Howe J, Trost B, Thiruvahindrapuram B, Marshall CR, Yuen RKC, Wintle RF, Strug LJ, Stavropoulos DJ, Vorstman JAS, Arnold P, Merico D, Woodbury-Smith M, Crosbie J, Schachar RJ, Scherer SW. Gene copy number variation and pediatric mental health/neurodevelopment in a general population. Hum Mol Genet 2023; 32:2411-2421. [PMID: 37154571 PMCID: PMC10360394 DOI: 10.1093/hmg/ddad074] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [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: 03/09/2023] [Revised: 04/27/2023] [Accepted: 05/02/2023] [Indexed: 05/10/2023] Open
Abstract
We assessed the relationship of gene copy number variation (CNV) in mental health/neurodevelopmental traits and diagnoses, physical health and cognition in a community sample of 7100 unrelated children and youth of European or East Asian ancestry (Spit for Science). Clinically significant or susceptibility CNVs were present in 3.9% of participants and were associated with elevated scores on a continuous measure of attention-deficit/hyperactivity disorder (ADHD) traits (P = 5.0 × 10-3), longer response inhibition (a cognitive deficit found in several mental health and neurodevelopmental disorders; P = 1.0 × 10-2) and increased prevalence of mental health diagnoses (P = 1.9 × 10-6, odds ratio: 3.09), specifically ADHD, autism spectrum disorder anxiety and learning problems/learning disorder (P's < 0.01). There was an increased burden of rare deletions in gene-sets related to brain function or expression in brain associated with more ADHD traits. With the current mental health crisis, our data established a baseline for delineating genetic contributors in pediatric-onset conditions.
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Affiliation(s)
- Mehdi Zarrei
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
| | - Christie L Burton
- Neurosciences and Mental Health Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Worrawat Engchuan
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
| | - Edward J Higginbotham
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
| | - John Wei
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Sabah Shaikh
- Neurosciences and Mental Health Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Nicole M Roslin
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
- Neurosciences and Mental Health Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Jeffrey R MacDonald
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Giovanna Pellecchia
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Thomas Nalpathamkalam
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Sylvia Lamoureux
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Roozbeh Manshaei
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
- Ted Rogers Centre for Heart Research, Cardiac Genome Clinic, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Jennifer Howe
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Brett Trost
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
| | | | - Christian R Marshall
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
- Genome Diagnostics, Department of Paediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
- Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Ryan K C Yuen
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
| | - Richard F Wintle
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Lisa J Strug
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
- Departments of Statistical Sciences, Computer Science and Biostatistics, University of Toronto, Toronto, ON M5G 1Z5, Canada
| | - Dimitri J Stavropoulos
- Genome Diagnostics, Department of Paediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Jacob A S Vorstman
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
- Department of Psychiatry, University of Toronto, Toronto, ON M5T 1R8, Canada
- Autism Research Unit, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Paul Arnold
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
- Mathison Centre for Mental Health Research and Education, University of Calgary, Calgary, AB T2N 1N4, Canada
- Departments of Psychiatry & Medical Genetics, Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 1N4, Canada
| | - Daniele Merico
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
- Deep Genomics Inc., Toronto, ON M5G 1M1, Canada
| | - Marc Woodbury-Smith
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
- Institute of Neuroscience, Newcastle University, Newcastle upon Tyne NE1 7RU, UK
| | - Jennifer Crosbie
- Neurosciences and Mental Health Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
- Department of Psychiatry, University of Toronto, Toronto, ON M5T 1R8, Canada
| | - Russell J Schachar
- Neurosciences and Mental Health Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
- Department of Psychiatry, University of Toronto, Toronto, ON M5T 1R8, Canada
- Institute of Medical Science, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Stephen W Scherer
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
- Department of Molecular Genetics, McLaughlin Centre, University of Toronto, Toronto, ON M5S 1A8, Canada
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4
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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.
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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
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5
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Rubboli G, Beier CP, Selmer KK, Syvertsen M, Shakeshaft A, Collingwood A, Hall A, Andrade DM, Fong CY, Gesche J, Greenberg DA, Hamandi K, Lim KS, Ng CC, Orsini A, Striano P, Thomas RH, Zarubova J, Richardson MP, Strug LJ, Pal DK. Variation in prognosis and treatment outcome in juvenile myoclonic epilepsy: a Biology of Juvenile Myoclonic Epilepsy Consortium proposal for a practical definition and stratified medicine classifications. Brain Commun 2023; 5:fcad182. [PMID: 37361715 PMCID: PMC10288558 DOI: 10.1093/braincomms/fcad182] [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] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2022] [Revised: 03/21/2023] [Accepted: 06/08/2023] [Indexed: 06/28/2023] Open
Abstract
Reliable definitions, classifications and prognostic models are the cornerstones of stratified medicine, but none of the current classifications systems in epilepsy address prognostic or outcome issues. Although heterogeneity is widely acknowledged within epilepsy syndromes, the significance of variation in electroclinical features, comorbidities and treatment response, as they relate to diagnostic and prognostic purposes, has not been explored. In this paper, we aim to provide an evidence-based definition of juvenile myoclonic epilepsy showing that with a predefined and limited set of mandatory features, variation in juvenile myoclonic epilepsy phenotype can be exploited for prognostic purposes. Our study is based on clinical data collected by the Biology of Juvenile Myoclonic Epilepsy Consortium augmented by literature data. We review prognosis research on mortality and seizure remission, predictors of antiseizure medication resistance and selected adverse drug events to valproate, levetiracetam and lamotrigine. Based on our analysis, a simplified set of diagnostic criteria for juvenile myoclonic epilepsy includes the following: (i) myoclonic jerks as mandatory seizure type; (ii) a circadian timing for myoclonia not mandatory for the diagnosis of juvenile myoclonic epilepsy; (iii) age of onset ranging from 6 to 40 years; (iv) generalized EEG abnormalities; and (v) intelligence conforming to population distribution. We find sufficient evidence to propose a predictive model of antiseizure medication resistance that emphasises (i) absence seizures as the strongest stratifying factor with regard to antiseizure medication resistance or seizure freedom for both sexes and (ii) sex as a major stratifying factor, revealing elevated odds of antiseizure medication resistance that correlates to self-report of catamenial and stress-related factors including sleep deprivation. In women, there are reduced odds of antiseizure medication resistance associated with EEG-measured or self-reported photosensitivity. In conclusion, by applying a simplified set of criteria to define phenotypic variations of juvenile myoclonic epilepsy, our paper proposes an evidence-based definition and prognostic stratification of juvenile myoclonic epilepsy. Further studies in existing data sets of individual patient data would be helpful to replicate our findings, and prospective studies in inception cohorts will contribute to validate them in real-world practice for juvenile myoclonic epilepsy management.
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Affiliation(s)
- Guido Rubboli
- Correspondence may also be addressed to: Guido Rubboli Danish Epilepsy Center, Filadelfia/University of Copenhagen Kolonivej 2A, Dianalund 4293, Denmark E-mail:
| | - Christoph P Beier
- Department of Neurology, Odense University Hospital, Odense 5000, Denmark
| | - Kaja K Selmer
- Department of Research and Innovation, Division of Clinical Neuroscience, Oslo University Hospital, Oslo 0372, Norway
- National Centre for Epilepsy, Oslo University Hospital, Oslo 1337, Norway
| | - Marte Syvertsen
- Department of Neurology, Drammen Hospital, Vestre Viken Health Trust, Oslo 3004, Norway
| | - Amy Shakeshaft
- Department of Basic and Clinical Neurosciences, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London SE5 8AF, UK
- MRC Centre for Neurodevelopmental Disorders, King’s College London, London SW1H 9NA, UK
| | - Amber Collingwood
- Department of Basic and Clinical Neurosciences, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London SE5 8AF, UK
| | - Anna Hall
- Department of Basic and Clinical Neurosciences, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London SE5 8AF, UK
| | - Danielle M Andrade
- Adult Epilepsy Genetics Program, Krembil Research Institute, University of Toronto, Toronto M5T 0S8, Canada
| | - Choong Yi Fong
- Division of Paediatric Neurology, Department of Pediatrics, Faculty of Medicine, University of Malaya, Kuala Lumpur 50603, Malaysia
| | - Joanna Gesche
- Department of Neurology, Odense University Hospital, Odense 5000, Denmark
| | - David A Greenberg
- Abigail Wexner Research Institute, Nationwide Children’s Hospital, Columbus 43215, USA
| | - Khalid Hamandi
- Department of Neurology, Cardiff & Vale University Health Board, Cardiff CF14 4XW, UK
| | - Kheng Seang Lim
- Division of Neurology, Department of Medicine, Faculty of Medicine, University of Malaya, Kuala Lumpur 50603, Malaysia
| | - Ching Ching Ng
- Institute of Biological Sciences, Faculty of Science, University of Malaya, Kuala Lumpur 50603, Malaysia
| | - Alessandro Orsini
- Department of Clinical and Experimental Medicine, Pisa University Hospital, Pisa 56126, Italy
| | | | - Pasquale Striano
- Pediatric Neurology and Muscular Disease Unit, IRCCS Istituto ‘G. Gaslini’, Genova 16147, Italy
- Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genova 16132, Italy
| | - Rhys H Thomas
- Newcastle upon Tyne NHS Foundation Trust, Newcastle upon Tyne NE7 7DN, UK
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE1 7RU, UK
| | - Jana Zarubova
- Department of Neurology, Second Faculty of Medicine, Charles University, Prague 150 06, Czech Republic
- Motol University Hospital, Prague 150 06, Czech Republic
| | - Mark P Richardson
- Department of Basic and Clinical Neurosciences, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London SE5 8AF, UK
- MRC Centre for Neurodevelopmental Disorders, King’s College London, London SW1H 9NA, UK
- School of Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King’s College, London SE5 8AF, UK
| | - Lisa J Strug
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto M5G 1X8, Canada
- Departments of Statistical Sciences and Computer Science and Division of Biostatistics, The University of Toronto, Toronto M5G 1Z5, Canada
| | - Deb K Pal
- Correspondence to: Deb K. Pal Maurice Wohl Clinical Neurosciences Institute Institute of Psychiatry, Psychology and Neuroscience, King’s College London 5 Cutcombe Road, London SE5 9RX, UK E-mail:
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6
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Zhou YH, Gallins PJ, Pace RG, Dang H, Aksit MA, Blue EE, Buckingham KJ, Collaco JM, Faino AV, Gordon WW, Hetrick KN, Ling H, Liu W, Onchiri FM, Pagel K, Pugh EW, Raraigh KS, Rosenfeld M, Sun Q, Wen J, Li Y, Corvol H, Strug LJ, Bamshad MJ, Blackman SM, Cutting GR, Gibson RL, O’Neal WK, Wright FA, Knowles MR. Genetic Modifiers of Cystic Fibrosis Lung Disease Severity: Whole-Genome Analysis of 7,840 Patients. Am J Respir Crit Care Med 2023; 207:1324-1333. [PMID: 36921087 PMCID: PMC10595435 DOI: 10.1164/rccm.202209-1653oc] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Accepted: 02/27/2023] [Indexed: 03/17/2023] Open
Abstract
Rationale: Lung disease is the major cause of morbidity and mortality in persons with cystic fibrosis (pwCF). Variability in CF lung disease has substantial non-CFTR (CF transmembrane conductance regulator) genetic influence. Identification of genetic modifiers has prognostic and therapeutic importance. Objectives: Identify genetic modifier loci and genes/pathways associated with pulmonary disease severity. Methods: Whole-genome sequencing data on 4,248 unique pwCF with pancreatic insufficiency and lung function measures were combined with imputed genotypes from an additional 3,592 patients with pancreatic insufficiency from the United States, Canada, and France. This report describes association of approximately 15.9 million SNPs using the quantitative Kulich normal residual mortality-adjusted (KNoRMA) lung disease phenotype in 7,840 pwCF using premodulator lung function data. Measurements and Main Results: Testing included common and rare SNPs, transcriptome-wide association, gene-level, and pathway analyses. Pathway analyses identified novel associations with genes that have key roles in organ development, and we hypothesize that these genes may relate to dysanapsis and/or variability in lung repair. Results confirmed and extended previous genome-wide association study findings. These whole-genome sequencing data provide finely mapped genetic information to support mechanistic studies. No novel primary associations with common single variants or rare variants were found. Multilocus effects at chr5p13 (SLC9A3/CEP72) and chr11p13 (EHF/APIP) were identified. Variant effect size estimates at associated loci were consistently ordered across the cohorts, indicating possible age or birth cohort effects. Conclusions: This premodulator genomic, transcriptomic, and pathway association study of 7,840 pwCF will facilitate mechanistic and postmodulator genetic studies and the development of novel therapeutics for CF lung disease.
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Affiliation(s)
- Yi-Hui Zhou
- Bioinformatics Research Center
- Department of Biological Sciences, and
| | | | - Rhonda G. Pace
- Marsico Lung Institute/UNC CF Research Center, School of Medicine
| | - Hong Dang
- Marsico Lung Institute/UNC CF Research Center, School of Medicine
| | | | - Elizabeth E. Blue
- Brotman Baty Institute for Precision Medicine, Seattle, Washington
- Division of Medical Genetics, Department of Medicine
| | | | | | - Anna V. Faino
- Children’s Core for Biostatistics, Epidemiology and Analytics in Research and
| | | | - Kurt N. Hetrick
- Department of Genetic Medicine, Center for Inherited Disease Research, and
| | - Hua Ling
- Department of Genetic Medicine, Center for Inherited Disease Research, and
| | | | | | - Kymberleigh Pagel
- The Institute for Computational Medicine, The Johns Hopkins University, Baltimore, Maryland
| | - Elizabeth W. Pugh
- Department of Genetic Medicine, Center for Inherited Disease Research, and
| | | | - Margaret Rosenfeld
- Department of Pediatrics, and
- Center for Clinical and Translational Research, Seattle Children’s Research Institute, Seattle, Washington
| | | | | | - Yun Li
- Department of Biostatistics
- Department of Genetics, and
- Department of Computer Science, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Harriet Corvol
- Pediatric Pulmonary Department, Assistance Publique-Hôpitaux de Paris, Hôpital Trousseau, Paris, France
- Centre de Recherche Saint Antoine, Sorbonne Université, Institut National de la Santé et de la Recherche Médicale, Paris, France
| | - Lisa J. Strug
- Division of Biostatistics, Dalla Lana School of Public Health
- Department of Statistical Sciences, and
- Department of Computer Science, University of Toronto, Toronto, Ontario, Canada; and
- Program in Genetics and Genome Biology and
- The Center for Applied Genomics, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Michael J. Bamshad
- Brotman Baty Institute for Precision Medicine, Seattle, Washington
- Division of Genetic Medicine, Department of Pediatrics
- Department of Genome Sciences, University of Washington, Seattle, Washington
| | - Scott M. Blackman
- McKusick-Nathans Department of Genetic Medicine
- Division of Pediatric Endocrinology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | | | - Ronald L. Gibson
- Department of Pediatrics, and
- Center for Clinical and Translational Research, Seattle Children’s Research Institute, Seattle, Washington
| | - Wanda K. O’Neal
- Marsico Lung Institute/UNC CF Research Center, School of Medicine
| | - Fred A. Wright
- Bioinformatics Research Center
- Department of Biological Sciences, and
- Department of Statistics, North Carolina State University, Raleigh, North Carolina
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7
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Yoo S, Garg E, Elliott LT, Hung RJ, Halevy AR, Brooks JD, Bull SB, Gagnon F, Greenwood C, Lawless JF, Paterson AD, Sun L, Zawati MH, Lerner-Ellis J, Abraham R, Birol I, Bourque G, Garant JM, Gosselin C, Li J, Whitney J, Thiruvahindrapuram B, Herbrick JA, Lorenti M, Reuter MS, Adeoye OO, Liu S, Allen U, Bernier FP, Biggs CM, Cheung AM, Cowan J, Herridge M, Maslove DM, Modi BP, Mooser V, Morris SK, Ostrowski M, Parekh RS, Pfeffer G, Suchowersky O, Taher J, Upton J, Warren RL, Yeung R, Aziz N, Turvey SE, Knoppers BM, Lathrop M, Jones S, Scherer SW, Strug LJ. HostSeq: a Canadian whole genome sequencing and clinical data resource. BMC Genom Data 2023; 24:26. [PMID: 37131148 PMCID: PMC10152008 DOI: 10.1186/s12863-023-01128-3] [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] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Accepted: 02/22/2023] [Indexed: 05/04/2023] Open
Abstract
HostSeq was launched in April 2020 as a national initiative to integrate whole genome sequencing data from 10,000 Canadians infected with SARS-CoV-2 with clinical information related to their disease experience. The mandate of HostSeq is to support the Canadian and international research communities in their efforts to understand the risk factors for disease and associated health outcomes and support the development of interventions such as vaccines and therapeutics. HostSeq is a collaboration among 13 independent epidemiological studies of SARS-CoV-2 across five provinces in Canada. Aggregated data collected by HostSeq are made available to the public through two data portals: a phenotype portal showing summaries of major variables and their distributions, and a variant search portal enabling queries in a genomic region. Individual-level data is available to the global research community for health research through a Data Access Agreement and Data Access Compliance Office approval. Here we provide an overview of the collective project design along with summary level information for HostSeq. We highlight several statistical considerations for researchers using the HostSeq platform regarding data aggregation, sampling mechanism, covariate adjustment, and X chromosome analysis. In addition to serving as a rich data source, the diversity of study designs, sample sizes, and research objectives among the participating studies provides unique opportunities for the research community.
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Affiliation(s)
- S Yoo
- The Hospital for Sick Children, Toronto, ON, Canada
- University of Ottawa, Ottawa, ON, Canada
| | - E Garg
- Simon Fraser University, Burnaby, BC, Canada
| | - L T Elliott
- Simon Fraser University, Burnaby, BC, Canada
| | - R J Hung
- University of Toronto, Toronto, ON, Canada
- Lunenfeld-Tanenbaum Research Institute, Sinai Health, Toronto, ON, Canada
| | - A R Halevy
- The Hospital for Sick Children, Toronto, ON, Canada
| | - J D Brooks
- University of Toronto, Toronto, ON, Canada
| | - S B Bull
- University of Toronto, Toronto, ON, Canada
- Lunenfeld-Tanenbaum Research Institute, Sinai Health, Toronto, ON, Canada
| | - F Gagnon
- University of Toronto, Toronto, ON, Canada
| | - Cmt Greenwood
- McGill University, Montreal, QC, Canada
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, QC, Canada
| | - J F Lawless
- University of Waterloo, Waterloo, ON, Canada
| | - A D Paterson
- The Hospital for Sick Children, Toronto, ON, Canada
- University of Toronto, Toronto, ON, Canada
| | - L Sun
- University of Toronto, Toronto, ON, Canada
| | | | - J Lerner-Ellis
- University of Toronto, Toronto, ON, Canada
- Sinai Health System, Toronto, ON, Canada
| | - Rjs Abraham
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - I Birol
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - G Bourque
- McGill University, Montreal, QC, Canada
| | - J-M Garant
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - C Gosselin
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - J Li
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - J Whitney
- The Hospital for Sick Children, Toronto, ON, Canada
| | | | - J-A Herbrick
- The Hospital for Sick Children, Toronto, ON, Canada
| | - M Lorenti
- The Hospital for Sick Children, Toronto, ON, Canada
| | - M S Reuter
- The Hospital for Sick Children, Toronto, ON, Canada
| | - O O Adeoye
- The Hospital for Sick Children, Toronto, ON, Canada
| | - S Liu
- The Hospital for Sick Children, Toronto, ON, Canada
| | - U Allen
- The Hospital for Sick Children, Toronto, ON, Canada
- University of Toronto, Toronto, ON, Canada
| | - F P Bernier
- University of Calgary, Calgary, AB, Canada
- Alberta Children's Hospital, Calgary, AB, Canada
| | - C M Biggs
- University of British Columbia, Vancouver, BC, Canada
- BC Children's Hospital, Vancouver, BC, Canada
- St. Paul's Hospital, Vancouver, BC, Canada
| | - A M Cheung
- University Health Network, Toronto, ON, Canada
| | - J Cowan
- University of Ottawa, Ottawa, ON, Canada
- The Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - M Herridge
- University Health Network, Toronto, ON, Canada
| | | | - B P Modi
- BC Children's Hospital, Vancouver, BC, Canada
| | - V Mooser
- McGill University, Montreal, QC, Canada
| | - S K Morris
- The Hospital for Sick Children, Toronto, ON, Canada
- University of Toronto, Toronto, ON, Canada
| | - M Ostrowski
- University of Toronto, Toronto, ON, Canada
- St. Michael's Hospital, Unity Health, Toronto, ON, Canada
| | - R S Parekh
- The Hospital for Sick Children, Toronto, ON, Canada
- University of Toronto, Toronto, ON, Canada
- Women's College Hospital, Toronto, ON, Canada
| | - G Pfeffer
- University of Calgary, Calgary, AB, Canada
| | | | - J Taher
- University of Toronto, Toronto, ON, Canada
- Sinai Health System, Toronto, ON, Canada
| | - J Upton
- The Hospital for Sick Children, Toronto, ON, Canada
- University of Toronto, Toronto, ON, Canada
| | - R L Warren
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Rsm Yeung
- The Hospital for Sick Children, Toronto, ON, Canada
- University of Toronto, Toronto, ON, Canada
| | - N Aziz
- The Hospital for Sick Children, Toronto, ON, Canada
| | - S E Turvey
- University of British Columbia, Vancouver, BC, Canada
- BC Children's Hospital, Vancouver, BC, Canada
| | | | - M Lathrop
- McGill University, Montreal, QC, Canada
| | - Sjm Jones
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - S W Scherer
- The Hospital for Sick Children, Toronto, ON, Canada
- University of Toronto, Toronto, ON, Canada
| | - L J Strug
- The Hospital for Sick Children, Toronto, ON, Canada.
- University of Toronto, Toronto, ON, Canada.
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8
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Zhong L, Strug LJ. RoPE: A robust profile likelihood method for differential gene expression analysis. Genet Epidemiol 2023. [PMID: 37042632 DOI: 10.1002/gepi.22526] [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] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2022] [Revised: 03/22/2023] [Accepted: 03/28/2023] [Indexed: 04/13/2023]
Abstract
Variation in RNA-Seq data creates modeling challenges for differential gene expression (DE) analysis. Statistical approaches address conventional small sample sizes and implement empirical Bayes or non-parametric tests, but frequently produce different conclusions. Increasing sample sizes enable proposal of alternative DE paradigms. Here we develop RoPE, which uses a data-driven adjustment for variation and a robust profile likelihood ratio DE test. Simulation studies show RoPE can have improved performance over existing tools as sample size increases and has the most reliable control of error rates. Application of RoPE demonstrates that an active Pseudomonas aeruginosa infection downregulates the SLC9A3 Cystic Fibrosis modifier gene.
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Affiliation(s)
- Lehang Zhong
- Division of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Lisa J Strug
- Division of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada
- Departments of Statistical Sciences and Computer Science, University of Toronto, Toronto, Ontario, Canada
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9
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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.
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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.
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10
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Tadros R, Zheng SL, Grace C, Jordà P, Francis C, Jurgens SJ, Thomson KL, Harper AR, Ormondroyd E, West DM, Xu X, Theotokis PI, Buchan RJ, McGurk KA, Mazzarotto F, Boschi B, Pelo E, Lee M, Noseda M, Varnava A, Vermeer AM, Walsh R, Amin AS, van Slegtenhorst MA, Roslin N, Strug LJ, Salvi E, Lanzani C, de Marvao A, Roberts JD, Tremblay-Gravel M, Giraldeau G, Cadrin-Tourigny J, L'Allier PL, Garceau P, Talajic M, Pinto YM, Rakowski H, Pantazis A, Baksi J, Halliday BP, Prasad SK, Barton PJ, O'Regan DP, Cook SA, de Boer RA, Christiaans I, Michels M, Kramer CM, Ho CY, Neubauer S, Matthews PM, Wilde AA, Tardif JC, Olivotto I, Adler A, Goel A, Ware JS, Bezzina CR, Watkins H. Large scale genome-wide association analyses identify novel genetic loci and mechanisms in hypertrophic cardiomyopathy. medRxiv 2023:2023.01.28.23285147. [PMID: 36778260 PMCID: PMC9915807 DOI: 10.1101/2023.01.28.23285147] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
Hypertrophic cardiomyopathy (HCM) is an important cause of morbidity and mortality with both monogenic and polygenic components. We here report results from the largest HCM genome-wide association study (GWAS) and multi-trait analysis (MTAG) including 5,900 HCM cases, 68,359 controls, and 36,083 UK Biobank (UKB) participants with cardiac magnetic resonance (CMR) imaging. We identified a total of 70 loci (50 novel) associated with HCM, and 62 loci (32 novel) associated with relevant left ventricular (LV) structural or functional traits. Amongst the common variant HCM loci, we identify a novel HCM disease gene, SVIL, which encodes the actin-binding protein supervillin, showing that rare truncating SVIL variants cause HCM. Mendelian randomization analyses support a causal role of increased LV contractility in both obstructive and non-obstructive forms of HCM, suggesting common disease mechanisms and anticipating shared response to therapy. Taken together, the findings significantly increase our understanding of the genetic basis and molecular mechanisms of HCM, with potential implications for disease management.
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Affiliation(s)
- Rafik Tadros
- Cardiovascular Genetics Centre, Montreal Heart Institute, Montreal, QC, Canada
- Faculty of Medicine, Université de Montréal, Montreal, QC, Canada
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
| | - Sean L Zheng
- National Heart & Lung Institute, Imperial College London, London, UK
- MRC London Institute of Medical Sciences, Imperial College London, London, UK
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Christopher Grace
- Radcliffe Department of Medicine, University of Oxford, Division of Cardiovascular Medicine, John Radcliffe Hospital, Oxford, UK
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Paloma Jordà
- Cardiovascular Genetics Centre, Montreal Heart Institute, Montreal, QC, Canada
- Faculty of Medicine, Université de Montréal, Montreal, QC, Canada
| | - Catherine Francis
- National Heart & Lung Institute, Imperial College London, London, UK
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Sean J Jurgens
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Kate L Thomson
- Radcliffe Department of Medicine, University of Oxford, Division of Cardiovascular Medicine, John Radcliffe Hospital, Oxford, UK
- Oxford Genetics Laboratories, Churchill Hospital, Oxford, UK
| | - Andrew R Harper
- Radcliffe Department of Medicine, University of Oxford, Division of Cardiovascular Medicine, John Radcliffe Hospital, Oxford, UK
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Elizabeth Ormondroyd
- Radcliffe Department of Medicine, University of Oxford, Division of Cardiovascular Medicine, John Radcliffe Hospital, Oxford, UK
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Dominique M West
- Radcliffe Department of Medicine, University of Oxford, Division of Cardiovascular Medicine, John Radcliffe Hospital, Oxford, UK
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Xiao Xu
- MRC London Institute of Medical Sciences, Imperial College London, London, UK
| | - Pantazis I Theotokis
- National Heart & Lung Institute, Imperial College London, London, UK
- MRC London Institute of Medical Sciences, Imperial College London, London, UK
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Rachel J Buchan
- National Heart & Lung Institute, Imperial College London, London, UK
- MRC London Institute of Medical Sciences, Imperial College London, London, UK
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Kathryn A McGurk
- National Heart & Lung Institute, Imperial College London, London, UK
- MRC London Institute of Medical Sciences, Imperial College London, London, UK
| | - Francesco Mazzarotto
- National Heart & Lung Institute, Imperial College London, London, UK
- Department of Molecular and Translational Medicine, University of Brescia, Brescia, Italy
| | | | | | - Michael Lee
- National Heart & Lung Institute, Imperial College London, London, UK
| | - Michela Noseda
- National Heart & Lung Institute, Imperial College London, London, UK
| | - Amanda Varnava
- National Heart & Lung Institute, Imperial College London, London, UK
- Imperial College Healthcare NHS Trust, Imperial College London, London, UK
| | - Alexa Mc Vermeer
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
- Department of Clinical Genetics, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
- European Reference Network for Rare and Low Prevalence Complex Diseases of the Heart, (ERN GUARD-HEART; https://guardheart.ern-net.eu)
| | - Roddy Walsh
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
| | - Ahmad S Amin
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
- European Reference Network for Rare and Low Prevalence Complex Diseases of the Heart, (ERN GUARD-HEART; https://guardheart.ern-net.eu)
- Department of Clinical Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
| | - Marjon A van Slegtenhorst
- Department of Clinical Genetics, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Nicole Roslin
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Lisa J Strug
- Departments of Statistical Sciences and Computer Science, Data Sciences Institute, University of Toronto, Toronto, ON, Canada
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON, Canada
- Ontario Regional Centre, Canadian Statistical Sciences Institute, University of Toronto, Toronto, ON, Canada
| | - Erika Salvi
- Neuroalgology Unit, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Chiara Lanzani
- Genomics of Renal Diseases and Hypertension Unit, Nephrology Operative Unit, IRCCS San Raffaele Hospital, Milan, Italy
- Chair of Nephrology, Vita-Salute San Raffaele University, Milan, Italy
| | - Antonio de Marvao
- National Heart & Lung Institute, Imperial College London, London, UK
- MRC London Institute of Medical Sciences, Imperial College London, London, UK
| | - Jason D Roberts
- Section of Cardiac Electrophysiology, Division of Cardiology, Department of Medicine, Western University, London, ON, Canada
| | - Maxime Tremblay-Gravel
- Cardiovascular Genetics Centre, Montreal Heart Institute, Montreal, QC, Canada
- Faculty of Medicine, Université de Montréal, Montreal, QC, Canada
| | - Genevieve Giraldeau
- Cardiovascular Genetics Centre, Montreal Heart Institute, Montreal, QC, Canada
- Faculty of Medicine, Université de Montréal, Montreal, QC, Canada
| | - Julia Cadrin-Tourigny
- Cardiovascular Genetics Centre, Montreal Heart Institute, Montreal, QC, Canada
- Faculty of Medicine, Université de Montréal, Montreal, QC, Canada
| | - Philippe L L'Allier
- Cardiovascular Genetics Centre, Montreal Heart Institute, Montreal, QC, Canada
- Faculty of Medicine, Université de Montréal, Montreal, QC, Canada
| | - Patrick Garceau
- Cardiovascular Genetics Centre, Montreal Heart Institute, Montreal, QC, Canada
- Faculty of Medicine, Université de Montréal, Montreal, QC, Canada
| | - Mario Talajic
- Cardiovascular Genetics Centre, Montreal Heart Institute, Montreal, QC, Canada
- Faculty of Medicine, Université de Montréal, Montreal, QC, Canada
| | - Yigal M Pinto
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
- European Reference Network for Rare and Low Prevalence Complex Diseases of the Heart, (ERN GUARD-HEART; https://guardheart.ern-net.eu)
- Department of Clinical Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
| | | | - Antonis Pantazis
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - John Baksi
- National Heart & Lung Institute, Imperial College London, London, UK
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Brian P Halliday
- National Heart & Lung Institute, Imperial College London, London, UK
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Sanjay K Prasad
- National Heart & Lung Institute, Imperial College London, London, UK
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Paul Jr Barton
- National Heart & Lung Institute, Imperial College London, London, UK
- MRC London Institute of Medical Sciences, Imperial College London, London, UK
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Declan P O'Regan
- MRC London Institute of Medical Sciences, Imperial College London, London, UK
| | - Stuart A Cook
- MRC London Institute of Medical Sciences, Imperial College London, London, UK
- National Heart Centre Singapore, Singapore
- Duke-National University of Singapore Medical School, Singapore
| | - Rudolf A de Boer
- Department of Cardiology, Thoraxcenter, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Imke Christiaans
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Michelle Michels
- European Reference Network for Rare and Low Prevalence Complex Diseases of the Heart, (ERN GUARD-HEART; https://guardheart.ern-net.eu)
- Department of Cardiology, Thoraxcenter, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Christopher M Kramer
- Department of Medicine, Cardiovascular Division, University of Virginia Health, Charlottesville, VA, USA
| | - Carolyn Y Ho
- Cardiovascular Division, Brigham and Women's Hospital, Boston, MA, USA
| | - Stefan Neubauer
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, NIHR Oxford Health Biomedical Research Centre, University of Oxford, Oxford, UK
| | - Paul M Matthews
- Department of Brain Sciences and UK Dementia Research Institute, Imperial College London, London, UK
| | - Arthur A Wilde
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
- European Reference Network for Rare and Low Prevalence Complex Diseases of the Heart, (ERN GUARD-HEART; https://guardheart.ern-net.eu)
- Department of Clinical Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
- ECGen, Cardiogenetics Focus Group of EHRA, France
| | - Jean-Claude Tardif
- Cardiovascular Genetics Centre, Montreal Heart Institute, Montreal, QC, Canada
- Faculty of Medicine, Université de Montréal, Montreal, QC, Canada
| | - Iacopo Olivotto
- Department of Experimental and Clinical Medicine, Meyer Children Hospital, University of Florence, Florence, Italy
| | - Arnon Adler
- Division of Cardiology, Peter Munk Cardiac Centre, University Health Network, Toronto, ON, Canada
- Department of Medicine, University of Toronto, Toronto, ON, Canada
| | - Anuj Goel
- Radcliffe Department of Medicine, University of Oxford, Division of Cardiovascular Medicine, John Radcliffe Hospital, Oxford, UK
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
| | - James S Ware
- National Heart & Lung Institute, Imperial College London, London, UK
- MRC London Institute of Medical Sciences, Imperial College London, London, UK
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
- Program in Medical & Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Connie R Bezzina
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
- European Reference Network for Rare and Low Prevalence Complex Diseases of the Heart, (ERN GUARD-HEART; https://guardheart.ern-net.eu)
| | - Hugh Watkins
- Radcliffe Department of Medicine, University of Oxford, Division of Cardiovascular Medicine, John Radcliffe Hospital, Oxford, UK
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
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11
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Mastromatteo S, Chen A, Gong J, Lin F, Thiruvahindrapuram B, Sung WW, Whitney J, Wang Z, Patel RV, Keenan K, Halevy A, Panjwani N, Avolio J, Wang C, Côté-Maurais G, Bégin S, Adam D, Brochiero E, Bjornson C, Chilvers M, Price A, Parkins M, van Wylick R, Mateos-Corral D, Hughes D, Smith MJ, Morrison N, Tullis E, Stephenson AL, Wilcox P, Quon BS, Leung WM, Solomon M, Sun L, Ratjen F, Strug LJ. High-quality read-based phasing of cystic fibrosis cohort informs genetic understanding of disease modification. Human Genetics and Genomics Advances 2023; 4:100156. [PMID: 36386424 PMCID: PMC9647008 DOI: 10.1016/j.xhgg.2022.100156] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2022] [Accepted: 10/13/2022] [Indexed: 11/06/2022] Open
Abstract
Phasing of heterozygous alleles is critical for interpretation of cis-effects of disease-relevant variation. We sequenced 477 individuals with cystic fibrosis (CF) using linked-read sequencing, which display an average phase block N50 of 4.39 Mb. We use these samples to construct a graph representation of CFTR haplotypes, demonstrating its utility for understanding complex CF alleles. These are visualized in a Web app, CFTbaRcodes, that enables interactive exploration of CFTR haplotypes present in this cohort. We perform fine-mapping and phasing of the chr7q35 trypsinogen locus associated with CF meconium ileus, an intestinal obstruction at birth associated with more severe CF outcomes and pancreatic disease. A 20-kb deletion polymorphism and a PRSS2 missense variant p.Thr8Ile (rs62473563) are shown to independently contribute to meconium ileus risk (p = 0.0028, p = 0.011, respectively) and are PRSS2 pancreas eQTLs (p = 9.5 × 10−7 and p = 1.4 × 10−4, respectively), suggesting the mechanism by which these polymorphisms contribute to CF. The phase information from linked reads provides a putative causal explanation for variation at a CF-relevant locus, which also has implications for the genetic basis of non-CF pancreatitis, to which this locus has been reported to contribute.
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12
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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.
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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.
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13
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Trost B, Thiruvahindrapuram B, Chan AJS, Engchuan W, Higginbotham EJ, Howe JL, Loureiro LO, Reuter MS, Roshandel D, Whitney J, Zarrei M, Bookman M, Somerville C, Shaath R, Abdi M, Aliyev E, Patel RV, Nalpathamkalam T, Pellecchia G, Hamdan O, Kaur G, Wang Z, MacDonald JR, Wei J, Sung WWL, Lamoureux S, Hoang N, Selvanayagam T, Deflaux N, Geng M, Ghaffari S, Bates J, Young EJ, Ding Q, Shum C, D'Abate L, Bradley CA, Rutherford A, Aguda V, Apresto B, Chen N, Desai S, Du X, Fong MLY, Pullenayegum S, Samler K, Wang T, Ho K, Paton T, Pereira SL, Herbrick JA, Wintle RF, Fuerth J, Noppornpitak J, Ward H, Magee P, Al Baz A, Kajendirarajah U, Kapadia S, Vlasblom J, Valluri M, Green J, Seifer V, Quirbach M, Rennie O, Kelley E, Masjedi N, Lord C, Szego MJ, Zawati MH, Lang M, Strug LJ, Marshall CR, Costain G, Calli K, Iaboni A, Yusuf A, Ambrozewicz P, Gallagher L, Amaral DG, Brian J, Elsabbagh M, Georgiades S, Messinger DS, Ozonoff S, Sebat J, Sjaarda C, Smith IM, Szatmari P, Zwaigenbaum L, Kushki A, Frazier TW, Vorstman JAS, Fakhro KA, Fernandez BA, Lewis MES, Weksberg R, Fiume M, Yuen RKC, Anagnostou E, Sondheimer N, Glazer D, Hartley DM, Scherer SW. Genomic architecture of autism from comprehensive whole-genome sequence annotation. Cell 2022; 185:4409-4427.e18. [PMID: 36368308 PMCID: PMC10726699 DOI: 10.1016/j.cell.2022.10.009] [Citation(s) in RCA: 54] [Impact Index Per Article: 27.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Revised: 08/30/2022] [Accepted: 10/07/2022] [Indexed: 11/11/2022]
Abstract
Fully understanding autism spectrum disorder (ASD) genetics requires whole-genome sequencing (WGS). We present the latest release of the Autism Speaks MSSNG resource, which includes WGS data from 5,100 individuals with ASD and 6,212 non-ASD parents and siblings (total n = 11,312). Examining a wide variety of genetic variants in MSSNG and the Simons Simplex Collection (SSC; n = 9,205), we identified ASD-associated rare variants in 718/5,100 individuals with ASD from MSSNG (14.1%) and 350/2,419 from SSC (14.5%). Considering genomic architecture, 52% were nuclear sequence-level variants, 46% were nuclear structural variants (including copy-number variants, inversions, large insertions, uniparental isodisomies, and tandem repeat expansions), and 2% were mitochondrial variants. Our study provides a guidebook for exploring genotype-phenotype correlations in families who carry ASD-associated rare variants and serves as an entry point to the expanded studies required to dissect the etiology in the ∼85% of the ASD population that remain idiopathic.
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Affiliation(s)
- Brett Trost
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | | | - Ada J S Chan
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Worrawat Engchuan
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Edward J Higginbotham
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Jennifer L Howe
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Livia O Loureiro
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Miriam S Reuter
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; CGEn, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Delnaz Roshandel
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Joe Whitney
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Mehdi Zarrei
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | | | - Cherith Somerville
- Ted Rogers Centre for Heart Research, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | - Rulan Shaath
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Mona Abdi
- Department of Human Genetics, Sidra Medicine, Doha, Qatar; College of Health and Life Sciences, Hamad Bin Khalifa University, Doha, Qatar
| | - Elbay Aliyev
- Department of Human Genetics, Sidra Medicine, Doha, Qatar
| | - Rohan V Patel
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Thomas Nalpathamkalam
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Giovanna Pellecchia
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Omar Hamdan
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Gaganjot Kaur
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Zhuozhi Wang
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Jeffrey R MacDonald
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - John Wei
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Wilson W L Sung
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Sylvia Lamoureux
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Ny Hoang
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Autism Research Unit, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada; Department of Genetic Counselling, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | - Thanuja Selvanayagam
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Autism Research Unit, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada; Department of Genetic Counselling, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | - Nicole Deflaux
- Verily Life Sciences, South San Francisco, CA 94080, USA
| | - Melissa Geng
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Siavash Ghaffari
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - John Bates
- Verily Life Sciences, South San Francisco, CA 94080, USA
| | - Edwin J Young
- Genome Diagnostics, Department of Paediatric Medicine, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada; Department of Laboratory Medicine and Pathobiology, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | - Qiliang Ding
- Ted Rogers Centre for Heart Research, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | - Carole Shum
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Lia D'Abate
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Clarrisa A Bradley
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Neurosciences and Mental Health, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Annabel Rutherford
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Vernie Aguda
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Beverly Apresto
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Nan Chen
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Sachin Desai
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Xiaoyan Du
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Matthew L Y Fong
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Sanjeev Pullenayegum
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Kozue Samler
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Ting Wang
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Karen Ho
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Tara Paton
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Sergio L Pereira
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Jo-Anne Herbrick
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Richard F Wintle
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | | | | | | | | | | | | | | | | | | | | | | | | | - Olivia Rennie
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Elizabeth Kelley
- Department of Psychology, Queen's University, Kingston, ON K7L 3N6, Canada; Department of Psychiatry, Queen's University, Kingston, ON K7L 7X3, Canada
| | - Nina Masjedi
- Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, Los Angeles, CA 90024, USA
| | - Catherine Lord
- Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, Los Angeles, CA 90024, USA
| | - Michael J Szego
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada; Department of Family and Community Medicine, University of Toronto, Toronto, ON M5G 1V7, Canada; Dalla Lana School of Public Health, University of Toronto, Toronto, ON M5T 3M7, Canada
| | - Ma'n H Zawati
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada
| | - Michael Lang
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada
| | - Lisa J Strug
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Statistical Sciences, University of Toronto, Toronto, ON M5S 3G3, Canada
| | - Christian R Marshall
- Genome Diagnostics, Department of Paediatric Medicine, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Gregory Costain
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Division of Clinical and Metabolic Genetics, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada; Department of Pediatrics, University of Toronto, Toronto, ON M5G 1X8, Canada
| | - Kristina Calli
- Department of Medical Genetics, University of British Columbia, Vancouver, BC V6H 3N1, Canada; BC Children's Hospital Research Institute, Vancouver, BC V5Z 4H4, Canada
| | - Alana Iaboni
- Holland Bloorview Kids Rehabilitation Hospital, Toronto, ON M4G 1R8, Canada
| | - Afiqah Yusuf
- Montreal Neurological Institute, McGill University, Montreal, QC H3A 2B4, Canada
| | - Patricia Ambrozewicz
- Autism Research Unit, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada; Department of Psychology, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | - Louise Gallagher
- Department of Psychiatry, School of Medicine, Trinity College Dublin, Dublin 2, Ireland; Department of Psychiatry, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada; Child, Youth and Family Services, The Centre for Addiction and Mental Health, Toronto, ON M6J 1H4, Canada; Department of Psychiatry, University of Toronto, Toronto, ON M5T 1R8, Canada
| | - David G Amaral
- MIND Institute, University of California, Davis, Sacramento, CA 95817, USA; Department of Psychiatry and Behavioral Sciences, University of California, Davis, Sacramento, CA 95817, USA
| | - Jessica Brian
- Department of Pediatrics, University of Toronto, Toronto, ON M5G 1X8, Canada; Holland Bloorview Kids Rehabilitation Hospital, Toronto, ON M4G 1R8, Canada
| | - Mayada Elsabbagh
- Montreal Neurological Institute, McGill University, Montreal, QC H3A 2B4, Canada
| | - Stelios Georgiades
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, ON L8N 3K7, Canada
| | | | - Sally Ozonoff
- MIND Institute, University of California, Davis, Sacramento, CA 95817, USA; Department of Psychiatry and Behavioral Sciences, University of California, Davis, Sacramento, CA 95817, USA
| | - Jonathan Sebat
- Department of Psychiatry and Department of Cellular and Molecular Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Calvin Sjaarda
- Department of Psychiatry, Queen's University, Kingston, ON K7L 7X3, Canada; Queen's Genomics Lab at Ongwanada, Queen's University, Kingston, ON K7M 8A6, Canada
| | - Isabel M Smith
- Department of Pediatrics, Dalhousie University, Halifax, NS B3H 4R2, Canada; IWK Health Centre, Halifax, NS B3K 6R8, Canada
| | - Peter Szatmari
- Department of Psychiatry, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada; Department of Psychiatry, University of Toronto, Toronto, ON M5T 1R8, Canada; Centre for Addiction and Mental Health, Toronto, ON M6J 1H4, Canada
| | - Lonnie Zwaigenbaum
- Department of Pediatrics, University of Alberta, Edmonton, AB T6G 1C9, Canada
| | - Azadeh Kushki
- Holland Bloorview Kids Rehabilitation Hospital, Toronto, ON M4G 1R8, Canada; Institute of Biomedical Engineering, University of Toronto, Toronto, ON M5S 3G9, Canada
| | - Thomas W Frazier
- Autism Speaks, Princeton, NJ 08540, USA; Department of Psychology, John Carroll University, Cleveland, OH 44118, USA
| | - Jacob A S Vorstman
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Psychiatry, University of Toronto, Toronto, ON M5T 1R8, Canada
| | - Khalid A Fakhro
- Department of Human Genetics, Sidra Medicine, Doha, Qatar; College of Health and Life Sciences, Hamad Bin Khalifa University, Doha, Qatar; Department of Genetic Medicine, Weill Cornell Medical College in Qatar, Doha, Qatar
| | - Bridget A Fernandez
- Department of Pediatrics, Children's Hospital Los Angeles, Los Angeles, CA 90027, USA; Keck School of Medicine of USC, University of Southern California, Los Angeles, CA 90033, USA
| | - M E Suzanne Lewis
- Department of Medical Genetics, University of British Columbia, Vancouver, BC V6H 3N1, Canada; BC Children's Hospital Research Institute, Vancouver, BC V5Z 4H4, Canada
| | - Rosanna Weksberg
- Division of Clinical and Metabolic Genetics, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada; Department of Pediatrics, University of Toronto, Toronto, ON M5G 1X8, Canada
| | | | - Ryan K C Yuen
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Evdokia Anagnostou
- Department of Pediatrics, University of Toronto, Toronto, ON M5G 1X8, Canada; Holland Bloorview Kids Rehabilitation Hospital, Toronto, ON M4G 1R8, Canada
| | - Neal Sondheimer
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada; Department of Pediatrics, University of Toronto, Toronto, ON M5G 1X8, Canada
| | - David Glazer
- Verily Life Sciences, South San Francisco, CA 94080, USA
| | | | - Stephen W Scherer
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada; McLaughlin Centre, Toronto, ON M5G 0A4, Canada.
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14
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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.
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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
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15
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Shakeshaft A, Laiou P, Abela E, Stavropoulos I, Richardson MP, Pal DK, Howell A, Hyde A, McQueen A, Duran A, Gaurav A, Collingwood A, Kitching A, Shakeshaft A, Papathanasiou A, Clough A, Gribbin A, Swain A, Needle A, Hall A, Smith A, Macleod A, Chhibda A, Fonferko-Shadrach B, Camara B, Petrova B, Stuart C, Hamilton C, Peacey C, Campbell C, Cotter C, Edwards C, Picton C, Busby C, Quamina C, Waite C, West C, Ng CC, Giavasi C, Backhouse C, Holliday C, Mewies C, Thow C, Egginton D, Dickerson D, Rice D, Mullan D, Daly D, Mcaleer D, Gardella E, Stephen E, Irvine E, Sacre E, Lin F, Castle G, Mackay G, Salim H, Cock H, Collier H, Cockerill H, Navarra H, Mhandu H, Crudgington H, Hayes I, Stavropoulos I, Daglish J, Smith J, Bartholomew J, Cotta J, Ceballos JP, Natarajan J, Crooks J, Quirk J, Bland J, Sidebottom J, Gesche J, Glenton J, Henry J, Davis J, Ball J, Selmer KK, Rhodes K, Holroyd K, Lim KS, O’Brien K, Thrasyvoulou L, Makawa L, Charles L, Richardson L, Nelson L, Walding L, Woodhead L, Ehiorobo L, Hawkins L, Adams L, Connon M, Home M, Baker M, Mencias M, Richardson MP, Sargent M, Syvertsen M, Milner M, Recto M, Chang M, O'Donoghue M, Young M, Ray M, Panjwani N, Ghaus N, Sudarsan N, Said N, Pickrell O, Easton P, Frattaroli P, McAlinden P, Harrison R, Swingler R, Wane R, Ramsay R, Møller RS, McDowall R, Clegg R, Uka S, White S, Truscott S, Francis S, Tittensor S, Sharman SJ, Chung SK, Patel S, Ellawela S, Begum S, Kempson S, Raj S, Bayley S, Warriner S, Kilroy S, MacFarlane S, Brown T, Samakomva T, Nortcliffe T, Calder V, Collins V, Parker V, Richmond V, Stern W, Haslam Z, Šobíšková Z, Agrawal A, Whiting A, Pratico A, Desurkar A, Saraswatula A, MacDonald B, Fong CY, Beier CP, Andrade D, Pauldhas D, Greenberg DA, Deekollu D, Pal DK, Jayachandran D, Lozsadi D, Galizia E, Scott F, Rubboli G, Angus-Leppan H, Talvik I, Takon I, Zarubova J, Koht J, Aram J, Lanyon K, Irwin K, Hamandi K, Yeung L, Strug LJ, Rees M, Reuber M, Kirkpatrick M, Taylor M, Maguire M, Koutroumanidis M, Khan M, Moran N, Striano P, Bala P, Bharat R, Pandey R, Mohanraj R, Thomas R, Belderbos R, Slaght SJ, Delamont S, Sastry S, Mariguddi S, Kumar S, Kumar S, Majeed T, Jegathasan U, Whitehouse W. Heterogeneity of resting-state EEG features in juvenile myoclonic epilepsy and controls. Brain Commun 2022; 4:fcac180. [PMID: 35873918 PMCID: PMC9301584 DOI: 10.1093/braincomms/fcac180] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Revised: 05/18/2022] [Accepted: 07/07/2022] [Indexed: 11/12/2022] Open
Abstract
Abnormal EEG features are a hallmark of epilepsy, and abnormal frequency and network features are apparent in EEGs from people with idiopathic generalized epilepsy in both ictal and interictal states. Here, we characterize differences in the resting-state EEG of individuals with juvenile myoclonic epilepsy and assess factors influencing the heterogeneity of EEG features. We collected EEG data from 147 participants with juvenile myoclonic epilepsy through the Biology of Juvenile Myoclonic Epilepsy study. Ninety-five control EEGs were acquired from two independent studies [Chowdhury et al. (2014) and EU-AIMS Longitudinal European Autism Project]. We extracted frequency and functional network-based features from 10 to 20 s epochs of resting-state EEG, including relative power spectral density, peak alpha frequency, network topology measures and brain network ictogenicity: a computational measure of the propensity of networks to generate seizure dynamics. We tested for differences between epilepsy and control EEGs using univariate, multivariable and receiver operating curve analysis. In addition, we explored the heterogeneity of EEG features within and between cohorts by testing for associations with potentially influential factors such as age, sex, epoch length and time, as well as testing for associations with clinical phenotypes including anti-seizure medication, and seizure characteristics in the epilepsy cohort. P-values were corrected for multiple comparisons. Univariate analysis showed significant differences in power spectral density in delta (2-5 Hz) (P = 0.0007, hedges' g = 0.55) and low-alpha (6-9 Hz) (P = 2.9 × 10-8, g = 0.80) frequency bands, peak alpha frequency (P = 0.000007, g = 0.66), functional network mean degree (P = 0.0006, g = 0.48) and brain network ictogenicity (P = 0.00006, g = 0.56) between epilepsy and controls. Since age (P = 0.009) and epoch length (P = 1.7 × 10-8) differed between the two groups and were potential confounders, we controlled for these covariates in multivariable analysis where disparities in EEG features between epilepsy and controls remained. Receiver operating curve analysis showed low-alpha power spectral density was optimal at distinguishing epilepsy from controls, with an area under the curve of 0.72. Lower average normalized clustering coefficient and shorter average normalized path length were associated with poorer seizure control in epilepsy patients. To conclude, individuals with juvenile myoclonic epilepsy have increased power of neural oscillatory activity at low-alpha frequencies, and increased brain network ictogenicity compared with controls, supporting evidence from studies in other epilepsies with considerable external validity. In addition, the impact of confounders on different frequency-based and network-based EEG features observed in this study highlights the need for careful consideration and control of these factors in future EEG research in idiopathic generalized epilepsy particularly for their use as biomarkers.
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Affiliation(s)
- Amy Shakeshaft
- Department of Basic & Clinical Neuroscience, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, UK,MRC Centre for Neurodevelopmental Disorders, King’s College London, London, UK
| | - Petroula Laiou
- Department of Biostatistics and Health Informatics, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, UK
| | - Eugenio Abela
- Department of Basic & Clinical Neuroscience, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, UK
| | | | - Mark P Richardson
- Correspondence may also be addressed to: Professor Mark P Richardson Maurice Wohl Clinical Neurosciences Institute Institute of Psychiatry, Psychology & Neuroscience King’s College London, 5 Cutcombe Road, London SE5 9RX, UK E-mail:
| | - Deb K Pal
- Correspondence to: Professor Deb K Pal Maurice Wohl Clinical Neurosciences Institute Institute of Psychiatry, Psychology & Neuroscience King’s College London 5 Cutcombe Road, London SE5 9RX, UK E-mail:
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Shakeshaft A, Panjwani N, Collingwood A, Crudgington H, Hall A, Andrade DM, Beier CP, Fong CY, Gardella E, Gesche J, Greenberg DA, Hamandi K, Koht J, Lim KS, Møller RS, Ng CC, Orsini A, Rees MI, Rubboli G, Selmer KK, Striano P, Syvertsen M, Thomas RH, Zarubova J, Richardson MP, Strug LJ, Pal DK. Sex-specific disease modifiers in juvenile myoclonic epilepsy. Sci Rep 2022; 12:2785. [PMID: 35190554 PMCID: PMC8861057 DOI: 10.1038/s41598-022-06324-2] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [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: 08/27/2021] [Accepted: 11/25/2021] [Indexed: 11/22/2022] Open
Abstract
Juvenile myoclonic epilepsy (JME) is a common idiopathic generalised epilepsy with variable seizure prognosis and sex differences in disease presentation. Here, we investigate the combined epidemiology of sex, seizure types and precipitants, and their influence on prognosis in JME, through cross-sectional data collected by The Biology of Juvenile Myoclonic Epilepsy (BIOJUME) consortium. 765 individuals met strict inclusion criteria for JME (female:male, 1.8:1). 59% of females and 50% of males reported triggered seizures, and in females only, this was associated with experiencing absence seizures (OR = 2.0, p < 0.001). Absence seizures significantly predicted drug resistance in both males (OR = 3.0, p = 0.001) and females (OR = 3.0, p < 0.001) in univariate analysis. In multivariable analysis in females, catamenial seizures (OR = 14.7, p = 0.001), absence seizures (OR = 6.0, p < 0.001) and stress-precipitated seizures (OR = 5.3, p = 0.02) were associated with drug resistance, while a photoparoxysmal response predicted seizure freedom (OR = 0.47, p = 0.03). Females with both absence seizures and stress-related precipitants constitute the prognostic subgroup in JME with the highest prevalence of drug resistance (49%) compared to females with neither (15%) and males (29%), highlighting the unmet need for effective, targeted interventions for this subgroup. We propose a new prognostic stratification for JME and suggest a role for circuit-based risk of seizure control as an avenue for further investigation.
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Affiliation(s)
- Amy Shakeshaft
- Department of Basic and Clinical Neurosciences, Maurice Wohl Clinical Neurosciences Institute, Institute of Psychiatry, Psychology and Neuroscience, King's College London, 5 Cutcombe Road, London, SE5 9RX, UK
- MRC Centre for Neurodevelopmental Disorders, King's College London, London, UK
| | - Naim Panjwani
- Program in Genetics and Genome Biology, The Hospital for Sick Children, 555 University Avenue, Toronto, ON, Canada
| | - Amber Collingwood
- Department of Basic and Clinical Neurosciences, Maurice Wohl Clinical Neurosciences Institute, Institute of Psychiatry, Psychology and Neuroscience, King's College London, 5 Cutcombe Road, London, SE5 9RX, UK
| | - Holly Crudgington
- Department of Basic and Clinical Neurosciences, Maurice Wohl Clinical Neurosciences Institute, Institute of Psychiatry, Psychology and Neuroscience, King's College London, 5 Cutcombe Road, London, SE5 9RX, UK
| | - Anna Hall
- Department of Basic and Clinical Neurosciences, Maurice Wohl Clinical Neurosciences Institute, Institute of Psychiatry, Psychology and Neuroscience, King's College London, 5 Cutcombe Road, London, SE5 9RX, UK
| | - Danielle M Andrade
- Adult Epilepsy Genetics Program, Krembil Research Institute, University of Toronto, Toronto, Canada
| | | | - Choong Yi Fong
- Division of Paediatric Neurology, Department of Paediatrics, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
| | | | | | | | | | - Jeanette Koht
- Department of Neurology, Oslo University Hospital, Oslo, Norway
| | - Kheng Seang Lim
- Division of Neurology, Department of Medicine, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
| | - Rikke S Møller
- Danish Epilepsy Centre, Dianalund, Denmark
- Department of Regional Health Services, University of Southern Denmark, Odense, Denmark
| | - Ching Ching Ng
- Institute of Biological Sciences, Faculty of Science, University of Malaya, Kuala Lumpur, Malaysia
| | - Alessandro Orsini
- Department of Clinical and Experimental Medicine, Pisa University Hospital, Pisa, Italy
| | - Mark I Rees
- Neurology Research Group, Swansea University Medical School, Swansea, UK
| | - Guido Rubboli
- Danish Epilepsy Centre, Dianalund, Denmark
- University of Copenhagen, Copenhagen, Denmark
| | - Kaja K Selmer
- Division of Clinical Neuroscience, Department of Research and Innovation, Oslo University Hospital, Oslo, Norway
- National Centre for Epilepsy, Oslo University Hospital, Oslo, Norway
| | - Pasquale Striano
- IRCCS Istituto 'G. Gaslini', Genoa, Italy
- University of Genova, Genoa, Italy
| | - Marte Syvertsen
- Department of Neurology, Drammen Hospital, Vestre Viken Health Trust, Oslo, Norway
| | - Rhys H Thomas
- Newcastle Upon Tyne NHS Foundation Trust, Newcastle, UK
- Faculty of Medical Sciences, Translational and Clinical Research Institute, Newcastle University, Newcastle, UK
| | - Jana Zarubova
- Department of Neurology, Second Faculty of Medicine, Charles University and Motol University Hospital, Prague, Czech Republic
| | - Mark P Richardson
- Department of Basic and Clinical Neurosciences, Maurice Wohl Clinical Neurosciences Institute, Institute of Psychiatry, Psychology and Neuroscience, King's College London, 5 Cutcombe Road, London, SE5 9RX, UK
- MRC Centre for Neurodevelopmental Disorders, King's College London, London, UK
- King's College Hospital, London, UK
| | - Lisa J Strug
- Program in Genetics and Genome Biology, The Hospital for Sick Children, 555 University Avenue, Toronto, ON, Canada.
- Departments of Statistical Sciences and Computer Science and Division of Biostatistics, The University of Toronto, Toronto, Canada.
| | - Deb K Pal
- Department of Basic and Clinical Neurosciences, Maurice Wohl Clinical Neurosciences Institute, Institute of Psychiatry, Psychology and Neuroscience, King's College London, 5 Cutcombe Road, London, SE5 9RX, UK.
- MRC Centre for Neurodevelopmental Disorders, King's College London, London, UK.
- King's College Hospital, London, UK.
- Evelina London Children's Hospital, London, UK.
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17
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Wang F, Panjwani N, Wang C, Sun L, Strug LJ. A flexible summary statistics-based colocalization method with application to the mucin cystic fibrosis lung disease modifier locus. Am J Hum Genet 2022; 109:253-269. [PMID: 35065708 PMCID: PMC8874229 DOI: 10.1016/j.ajhg.2021.12.012] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [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: 07/01/2021] [Accepted: 12/15/2021] [Indexed: 12/18/2022] Open
Abstract
Mucus obstruction is a central feature in the cystic fibrosis (CF) airways. A genome-wide association study (GWAS) of lung disease by the CF Gene Modifier Consortium (CFGMC) identified a significant locus containing two mucin genes, MUC20 and MUC4. Expression quantitative trait locus (eQTL) analysis using human nasal epithelia (HNE) from 94 CF-affected Canadians in the CFGMC demonstrated MUC4 eQTLs that mirrored the lung association pattern in the region, suggesting that MUC4 expression may mediate CF lung disease. Complications arose, however, with colocalization testing using existing methods: the locus is complex and the associated SNPs span a 0.2 Mb region with high linkage disequilibrium (LD) and evidence of allelic heterogeneity. We previously developed the Simple Sum (SS), a powerful colocalization test in regions with allelic heterogeneity, but SS assumed eQTLs to be present to achieve type I error control. Here we propose a two-stage SS (SS2) colocalization test that avoids a priori eQTL assumptions, accounts for multiple hypothesis testing and the composite null hypothesis, and enables meta-analysis. We compare SS2 to published approaches through simulation and demonstrate type I error control for all settings with the greatest power in the presence of high LD and allelic heterogeneity. Applying SS2 to the MUC20/MUC4 CF lung disease locus with eQTLs from CF HNE revealed significant colocalization with MUC4 (p = 1.31 × 10−5) rather than with MUC20. The SS2 is a powerful method to inform the responsible gene(s) at a locus and guide future functional studies. SS2 has been implemented in the application LocusFocus.
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Affiliation(s)
- Fan Wang
- Department of Statistical Sciences, University of Toronto, Toronto, ON M5G 1Z5, Canada; Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Naim Panjwani
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Cheng Wang
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Lei Sun
- Department of Statistical Sciences, University of Toronto, Toronto, ON M5G 1Z5, Canada; Biostatistics Division, Dalla Lana School of Public Health, University of Toronto, Toronto, ON M5T 3M7, Canada.
| | - Lisa J Strug
- Department of Statistical Sciences, University of Toronto, Toronto, ON M5G 1Z5, Canada; Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Biostatistics Division, Dalla Lana School of Public Health, University of Toronto, Toronto, ON M5T 3M7, Canada; Department of Computer Science, University of Toronto, Toronto, ON M5S 2E4, Canada; The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada.
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18
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He G, Panjwani N, Avolio J, Ouyang H, Keshavjee S, Rommens JM, Gonska T, Moraes TJ, Strug LJ. Expression of cystic fibrosis lung disease modifier genes in human airway models. J Cyst Fibros 2022; 21:616-622. [DOI: 10.1016/j.jcf.2022.02.007] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2021] [Revised: 01/05/2022] [Accepted: 02/09/2022] [Indexed: 12/13/2022]
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19
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Sun Q, Liu W, Rosen JD, Huang L, Pace RG, Dang H, Gallins PJ, Blue EE, Ling H, Corvol H, Strug LJ, Bamshad MJ, Gibson RL, Pugh EW, Blackman SM, Cutting GR, O’Neal WK, Zhou YH, Wright FA, Knowles MR, Wen J, Li Y. Leveraging TOPMed Imputation Server and Constructing a Cohort-Specific Imputation Reference Panel to Enhance Genotype Imputation among Cystic Fibrosis Patients. Human Genetics and Genomics Advances 2022; 3:100090. [PMID: 35128485 PMCID: PMC8804187 DOI: 10.1016/j.xhgg.2022.100090] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2021] [Accepted: 01/06/2022] [Indexed: 11/25/2022] Open
Abstract
Cystic fibrosis (CF) is a severe genetic disorder that can cause multiple comorbidities affecting the lungs, the pancreas, the luminal digestive system and beyond. In our previous genome-wide association studies (GWAS), we genotyped approximately 8,000 CF samples using a mixture of different genotyping platforms. More recently, the Cystic Fibrosis Genome Project (CFGP) performed deep (approximately 30×) whole genome sequencing (WGS) of 5,095 samples to better understand the genetic mechanisms underlying clinical heterogeneity among patients with CF. For mixtures of GWAS array and WGS data, genotype imputation has proven effective in increasing effective sample size. Therefore, we first performed imputation for the approximately 8,000 CF samples with GWAS array genotype using the Trans-Omics for Precision Medicine (TOPMed) freeze 8 reference panel. Our results demonstrate that TOPMed can provide high-quality imputation for patients with CF, boosting genomic coverage from approximately 0.3–4.2 million genotyped markers to approximately 11–43 million well-imputed markers, and significantly improving polygenic risk score (PRS) prediction accuracy. Furthermore, we built a CF-specific CFGP reference panel based on WGS data of patients with CF. We demonstrate that despite having approximately 3% the sample size of TOPMed, our CFGP reference panel can still outperform TOPMed when imputing some CF disease-causing variants, likely owing to allele and haplotype differences between patients with CF and general populations. We anticipate our imputed data for 4,656 samples without WGS data will benefit our subsequent genetic association studies, and the CFGP reference panel built from CF WGS samples will benefit other investigators studying CF.
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20
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Lin YC, Keenan K, Gong J, Panjwani N, Avolio J, Lin F, Adam D, Barrett P, Bégin S, Berthiaume Y, Bilodeau L, Bjornson C, Brusky J, Burgess C, Chilvers M, Consunji-Araneta R, Côté-Maurais G, Dale A, Donnelly C, Fairservice L, Griffin K, Henderson N, Hillaby A, Hughes D, Iqbal S, Itterman J, Jackson M, Karlsen E, Kosteniuk L, Lazosky L, Leung W, Levesque V, Maille É, Mateos-Corral D, McMahon V, Merjaneh M, Morrison N, Parkins M, Pike J, Price A, Quon BS, Reisman J, Smith C, Smith MJ, Vadeboncoeur N, Veniott D, Viczko T, Wilcox P, van Wylick R, Cutting G, Tullis E, Ratjen F, Rommens JM, Sun L, Solomon M, Stephenson AL, Brochiero E, Blackman S, Corvol H, Strug LJ. Correction to: Cystic fibrosis-related diabetes onset can be predicted using biomarkers measured at birth. Genet Med 2021; 23:2235-2236. [PMID: 34389817 PMCID: PMC8553623 DOI: 10.1038/s41436-021-01281-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Affiliation(s)
- Yu-Chung Lin
- Department of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
| | - Katherine Keenan
- Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Jiafen Gong
- Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Naim Panjwani
- Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Julie Avolio
- Program in Translational Medicine, The Hospital for Sick Children, Toronto, ON, Canada
| | - Fan Lin
- Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Damien Adam
- Department of Medicine, Faculty of Medicine, Université de Montréal, Montréal, QC, Canada.,CRCHUM, Montréal, QC, Canada
| | | | | | - Yves Berthiaume
- Department of Medicine, Faculty of Medicine, Université de Montréal, Montréal, QC, Canada
| | - Lara Bilodeau
- Centre de recherche de l'Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval, Québec City, QC, Canada
| | | | - Janna Brusky
- Jim Pattison Children's Hospital, Saskatoon, SK, Canada
| | | | - Mark Chilvers
- British Columbia Children's Hospital, Vancouver, BC, Canada
| | | | | | - Andrea Dale
- Queen Elizabeth II Health Sciences Centre, Halifax, NS, Canada
| | | | | | | | | | | | | | - Shaikh Iqbal
- The Children's Hospital of Winnipeg, Winnipeg, MB, Canada
| | | | - Mary Jackson
- Royal University Hospital, Saskatoon, SK, Canada
| | | | | | | | - Winnie Leung
- University of Alberta Hospital, Edmonton, AB, Canada
| | | | | | | | | | | | - Nancy Morrison
- Queen Elizabeth II Health Sciences Centre, Halifax, NS, Canada
| | | | | | - April Price
- The Children's Hospital of Western Ontario, London, ON, Canada
| | | | - Joe Reisman
- The Children's Hospital of Eastern Ontario, Ottawa, ON, Canada
| | - Clare Smith
- Foothills Medical Centre, Calgary, AB, Canada
| | - Mary Jane Smith
- Janeway Children's Health & Rehabilitation Centre, St. John's, NL, Canada
| | - Nathalie Vadeboncoeur
- Centre de recherche de l'Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval, Québec City, QC, Canada
| | | | - Terry Viczko
- British Columbia Children's Hospital, Vancouver, BC, Canada
| | | | | | - Garry Cutting
- McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | | | - Felix Ratjen
- Program in Translational Medicine, The Hospital for Sick Children, Toronto, ON, Canada.,Division of Respiratory Medicine, Hospital for Sick Children, Toronto, ON, Canada
| | - Johanna M Rommens
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Lei Sun
- Department of Statistical Sciences, University of Toronto, Toronto, ON, Canada
| | - Melinda Solomon
- Division of Respiratory Medicine, Hospital for Sick Children, Toronto, ON, Canada
| | | | - Emmanuelle Brochiero
- Department of Medicine, Faculty of Medicine, Université de Montréal, Montréal, QC, Canada.,CRCHUM, Montréal, QC, Canada
| | - Scott Blackman
- McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Harriet Corvol
- Assistance Publique-Hôpitaux de Paris, Hôpital Trousseau, Pediatric Pulmonary Department, Paris, France.,Sorbonne Université, Institut National de la Santé et de la Recherche Médicale, Centre de Recherche Saint Antoine, Paris, France
| | - Lisa J Strug
- Department of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada. .,Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada. .,Department of Statistical Sciences, University of Toronto, Toronto, ON, Canada. .,The Center for Applied Genomics, The Hospital for Sick Children, Toronto, ON, Canada. .,Department of Computer Science, University of Toronto, Toronto, ON, Canada.
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21
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Povysil G, Butler-Laporte G, Shang N, Wang C, Khan A, Alaamery M, Nakanishi T, Zhou S, Forgetta V, Eveleigh RJ, Bourgey M, Aziz N, Jones SJ, Knoppers B, Scherer SW, Strug LJ, Lepage P, Ragoussis J, Bourque G, Alghamdi J, Aljawini N, Albes N, Al-Afghani HM, Alghamdi B, Almutairi MS, Mahmoud ES, Abu-Safieh L, El Bardisy H, Harthi FSA, Alshareef A, Suliman BA, Alqahtani SA, Almalik A, Alrashed MM, Massadeh S, Mooser V, Lathrop M, Fawzy M, Arabi YM, Mbarek H, Saad C, Al-Muftah W, Jung J, Mangul S, Badji R, Thani AA, Ismail SI, Gharavi AG, Abedalthagafi MS, Richards JB, Goldstein DB, Kiryluk K. Rare loss-of-function variants in type I IFN immunity genes are not associated with severe COVID-19. J Clin Invest 2021; 131:147834. [PMID: 34043590 PMCID: PMC8279578 DOI: 10.1172/jci147834] [Citation(s) in RCA: 31] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2021] [Accepted: 05/25/2021] [Indexed: 12/25/2022] Open
Abstract
A recent report found that rare predicted loss-of-function (pLOF) variants across 13 candidate genes in TLR3- and IRF7-dependent type I IFN pathways explain up to 3.5% of severe COVID-19 cases. We performed whole-exome or whole-genome sequencing of 1,864 COVID-19 cases (713 with severe and 1,151 with mild disease) and 15,033 ancestry-matched population controls across 4 independent COVID-19 biobanks. We tested whether rare pLOF variants in these 13 genes were associated with severe COVID-19. We identified only 1 rare pLOF mutation across these genes among 713 cases with severe COVID-19 and observed no enrichment of pLOFs in severe cases compared to population controls or mild COVID-19 cases. We found no evidence of association of rare LOF variants in the 13 candidate genes with severe COVID-19 outcomes.
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Affiliation(s)
- Gundula Povysil
- Institute for Genomic Medicine, Columbia University, New York, New York, USA
| | - Guillaume Butler-Laporte
- Lady Davis Institute for Medical Research, Montréal, Québec, Canada
- Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montréal, Québec, Canada
| | - Ning Shang
- Division of Nephrology, Department of Medicine, Vagelos College of Physicians & Surgeons, Columbia University, New York, New York, USA
| | - Chen Wang
- Division of Nephrology, Department of Medicine, Vagelos College of Physicians & Surgeons, Columbia University, New York, New York, USA
| | - Atlas Khan
- Division of Nephrology, Department of Medicine, Vagelos College of Physicians & Surgeons, Columbia University, New York, New York, USA
| | - Manal Alaamery
- Developmental Medicine Department, King Abdullah International Medical Research Center, King Saud Bin Abdulaziz University for Health Sciences, King Abdulaziz Medical City, Ministry of National Guard Health Affairs, Riyadh, Saudi Arabia
- Saudi Human Genome Project at King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - Tomoko Nakanishi
- Lady Davis Institute for Medical Research, Montréal, Québec, Canada
- Department of Human Genetics, McGill University, Montréal, Québec, Canada
- Kyoto-McGill International Collaborative School in Genomic Medicine, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Sirui Zhou
- Lady Davis Institute for Medical Research, Montréal, Québec, Canada
| | | | - Robert J.M. Eveleigh
- Canadian Centre for Computational Genomics, McGill University, Montréal, Québec, Canada
- McGill Genome Center, McGill University, Montréal, Québec, Canada
| | - Mathieu Bourgey
- Canadian Centre for Computational Genomics, McGill University, Montréal, Québec, Canada
- McGill Genome Center, McGill University, Montréal, Québec, Canada
| | - Naveed Aziz
- Canadian COVID Genomics Network, HostSeq Project, Canada
| | | | | | | | - Lisa J. Strug
- Canadian COVID Genomics Network, HostSeq Project, Canada
| | - Pierre Lepage
- Canadian Centre for Computational Genomics, McGill University, Montréal, Québec, Canada
| | - Jiannis Ragoussis
- Department of Human Genetics, McGill University, Montréal, Québec, Canada
- Canadian Centre for Computational Genomics, McGill University, Montréal, Québec, Canada
| | - Guillaume Bourque
- Department of Human Genetics, McGill University, Montréal, Québec, Canada
- McGill Genome Center, McGill University, Montréal, Québec, Canada
- Canadian Centre for Computational Genomics, McGill University, Montréal, Québec, Canada
| | | | - Nora Aljawini
- KACST-BWH Centre of Excellence for Biomedicine, Joint Centers of Excellence Program, King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - Nour Albes
- KACST-BWH Centre of Excellence for Biomedicine, Joint Centers of Excellence Program, King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - Hani M. Al-Afghani
- Laboratory Department, Security Forces Hospital, General Directorate of Medical Services, Ministry of Interior, Makkah, Saudi Arabia
| | - Bader Alghamdi
- Developmental Medicine Department, King Abdullah International Medical Research Center, King Saud Bin Abdulaziz University for Health Sciences, King Abdulaziz Medical City, Ministry of National Guard Health Affairs, Riyadh, Saudi Arabia
| | - Mansour S. Almutairi
- Developmental Medicine Department, King Abdullah International Medical Research Center, King Saud Bin Abdulaziz University for Health Sciences, King Abdulaziz Medical City, Ministry of National Guard Health Affairs, Riyadh, Saudi Arabia
| | - Ebrahim Sabri Mahmoud
- Ministry of the National Guard Health Affairs, King Abdullah International Medical Research Center and King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia
| | - Leen Abu-Safieh
- Genomics Research Department, Saudi Human Genome Project, King Fahad Medical City and King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - Hadeel El Bardisy
- Genomics Research Department, Saudi Human Genome Project, King Fahad Medical City and King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - Fawz S. Al Harthi
- Genomics Research Department, Saudi Human Genome Project, King Fahad Medical City and King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | | | - Bandar Ali Suliman
- College of Applied Medical Sciences, Taibah University, Madina, Saudi Arabia
| | - Saleh A. Alqahtani
- Liver Transplant Unit, King Faisal Specialist Hospital and Research Centre, Riyadh, Saudi Arabia
- Division of Gastroenterology and Hepatology, Johns Hopkins University, Baltimore, Maryland, USA
| | - Abdulaziz Almalik
- Life Science and Environmental Institute, King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - May M. Alrashed
- Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia
| | - Salam Massadeh
- Developmental Medicine Department, King Abdullah International Medical Research Center, King Saud Bin Abdulaziz University for Health Sciences, King Abdulaziz Medical City, Ministry of National Guard Health Affairs, Riyadh, Saudi Arabia
- Saudi Human Genome Project at King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - Vincent Mooser
- Department of Human Genetics, McGill University, Montréal, Québec, Canada
| | - Mark Lathrop
- Department of Human Genetics, McGill University, Montréal, Québec, Canada
- Canadian COVID Genomics Network, HostSeq Project, Canada
- Canadian Centre for Computational Genomics, McGill University, Montréal, Québec, Canada
| | - Mohamed Fawzy
- Genomics Research Department, Saudi Human Genome Project, King Fahad Medical City and King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - Yaseen M. Arabi
- Ministry of the National Guard Health Affairs, King Abdullah International Medical Research Center and King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia
| | - Hamdi Mbarek
- Qatar Genome Program, Qatar Foundation Research, Development and Innovation, Qatar Foundation, Doha, Qatar
| | - Chadi Saad
- Qatar Genome Program, Qatar Foundation Research, Development and Innovation, Qatar Foundation, Doha, Qatar
| | - Wadha Al-Muftah
- Qatar Genome Program, Qatar Foundation Research, Development and Innovation, Qatar Foundation, Doha, Qatar
| | - Junghyun Jung
- Department of Clinical Pharmacy, School of Pharmacy, University of Southern California, Los Angeles, California, USA
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Serghei Mangul
- Department of Clinical Pharmacy, School of Pharmacy, University of Southern California, Los Angeles, California, USA
| | - Radja Badji
- Qatar Genome Program, Qatar Foundation Research, Development and Innovation, Qatar Foundation, Doha, Qatar
| | - Asma Al Thani
- Qatar Genome Program, Qatar Foundation Research, Development and Innovation, Qatar Foundation, Doha, Qatar
| | - Said I. Ismail
- Qatar Genome Program, Qatar Foundation Research, Development and Innovation, Qatar Foundation, Doha, Qatar
| | - Ali G. Gharavi
- Institute for Genomic Medicine, Columbia University, New York, New York, USA
- Division of Nephrology, Department of Medicine, Vagelos College of Physicians & Surgeons, Columbia University, New York, New York, USA
- Center for Precision Medicine and Genomics, Department of Medicine, Vagelos College of Physicians & Surgeons, Columbia University, New York, New York, USA
| | - Malak S. Abedalthagafi
- Genomics Research Department, Saudi Human Genome Project, King Fahad Medical City and King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - J. Brent Richards
- Lady Davis Institute for Medical Research, Montréal, Québec, Canada
- Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montréal, Québec, Canada
- Kyoto-McGill International Collaborative School in Genomic Medicine, Graduate School of Medicine, Kyoto University, Kyoto, Japan
- Department of Twin Research, King’s College London, London, United Kingdom
| | - David B. Goldstein
- Institute for Genomic Medicine, Columbia University, New York, New York, USA
- Department of Genetics & Development, Columbia University, New York, New York, USA
| | - Krzysztof Kiryluk
- Institute for Genomic Medicine, Columbia University, New York, New York, USA
- Division of Nephrology, Department of Medicine, Vagelos College of Physicians & Surgeons, Columbia University, New York, New York, USA
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22
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Chen B, Craiu RV, Strug LJ, Sun L. The X factor: A robust and powerful approach to X-chromosome-inclusive whole-genome association studies. Genet Epidemiol 2021; 45:694-709. [PMID: 34224641 PMCID: PMC9292551 DOI: 10.1002/gepi.22422] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2021] [Revised: 05/14/2021] [Accepted: 05/28/2021] [Indexed: 12/17/2022]
Abstract
The X‐chromosome is often excluded from genome‐wide association studies because of analytical challenges. Some of the problems, such as the random, skewed, or no X‐inactivation model uncertainty, have been investigated. Other considerations have received little to no attention, such as the value in considering nonadditive and gene–sex interaction effects, and the inferential consequence of choosing different baseline alleles (i.e., the reference vs. the alternative allele). Here we propose a unified and flexible regression‐based association test for X‐chromosomal variants. We provide theoretical justifications for its robustness in the presence of various model uncertainties, as well as for its improved power when compared with the existing approaches under certain scenarios. For completeness, we also revisit the autosomes and show that the proposed framework leads to a more robust approach than the standard method. Finally, we provide supporting evidence by revisiting several published association studies. Supporting Information for this article are available online.
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Affiliation(s)
- Bo Chen
- Department of Statistical Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Radu V Craiu
- Department of Statistical Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Lisa J Strug
- Department of Statistical Sciences, University of Toronto, Toronto, Ontario, Canada.,Biostatistics Division, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.,Department of Computer Science, University of Toronto, Toronto, Ontario, Canada.,Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Lei Sun
- Department of Statistical Sciences, University of Toronto, Toronto, Ontario, Canada.,Biostatistics Division, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
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23
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Burton CL, Lemire M, Xiao B, Corfield EC, Erdman L, Bralten J, Poelmans G, Yu D, Shaheen SM, Goodale T, Sinopoli VM, Soreni N, Hanna GL, Fitzgerald KD, Rosenberg D, Nestadt G, Paterson AD, Strug LJ, Schachar RJ, Crosbie J, Arnold PD. Genome-wide association study of pediatric obsessive-compulsive traits: shared genetic risk between traits and disorder. Transl Psychiatry 2021; 11:91. [PMID: 33531474 PMCID: PMC7870035 DOI: 10.1038/s41398-020-01121-9] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/12/2020] [Revised: 11/06/2020] [Accepted: 11/24/2020] [Indexed: 12/02/2022] Open
Abstract
Using a novel trait-based measure, we examined genetic variants associated with obsessive-compulsive (OC) traits and tested whether OC traits and obsessive-compulsive disorder (OCD) shared genetic risk. We conducted a genome-wide association analysis (GWAS) of OC traits using the Toronto Obsessive-Compulsive Scale (TOCS) in 5018 unrelated Caucasian children and adolescents from the community (Spit for Science sample). We tested the hypothesis that genetic variants associated with OC traits from the community would be associated with clinical OCD using a meta-analysis of all currently available OCD cases. Shared genetic risk was examined between OC traits and OCD in the respective samples using polygenic risk score and genetic correlation analyses. A locus tagged by rs7856850 in an intron of PTPRD (protein tyrosine phosphatase δ) was significantly associated with OC traits at the genome-wide significance level (p = 2.48 × 10-8). rs7856850 was also associated with OCD in a meta-analysis of OCD case/control genome-wide datasets (p = 0.0069). The direction of effect was the same as in the community sample. Polygenic risk scores from OC traits were significantly associated with OCD in case/control datasets and vice versa (p's < 0.01). OC traits were highly, but not significantly, genetically correlated with OCD (rg = 0.71, p = 0.062). We report the first validated genome-wide significant variant for OC traits in PTPRD, downstream of the most significant locus in a previous OCD GWAS. OC traits measured in the community sample shared genetic risk with OCD case/control status. Our results demonstrate the feasibility and power of using trait-based approaches in community samples for genetic discovery.
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Affiliation(s)
| | | | - Bowei Xiao
- Genetics and Genome Biology Hospital for Sick Children, Toronto, Canada
| | | | - Lauren Erdman
- Genetics and Genome Biology Hospital for Sick Children, Toronto, Canada
| | - Janita Bralten
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Nijmegen, The Netherlands
| | - Geert Poelmans
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Dongmei Yu
- The Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
- The Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - S-M Shaheen
- The Mathison Centre for Mental Health Research and Education, Hotchkiss Brain Institute, Calgary, Canada
- Departments of Psychiatry and Medical Genetics, Cumming School of Medicine, University of Calgary, Calgary, Canada
| | - Tara Goodale
- Neurosciences and Mental Health, Toronto, Canada
| | - Vanessa M Sinopoli
- Genetics and Genome Biology Hospital for Sick Children, Toronto, Canada
- Institute of Medical Science, University of Toronto, Toronto, Canada
| | - Noam Soreni
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Ontario, Canada
| | - Gregory L Hanna
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Kate D Fitzgerald
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - David Rosenberg
- Department of Psychiatry and Behavioural Neurosciences, Wayne State University, Detroit, MI, USA
| | - Gerald Nestadt
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
| | - Andrew D Paterson
- Genetics and Genome Biology Hospital for Sick Children, Toronto, Canada
- Divisions of Epidemiology and Biostatistics, Dalla Lana School of Public Health, Toronto, Canada
| | - Lisa J Strug
- Genetics and Genome Biology Hospital for Sick Children, Toronto, Canada
- Department of Statistical Sciences, Faculty of Arts and Science, Toronto, Canada
| | - Russell J Schachar
- Neurosciences and Mental Health, Toronto, Canada
- Department of Psychiatry, Faculty of Medicine, University of Toronto, Toronto, Canada
| | - Jennifer Crosbie
- Neurosciences and Mental Health, Toronto, Canada
- Department of Psychiatry, Faculty of Medicine, University of Toronto, Toronto, Canada
| | - Paul D Arnold
- Genetics and Genome Biology Hospital for Sick Children, Toronto, Canada
- The Mathison Centre for Mental Health Research and Education, Hotchkiss Brain Institute, Calgary, Canada
- Departments of Psychiatry and Medical Genetics, Cumming School of Medicine, University of Calgary, Calgary, Canada
- Department of Psychiatry, Faculty of Medicine, University of Toronto, Toronto, Canada
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24
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Lin YC, Keenan K, Gong J, Panjwani N, Avolio J, Lin F, Adam D, Barrett P, Bégin S, Berthiaume Y, Bilodeau L, Bjornson C, Brusky J, Burgess C, Chilvers M, Consunji-Araneta R, Côté-Maurais G, Dale A, Donnelly C, Fairservice L, Griffin K, Henderson N, Hillaby A, Hughes D, Iqbal S, Itterman J, Jackson M, Karlsen E, Kosteniuk L, Lazosky L, Leung W, Levesque V, Maille É, Mateos-Corral D, McMahon V, Merjaneh M, Morrison N, Parkins M, Pike J, Price A, Quon BS, Reisman J, Smith C, Smith MJ, Vadeboncoeur N, Veniott D, Viczko T, Wilcox P, van Wylick R, Cutting G, Tullis E, Ratjen F, Rommens JM, Sun L, Solomon M, Stephenson AL, Brochiero E, Blackman S, Corvol H, Strug LJ. Cystic fibrosis-related diabetes onset can be predicted using biomarkers measured at birth. Genet Med 2021; 23:927-933. [PMID: 33500570 PMCID: PMC8105168 DOI: 10.1038/s41436-020-01073-x] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2020] [Revised: 12/09/2020] [Accepted: 12/15/2020] [Indexed: 12/16/2022] Open
Abstract
Purpose Cystic fibrosis (CF), caused by pathogenic variants in the CF transmembrane conductance regulator (CFTR), affects multiple organs including the exocrine pancreas, which is a causal contributor to cystic fibrosis–related diabetes (CFRD). Untreated CFRD causes increased CF-related mortality whereas early detection can improve outcomes. Methods Using genetic and easily accessible clinical measures available at birth, we constructed a CFRD prediction model using the Canadian CF Gene Modifier Study (CGS; n = 1,958) and validated it in the French CF Gene Modifier Study (FGMS; n = 1,003). We investigated genetic variants shown to associate with CF disease severity across multiple organs in genome-wide association studies. Results The strongest predictors included sex, CFTR severity score, and several genetic variants including one annotated to PRSS1, which encodes cationic trypsinogen. The final model defined in the CGS shows excellent agreement when validated on the FGMS, and the risk classifier shows slightly better performance at predicting CFRD risk later in life in both studies. Conclusion We demonstrated clinical utility by comparing CFRD prevalence rates between the top 10% of individuals with the highest risk and the bottom 10% with the lowest risk. A web-based application was developed to provide practitioners with patient-specific CFRD risk to guide CFRD monitoring and treatment.
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Affiliation(s)
- Yu-Chung Lin
- Department of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
| | - Katherine Keenan
- Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Jiafen Gong
- Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Naim Panjwani
- Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Julie Avolio
- Program in Translational Medicine, The Hospital for Sick Children, Toronto, ON, Canada
| | - Fan Lin
- Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Damien Adam
- Department of Medicine, Faculty of Medicine, Université de Montréal, Montréal, QC, Canada.,CRCHUM, Montréal, QC, Canada
| | | | | | - Yves Berthiaume
- Department of Medicine, Faculty of Medicine, Université de Montréal, Montréal, QC, Canada
| | - Lara Bilodeau
- Centre de recherche de l'Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval, Québec City, QC, Canada
| | | | - Janna Brusky
- Jim Pattison Children's Hospital, Saskatoon, SK, Canada
| | | | - Mark Chilvers
- British Columbia Children's Hospital, Vancouver, BC, Canada
| | | | | | - Andrea Dale
- Queen Elizabeth II Health Sciences Centre, Halifax, NS, Canada
| | | | | | | | | | | | | | - Shaikh Iqbal
- The Children's Hospital of Winnipeg, Winnipeg, MB, Canada
| | | | - Mary Jackson
- Royal University Hospital, Saskatoon, SK, Canada
| | | | | | | | - Winnie Leung
- University of Alberta Hospital, Edmonton, AB, Canada
| | | | | | | | | | | | - Nancy Morrison
- Queen Elizabeth II Health Sciences Centre, Halifax, NS, Canada
| | | | | | - April Price
- The Children's Hospital of Western Ontario, London, ON, Canada
| | | | - Joe Reisman
- The Children's Hospital of Eastern Ontario, Ottawa, ON, Canada
| | - Clare Smith
- Foothills Medical Centre, Calgary, AB, Canada
| | - Mary Jane Smith
- Janeway Children's Health & Rehabilitation Centre, St. John's, NL, Canada
| | - Nathalie Vadeboncoeur
- Centre de recherche de l'Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval, Québec City, QC, Canada
| | | | - Terry Viczko
- British Columbia Children's Hospital, Vancouver, BC, Canada
| | | | | | - Garry Cutting
- McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | | | - Felix Ratjen
- Program in Translational Medicine, The Hospital for Sick Children, Toronto, ON, Canada.,Division of Respiratory Medicine, Hospital for Sick Children, Toronto, ON, Canada
| | - Johanna M Rommens
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Lei Sun
- Department of Statistical Sciences, University of Toronto, Toronto, ON, Canada
| | - Melinda Solomon
- Division of Respiratory Medicine, Hospital for Sick Children, Toronto, ON, Canada
| | | | - Emmanuelle Brochiero
- Department of Medicine, Faculty of Medicine, Université de Montréal, Montréal, QC, Canada.,CRCHUM, Montréal, QC, Canada
| | - Scott Blackman
- McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Harriet Corvol
- Assistance Publique-Hôpitaux de Paris, Hôpital Trousseau, Pediatric Pulmonary Department, Paris, France.,Sorbonne Université, Institut National de la Santé et de la Recherche Médicale, Centre de Recherche Saint Antoine, Paris, France
| | - Lisa J Strug
- Department of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada. .,Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada. .,Department of Statistical Sciences, University of Toronto, Toronto, ON, Canada. .,The Center for Applied Genomics, The Hospital for Sick Children, Toronto, ON, Canada. .,Department of Computer Science, University of Toronto, Toronto, ON, Canada.
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25
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Rauscher R, Bampi GB, Guevara-Ferrer M, Santos LA, Joshi D, Mark D, Strug LJ, Rommens JM, Ballmann M, Sorscher EJ, Oliver KE, Ignatova Z. Positive epistasis between disease-causing missense mutations and silent polymorphism with effect on mRNA translation velocity. Proc Natl Acad Sci U S A 2021; 118:e2010612118. [PMID: 33468668 PMCID: PMC7848603 DOI: 10.1073/pnas.2010612118] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023] Open
Abstract
Epistasis refers to the dependence of a mutation on other mutation(s) and the genetic context in general. In the context of human disorders, epistasis complicates the spectrum of disease symptoms and has been proposed as a major contributor to variations in disease outcome. The nonadditive relationship between mutations and the lack of complete understanding of the underlying physiological effects limit our ability to predict phenotypic outcome. Here, we report positive epistasis between intragenic mutations in the cystic fibrosis transmembrane conductance regulator (CFTR)-the gene responsible for cystic fibrosis (CF) pathology. We identified a synonymous single-nucleotide polymorphism (sSNP) that is invariant for the CFTR amino acid sequence but inverts translation speed at the affected codon. This sSNP in cis exhibits positive epistatic effects on some CF disease-causing missense mutations. Individually, both mutations alter CFTR structure and function, yet when combined, they lead to enhanced protein expression and activity. The most robust effect was observed when the sSNP was present in combination with missense mutations that, along with the primary amino acid change, also alter the speed of translation at the affected codon. Functional studies revealed that synergistic alteration in ribosomal velocity is the underlying mechanism; alteration of translation speed likely increases the time window for establishing crucial domain-domain interactions that are otherwise perturbed by each individual mutation.
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Affiliation(s)
- Robert Rauscher
- Biochemistry and Molecular Biology, Department of Chemistry, University of Hamburg, 20146 Hamburg, Germany
| | - Giovana B Bampi
- Biochemistry and Molecular Biology, Department of Chemistry, University of Hamburg, 20146 Hamburg, Germany
| | - Marta Guevara-Ferrer
- Biochemistry and Molecular Biology, Department of Chemistry, University of Hamburg, 20146 Hamburg, Germany
| | - Leonardo A Santos
- Biochemistry and Molecular Biology, Department of Chemistry, University of Hamburg, 20146 Hamburg, Germany
| | - Disha Joshi
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA 30322
- Children's Healthcare of Atlanta, Atlanta, GA 30322
| | - David Mark
- Biochemistry and Molecular Biology, Department of Chemistry, University of Hamburg, 20146 Hamburg, Germany
| | - Lisa J Strug
- Program in Genetics & Genome Biology, The Hospital for Sick Children, Toronto M5G 0A4, Canada
- Department of Statistical Sciences, Computer Science and Division of Biostatistics, University of Toronto, Toronto M5G 0A4, Canada
| | - Johanna M Rommens
- Program in Genetics & Genome Biology, The Hospital for Sick Children, Toronto M5G 0A4, Canada
| | | | - Eric J Sorscher
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA 30322
- Children's Healthcare of Atlanta, Atlanta, GA 30322
| | - Kathryn E Oliver
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA 30322
- Children's Healthcare of Atlanta, Atlanta, GA 30322
| | - Zoya Ignatova
- Biochemistry and Molecular Biology, Department of Chemistry, University of Hamburg, 20146 Hamburg, Germany;
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26
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Lin YC, Brooks JD, Bull SB, Gagnon F, Greenwood CMT, Hung RJ, Lawless J, Paterson AD, Sun L, Strug LJ. Statistical power in COVID-19 case-control host genomic study design. Genome Med 2020; 12:115. [PMID: 33371892 PMCID: PMC7768597 DOI: 10.1186/s13073-020-00818-2] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [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: 09/01/2020] [Accepted: 12/07/2020] [Indexed: 12/21/2022] Open
Abstract
The identification of genetic variation that directly impacts infection susceptibility to SARS-CoV-2 and disease severity of COVID-19 is an important step towards risk stratification, personalized treatment plans, therapeutic, and vaccine development and deployment. Given the importance of study design in infectious disease genetic epidemiology, we use simulation and draw on current estimates of exposure, infectivity, and test accuracy of COVID-19 to demonstrate the feasibility of detecting host genetic factors associated with susceptibility and severity in published COVID-19 study designs. We demonstrate that limited phenotypic data and exposure/infection information in the early stages of the pandemic significantly impact the ability to detect most genetic variants with moderate effect sizes, especially when studying susceptibility to SARS-CoV-2 infection. Our insights can aid in the interpretation of genetic findings emerging in the literature and guide the design of future host genetic studies.
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Affiliation(s)
- Yu-Chung Lin
- Dalla Lana School of Public Health, University of Toronto, Room 500, 155 College St, Toronto, ON, M5T3M7, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Room 12.9801, 686 Bay Street, Toronto, ON, M5G0A4, Canada
| | - Jennifer D Brooks
- Dalla Lana School of Public Health, University of Toronto, Room 500, 155 College St, Toronto, ON, M5T3M7, Canada
| | - Shelley B Bull
- Dalla Lana School of Public Health, University of Toronto, Room 500, 155 College St, Toronto, ON, M5T3M7, Canada
- Prosserman Centre for Population Health Research, Lunenfeld-Tanenbaum Research Institute, Sinai Health System, Toronto, ON, Canada
| | - France Gagnon
- Dalla Lana School of Public Health, University of Toronto, Room 500, 155 College St, Toronto, ON, M5T3M7, Canada
| | - Celia M T Greenwood
- Gerald Bronfman Department of Oncology, Department of Epidemiology, Biostatistics & Occupational Health, Department of Human Genetics, McGill University, Montreal, QC, Canada
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, QC, Canada
| | - Rayjean J Hung
- Dalla Lana School of Public Health, University of Toronto, Room 500, 155 College St, Toronto, ON, M5T3M7, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Room 12.9801, 686 Bay Street, Toronto, ON, M5G0A4, Canada
| | - Jerald Lawless
- Department of Statistics and Actuarial Science, University of Waterloo, Waterloo, ON, Canada
| | - Andrew D Paterson
- Dalla Lana School of Public Health, University of Toronto, Room 500, 155 College St, Toronto, ON, M5T3M7, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Room 12.9801, 686 Bay Street, Toronto, ON, M5G0A4, Canada
| | - Lei Sun
- Dalla Lana School of Public Health, University of Toronto, Room 500, 155 College St, Toronto, ON, M5T3M7, Canada
- Department of Statistical Sciences, University of Toronto, 9th Floor, Ontario Power Building 700 University Ave, Toronto, ON, M5G 1Z5, Canada
| | - Lisa J Strug
- Dalla Lana School of Public Health, University of Toronto, Room 500, 155 College St, Toronto, ON, M5T3M7, Canada.
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Room 12.9801, 686 Bay Street, Toronto, ON, M5G0A4, Canada.
- Department of Statistical Sciences, University of Toronto, 9th Floor, Ontario Power Building 700 University Ave, Toronto, ON, M5G 1Z5, Canada.
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON, Canada.
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27
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Shakeshaft A, Panjwani N, McDowall R, Crudgington H, Peña Ceballos J, Andrade DM, Beier CP, Fong CY, Gesche J, Greenberg DA, Hamandi K, Koht J, Lim KS, Orsini A, Rees MI, Rubboli G, Selmer KK, Smith AB, Striano P, Syvertsen M, Talvik I, Thomas RH, Zarubova J, Richardson MP, Strug LJ, Pal DK. Trait impulsivity in Juvenile Myoclonic Epilepsy. Ann Clin Transl Neurol 2020; 8:138-152. [PMID: 33264519 PMCID: PMC7818143 DOI: 10.1002/acn3.51255] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2020] [Accepted: 11/03/2020] [Indexed: 01/22/2023] Open
Abstract
Objective Impulsivity is a multidimensional construct that can predispose to psychopathology. Meta‐analysis demonstrates an association between response impulsivity and Juvenile Myoclonic Epilepsy (JME), a common genetic generalized epilepsy. Here, we test the hypotheses that trait impulsivity is (i) elevated in JME compared to controls; (ii) moderated by specific seizure characteristics; and (iii) associated with psychiatric adverse effects of antiepileptic drugs (AEDs). Methods 322 participants with JME and 126 age and gender‐matched controls completed the Barratt’s Impulsiveness Scale (BIS‐brief) alongside information on seizure history and AED use. We compared group BIS‐brief scores and assessed associations of JME BIS‐brief scores with seizure characteristics and AED adverse effects. Results The mean BIS‐brief score in JME was 18.1 ± 4.4 compared with 16.2 ± 4.1 in controls (P = 0.0007). Elevated impulsivity was associated with male gender (P = 0.027), frequent absence seizures (P = 0.0004) and lack of morning predominance of myoclonus (P = 0.008). High impulsivity significantly increased the odds of a psychiatric adverse event on levetiracetam (P = 0.036), but not any other psychiatric or somatic adverse effects. Interpretation Trait impulsivity is elevated in JME and comparable to scores in personality and neurotic disorders. Increased seizure frequency and absence of circadian seizure pattern moderate BIS score, suggesting disruption of both cortico‐striatal and thalamocortical networks as a shared mechanism between seizures and impulsivity in JME. These findings warrant consideration of impulsivity as a distinct target of intervention, and as a stratifying factor for AED treatment in JME, and perhaps other types of epilepsy. The role of impulsivity in treatment adherence and psychosocial outcome requires further investigation.
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Affiliation(s)
- Amy Shakeshaft
- Department of Basic & Clinical Neurosciences, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK.,MRC Centre for Neurodevelopmental Disorders, King's College London, UK
| | | | - Robert McDowall
- Department of Basic & Clinical Neurosciences, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
| | - Holly Crudgington
- Department of Basic & Clinical Neurosciences, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
| | - Javier Peña Ceballos
- Department of Basic & Clinical Neurosciences, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
| | | | | | - Choong Yi Fong
- Division of Paediatric Neurology, Department of Paediatrics, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
| | | | | | | | - Jeanette Koht
- Department of Neurology, Drammen Hospital, Vestre Viken Health Trust, Oslo, Norway.,University of Oslo, Oslo, Norway
| | - Kheng Seang Lim
- Division of Neurology, Department of Medicine, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
| | - Alessandro Orsini
- Department of Clinical & Experimental Medicine, Pisa University Hospital, Italy
| | - Mark I Rees
- Neurology Research Group, Swansea University Medical School, UK
| | - Guido Rubboli
- Danish Epilepsy Centre, Dianalund, Denmark.,University of Copenhagen, Denmark
| | - Kaja K Selmer
- Department of Research and Innovation, Division of Clinical Neuroscience, Oslo University Hospital, Norway.,National Centre for Epilepsy, Oslo University Hospital, Norway
| | - Anna B Smith
- Department of Basic & Clinical Neurosciences, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
| | - Pasquale Striano
- IRCCS Istituto 'G. Gaslini', Genova, Italy.,University of Genova, Genova, Italy
| | - Marte Syvertsen
- Department of Neurology, Drammen Hospital, Vestre Viken Health Trust, Oslo, Norway
| | | | - Rhys H Thomas
- Newcastle upon Tyne NHS Foundation Trust, Newcastle, UK
| | - Jana Zarubova
- Department of Neurology, Motol University Hospital, Prague, Czech Republic.,Second Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Mark P Richardson
- Department of Basic & Clinical Neurosciences, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK.,MRC Centre for Neurodevelopmental Disorders, King's College London, UK.,King's College Hospital, London, UK
| | | | - Deb K Pal
- Department of Basic & Clinical Neurosciences, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK.,MRC Centre for Neurodevelopmental Disorders, King's College London, UK.,King's College Hospital, London, UK.,Evelina London Children's Hospital, London, UK
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28
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Corbett RD, Eveleigh R, Whitney J, Barai N, Bourgey M, Chuah E, Johnson J, Moore RA, Moradin N, Mungall KL, Pereira S, Reuter MS, Thiruvahindrapuram B, Wintle RF, Ragoussis J, Strug LJ, Herbrick JA, Aziz N, Jones SJM, Lathrop M, Scherer SW, Staffa A, Mungall AJ. A Distributed Whole Genome Sequencing Benchmark Study. Front Genet 2020; 11:612515. [PMID: 33335541 PMCID: PMC7736078 DOI: 10.3389/fgene.2020.612515] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Accepted: 11/10/2020] [Indexed: 12/30/2022] Open
Abstract
Population sequencing often requires collaboration across a distributed network of sequencing centers for the timely processing of thousands of samples. In such massive efforts, it is important that participating scientists can be confident that the accuracy of the sequence data produced is not affected by which center generates the data. A study was conducted across three established sequencing centers, located in Montreal, Toronto, and Vancouver, constituting Canada's Genomics Enterprise (www.cgen.ca). Whole genome sequencing was performed at each center, on three genomic DNA replicates from three well-characterized cell lines. Secondary analysis pipelines employed by each site were applied to sequence data from each of the sites, resulting in three datasets for each of four variables (cell line, replicate, sequencing center, and analysis pipeline), for a total of 81 datasets. These datasets were each assessed according to multiple quality metrics including concordance with benchmark variant truth sets to assess consistent quality across all three conditions for each variable. Three-way concordance analysis of variants across conditions for each variable was performed. Our results showed that the variant concordance between datasets differing only by sequencing center was similar to the concordance for datasets differing only by replicate, using the same analysis pipeline. We also showed that the statistically significant differences between datasets result from the analysis pipeline used, which can be unified and updated as new approaches become available. We conclude that genome sequencing projects can rely on the quality and reproducibility of aggregate data generated across a network of distributed sites.
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Affiliation(s)
- Richard D. Corbett
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Institute, Provincial Health Services Authority, Vancouver, BC, Canada
| | - Robert Eveleigh
- McGill Genome Centre, McGill University, Montreal, QC, Canada
| | - Joe Whitney
- The Centre for Applied Genomics, The Hospital for Sick Children and University of Toronto, Toronto, ON, Canada
| | - Namrata Barai
- The Centre for Applied Genomics, The Hospital for Sick Children and University of Toronto, Toronto, ON, Canada
| | - Mathieu Bourgey
- McGill Genome Centre, McGill University, Montreal, QC, Canada
| | - Eric Chuah
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Institute, Provincial Health Services Authority, Vancouver, BC, Canada
| | - Joanne Johnson
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Institute, Provincial Health Services Authority, Vancouver, BC, Canada
| | - Richard A. Moore
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Institute, Provincial Health Services Authority, Vancouver, BC, Canada
| | - Neda Moradin
- The Centre for Applied Genomics, The Hospital for Sick Children and University of Toronto, Toronto, ON, Canada
| | - Karen L. Mungall
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Institute, Provincial Health Services Authority, Vancouver, BC, Canada
| | - Sergio Pereira
- The Centre for Applied Genomics, The Hospital for Sick Children and University of Toronto, Toronto, ON, Canada
| | - Miriam S. Reuter
- Canada’s Genomics Enterprise (CGEn), The Hospital for Sick Children, Toronto, ON, Canada
| | - Bhooma Thiruvahindrapuram
- The Centre for Applied Genomics, The Hospital for Sick Children and University of Toronto, Toronto, ON, Canada
| | - Richard F. Wintle
- The Centre for Applied Genomics, The Hospital for Sick Children and University of Toronto, Toronto, ON, Canada
| | | | - Lisa J. Strug
- The Centre for Applied Genomics, The Hospital for Sick Children and University of Toronto, Toronto, ON, Canada
| | - Jo-Anne Herbrick
- The Centre for Applied Genomics, The Hospital for Sick Children and University of Toronto, Toronto, ON, Canada
| | - Naveed Aziz
- Canada’s Genomics Enterprise (CGEn), The Hospital for Sick Children, Toronto, ON, Canada
| | - Steven J. M. Jones
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Institute, Provincial Health Services Authority, Vancouver, BC, Canada
| | - Mark Lathrop
- McGill Genome Centre, McGill University, Montreal, QC, Canada
| | - Stephen W. Scherer
- The Centre for Applied Genomics, The Hospital for Sick Children and University of Toronto, Toronto, ON, Canada
| | - Alfredo Staffa
- McGill Genome Centre, McGill University, Montreal, QC, Canada
| | - Andrew J. Mungall
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Institute, Provincial Health Services Authority, Vancouver, BC, Canada
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29
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Dang H, Polineni D, Pace RG, Stonebraker JR, Corvol H, Cutting GR, Drumm ML, Strug LJ, O’Neal WK, Knowles MR. Mining GWAS and eQTL data for CF lung disease modifiers by gene expression imputation. PLoS One 2020; 15:e0239189. [PMID: 33253230 PMCID: PMC7703903 DOI: 10.1371/journal.pone.0239189] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2019] [Accepted: 09/02/2020] [Indexed: 12/18/2022] Open
Abstract
Genome wide association studies (GWAS) have identified several genomic loci with candidate modifiers of cystic fibrosis (CF) lung disease, but only a small proportion of the expected genetic contribution is accounted for at these loci. We leveraged expression data from CF cohorts, and Genotype-Tissue Expression (GTEx) reference data sets from multiple human tissues to generate predictive models, which were used to impute transcriptional regulation from genetic variance in our GWAS population. The imputed gene expression was tested for association with CF lung disease severity. By comparing and combining results from alternative approaches, we identified 379 candidate modifier genes. We delved into 52 modifier candidates that showed consensus between approaches, and 28 of them were near known GWAS loci. A number of these genes are implicated in the pathophysiology of CF lung disease (e.g., immunity, infection, inflammation, HLA pathways, glycosylation, and mucociliary clearance) and the CFTR protein biology (e.g., cytoskeleton, microtubule, mitochondrial function, lipid metabolism, endoplasmic reticulum/Golgi, and ubiquitination). Gene set enrichment results are consistent with current knowledge of CF lung disease pathogenesis. HLA Class II genes on chr6, and CEP72, EXOC3, and TPPP near the GWAS peak on chr5 are most consistently associated with CF lung disease severity across the tissues tested. The results help to prioritize genes in the GWAS regions, predict direction of gene expression regulation, and identify new candidate modifiers throughout the genome for potential therapeutic development.
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Affiliation(s)
- Hong Dang
- Marsico Lung Institute, University of North Carolina at Chapel Hill School of Medicine Cystic Fibrosis/Pulmonary Research & Treatment Center, Chapel Hill, North Carolina, United States of America
| | - Deepika Polineni
- University of Kansas Medical Center, Kansas City, Kansas, United States of America
| | - Rhonda G. Pace
- Marsico Lung Institute, University of North Carolina at Chapel Hill School of Medicine Cystic Fibrosis/Pulmonary Research & Treatment Center, Chapel Hill, North Carolina, United States of America
| | - Jaclyn R. Stonebraker
- Marsico Lung Institute, University of North Carolina at Chapel Hill School of Medicine Cystic Fibrosis/Pulmonary Research & Treatment Center, Chapel Hill, North Carolina, United States of America
| | - Harriet Corvol
- Pediatric Pulmonary Department, Assistance Publique-Hôpitaux sde Paris (AP-HP), Hôpital Trousseau, Institut National de la Santé et la Recherche Médicale (INSERM) U938, Paris, France
- Sorbonne Universités, Université Pierre et Marie Curie (UPMC), Paris 6, Paris, France
| | - Garry R. Cutting
- McKusick-Nathans Institute of Genetic Medicine, Baltimore, Maryland, United States of America
- Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America
| | - Mitchell L. Drumm
- Department of Pediatrics, School of Medicine, Case Western Reserve University, Cleveland, Ohio, United States of America
| | - Lisa J. Strug
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
- Division of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Wanda K. O’Neal
- Marsico Lung Institute, University of North Carolina at Chapel Hill School of Medicine Cystic Fibrosis/Pulmonary Research & Treatment Center, Chapel Hill, North Carolina, United States of America
| | - Michael R. Knowles
- Marsico Lung Institute, University of North Carolina at Chapel Hill School of Medicine Cystic Fibrosis/Pulmonary Research & Treatment Center, Chapel Hill, North Carolina, United States of America
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30
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Panjwani N, Wang F, Mastromatteo S, Bao A, Wang C, He G, Gong J, Rommens JM, Sun L, Strug LJ. LocusFocus: Web-based colocalization for the annotation and functional follow-up of GWAS. PLoS Comput Biol 2020; 16:e1008336. [PMID: 33090994 PMCID: PMC7608978 DOI: 10.1371/journal.pcbi.1008336] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2020] [Revised: 11/03/2020] [Accepted: 09/13/2020] [Indexed: 01/10/2023] Open
Abstract
Genome-wide association studies (GWAS) have primarily identified trait-associated loci in the non-coding genome. Colocalization analyses of SNP associations from GWAS with expression quantitative trait loci (eQTL) evidence enable the generation of hypotheses about responsible mechanism, genes and tissues of origin to guide functional characterization. Here, we present a web-based colocalization browsing and testing tool named LocusFocus (https://locusfocus.research.sickkids.ca). LocusFocus formally tests colocalization using our established Simple Sum method to identify the most relevant genes and tissues for a particular GWAS locus in the presence of high linkage disequilibrium and/or allelic heterogeneity. We demonstrate the utility of LocusFocus, following up on a genome-wide significant locus from a GWAS of meconium ileus (an intestinal obstruction in cystic fibrosis). Using LocusFocus for colocalization analysis with eQTL data suggests variation in ATP12A gene expression in the pancreas rather than intestine is responsible for the GWAS locus. LocusFocus has no operating system dependencies and may be installed in a local web server. LocusFocus is available under the MIT license, with full documentation and source code accessible on GitHub at https://github.com/naim-panjwani/LocusFocus.
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Affiliation(s)
- Naim Panjwani
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Fan Wang
- Department of Statistical Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Scott Mastromatteo
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Allen Bao
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Cheng Wang
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Gengming He
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Jiafen Gong
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Johanna M. Rommens
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Lei Sun
- Department of Statistical Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Lisa J. Strug
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Statistical Sciences, University of Toronto, Toronto, Ontario, Canada
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, Ontario, Canada
- * E-mail:
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31
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Aksit MA, Pace RG, Vecchio-Pagán B, Ling H, Rommens JM, Boelle PY, Guillot L, Raraigh KS, Pugh E, Zhang P, Strug LJ, Drumm ML, Knowles MR, Cutting GR, Corvol H, Blackman SM. Genetic Modifiers of Cystic Fibrosis-Related Diabetes Have Extensive Overlap With Type 2 Diabetes and Related Traits. J Clin Endocrinol Metab 2020; 105:5599821. [PMID: 31697830 PMCID: PMC7236628 DOI: 10.1210/clinem/dgz102] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/04/2019] [Accepted: 10/02/2019] [Indexed: 02/08/2023]
Abstract
CONTEXT Individuals with cystic fibrosis (CF) develop a distinct form of diabetes characterized by β-cell dysfunction and islet amyloid accumulation similar to type 2 diabetes (T2D), but generally have normal insulin sensitivity. CF-related diabetes (CFRD) risk is determined by both CFTR, the gene responsible for CF, and other genetic variants. OBJECTIVE To identify genetic modifiers of CFRD and determine the genetic overlap with other types of diabetes. DESIGN AND PATIENTS A genome-wide association study was conducted for CFRD onset on 5740 individuals with CF. Weighted polygenic risk scores (PRSs) for type 1 diabetes (T1D), T2D, and diabetes endophenotypes were tested for association with CFRD. RESULTS Genome-wide significance was obtained for variants at a novel locus (PTMA) and 2 known CFRD genetic modifiers (TCF7L2 and SLC26A9). PTMA and SLC26A9 variants were CF-specific; TCF7L2 variants also associated with T2D. CFRD was strongly associated with PRSs for T2D, insulin secretion, postchallenge glucose concentration, and fasting plasma glucose, and less strongly with T1D PRSs. CFRD was inconsistently associated with PRSs for insulin sensitivity and was not associated with a PRS for islet autoimmunity. A CFRD PRS comprising variants selected from these PRSs (with a false discovery rate < 0.1) and the genome-wide significant variants was associated with CFRD in a replication population. CONCLUSIONS CFRD and T2D have more etiologic and mechanistic overlap than previously known, aligning along pathways involving β-cell function rather than insulin sensitivity. Two CFRD risk loci are unrelated to T2D and may affect multiple aspects of CF. An 18-variant PRS stratifies risk of CFRD in an independent population.
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Affiliation(s)
- Melis A Aksit
- McKusick-Nathans Institute of the Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Rhonda G Pace
- Marsico Lung Institute/UNC CF Research Center, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | | | - Hua Ling
- Center for Inherited Disease Research, Johns Hopkins University, Baltimore, Maryland
| | - Johanna M Rommens
- The Hospital for Sick Children and the University of Toronto, Toronto, Ontario, Canada
| | - Pierre-Yves Boelle
- Sorbonne Université, INSERM, Institut Pierre Louis d’Épidémiologie et de Santé Publique, iPLESP, AP-HP, Hôpital Saint-Antoine, Paris, France
| | - Loic Guillot
- Sorbonne Université, INSERM, Centre de Recherche Saint-Antoine, CRSA, Paris, France
| | - Karen S Raraigh
- McKusick-Nathans Institute of the Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Elizabeth Pugh
- Center for Inherited Disease Research, Johns Hopkins University, Baltimore, Maryland
| | - Peng Zhang
- Center for Inherited Disease Research, Johns Hopkins University, Baltimore, Maryland
| | - Lisa J Strug
- The Hospital for Sick Children and the University of Toronto, Toronto, Ontario, Canada
| | | | - Michael R Knowles
- Marsico Lung Institute/UNC CF Research Center, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Garry R Cutting
- McKusick-Nathans Institute of the Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Harriet Corvol
- Sorbonne Université, INSERM, Centre de Recherche Saint-Antoine, CRSA, Paris, France
| | - Scott M Blackman
- McKusick-Nathans Institute of the Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Division of Pediatric Endocrinology, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Correspondence and Reprint Requests: Scott M. Blackman, McKusick-Nathans Institute of the Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205. E-mail:
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32
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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.
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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
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33
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Baskurt Z, Mastromatteo S, Gong J, Wintle RF, Scherer SW, Strug LJ. VikNGS: a C++ variant integration kit for next generation sequencing association analysis. Bioinformatics 2020; 36:1283-1285. [PMID: 31580400 PMCID: PMC7703770 DOI: 10.1093/bioinformatics/btz716] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2019] [Revised: 08/13/2019] [Accepted: 09/25/2019] [Indexed: 11/14/2022] Open
Abstract
SUMMARY Integration of next generation sequencing data (NGS) across different research studies can improve the power of genetic association testing by increasing sample size and can obviate the need for sequencing controls. If differential genotype uncertainty across studies is not accounted for, combining datasets can produce spurious association results. We developed the Variant Integration Kit for NGS (VikNGS), a fast cross-platform software package, to enable aggregation of several datasets for rare and common variant genetic association analysis of quantitative and binary traits with covariate adjustment. VikNGS also includes a graphical user interface, power simulation functionality and data visualization tools. AVAILABILITY AND IMPLEMENTATION The VikNGS package can be downloaded at http://www.tcag.ca/tools/index.html. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Zeynep Baskurt
- Program in Genetics and Genome Biology, Research Institute, The Hospital for Sick Children, Toronto, ON M5G0A4, Canada.,The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G0A4, Canada
| | - Scott Mastromatteo
- Program in Genetics and Genome Biology, Research Institute, The Hospital for Sick Children, Toronto, ON M5G0A4, Canada.,The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G0A4, Canada
| | - Jiafen Gong
- Program in Genetics and Genome Biology, Research Institute, The Hospital for Sick Children, Toronto, ON M5G0A4, Canada.,The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G0A4, Canada
| | - Richard F Wintle
- Program in Genetics and Genome Biology, Research Institute, The Hospital for Sick Children, Toronto, ON M5G0A4, Canada.,The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G0A4, Canada
| | - Stephen W Scherer
- Program in Genetics and Genome Biology, Research Institute, The Hospital for Sick Children, Toronto, ON M5G0A4, Canada.,The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G0A4, Canada.,McLaughlin Centre and Department of Molecular Genetics, University of Toronto, Toronto, ON M5G 0A4, Canada
| | - Lisa J Strug
- Program in Genetics and Genome Biology, Research Institute, The Hospital for Sick Children, Toronto, ON M5G0A4, Canada.,The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G0A4, Canada.,Division of Biostatistics and Department of Statistical Sciences, University of Toronto, Toronto, ON, M5T3M7, Canada
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Saferali A, Tang AC, Strug LJ, Quon BS, Zlosnik J, Sandford AJ, Turvey SE. Immunomodulatory function of the cystic fibrosis modifier gene BPIFA1. PLoS One 2020; 15:e0227067. [PMID: 31931521 PMCID: PMC6957340 DOI: 10.1371/journal.pone.0227067] [Citation(s) in RCA: 6] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2019] [Accepted: 12/10/2019] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Cystic fibrosis (CF) is characterized by a progressive decline in lung function due to airway obstruction, infection, and inflammation. CF patients are particularly susceptible to respiratory infection by a variety of pathogens, and the inflammatory response in CF is dysregulated and prolonged. BPI fold containing family A, member 1 (BPIFA1) and BPIFB1 are proteins expressed in the upper airways that may have innate immune activity. We previously identified polymorphisms in the BPIFA1/BPIFB1 region associated with CF lung disease severity. METHODS We evaluated whether the BPIFA1/BPIFB1 associations with lung disease severity replicated in individuals with CF participating in the International CF Gene Modifier Consortium (n = 6,365). Furthermore, we investigated mechanisms by which the BPIFA1 and BPIFB1 proteins may modify lung disease in CF. RESULTS The association of the G allele of rs1078761 with reduced lung function was replicated in an independent cohort of CF patients (p = 0.001, n = 2,921) and in a meta-analysis of the full consortium (p = 2.39x10-5, n = 6,365). Furthermore, we found that rs1078761G which is associated with reduced lung function was also associated with reduced BPIFA1, but not BPIFB1, protein levels in saliva from CF patients. Functional assays indicated that BPIFA1 and BPIFB1 do not have an anti-bacterial role against P. aeruginosa but may have an immunomodulatory function in CF airway epithelial cells. Gene expression profiling using RNAseq identified Rho GTPase signaling pathways to be altered in CF airway epithelial cells in response to treatment with recombinant BPIFA1 and BPIFB1 proteins. CONCLUSIONS BPIFA1 and BPIFB1 have immunomodulatory activity and genetic variation associated with low levels of these proteins may increase CF lung disease severity.
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Affiliation(s)
- Aabida Saferali
- Centre for Heart Lung Innovation, University of British Columbia and St Paul’s Hospital, Vancouver, British Columbia, Canada
- Department of Pediatrics, University of British Columbia and BC Children’s Hospital, Vancouver, British Columbia, Canada
- Channing Division of Network Medicine, Brigham and Women’s Hospital, Boston, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts, United States of America
| | - Anthony C. Tang
- Department of Pediatrics, University of British Columbia and BC Children’s Hospital, Vancouver, British Columbia, Canada
| | - Lisa J. Strug
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Division of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Bradley S. Quon
- Centre for Heart Lung Innovation, University of British Columbia and St Paul’s Hospital, Vancouver, British Columbia, Canada
| | - James Zlosnik
- Department of Pediatrics, University of British Columbia and BC Children’s Hospital, Vancouver, British Columbia, Canada
| | - Andrew J. Sandford
- Centre for Heart Lung Innovation, University of British Columbia and St Paul’s Hospital, Vancouver, British Columbia, Canada
| | - Stuart E. Turvey
- Department of Pediatrics, University of British Columbia and BC Children’s Hospital, Vancouver, British Columbia, Canada
- * E-mail:
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Trost B, Walker S, Haider SA, Sung WWL, Pereira S, Phillips CL, Higginbotham EJ, Strug LJ, Nguyen C, Raajkumar A, Szego MJ, Marshall CR, Scherer SW. Impact of DNA source on genetic variant detection from human whole-genome sequencing data. J Med Genet 2019; 56:809-817. [PMID: 31515274 PMCID: PMC6929712 DOI: 10.1136/jmedgenet-2019-106281] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2019] [Revised: 07/04/2019] [Accepted: 07/20/2019] [Indexed: 12/28/2022]
Abstract
BACKGROUND Whole blood is currently the most common DNA source for whole-genome sequencing (WGS), but for studies requiring non-invasive collection, self-collection, greater sample stability or additional tissue references, saliva or buccal samples may be preferred. However, the relative quality of sequencing data and accuracy of genetic variant detection from blood-derived, saliva-derived and buccal-derived DNA need to be thoroughly investigated. METHODS Matched blood, saliva and buccal samples from four unrelated individuals were used to compare sequencing metrics and variant-detection accuracy among these DNA sources. RESULTS We observed significant differences among DNA sources for sequencing quality metrics such as percentage of reads aligned and mean read depth (p<0.05). Differences were negligible in the accuracy of detecting short insertions and deletions; however, the false positive rate for single nucleotide variation detection was slightly higher in some saliva and buccal samples. The sensitivity of copy number variant (CNV) detection was up to 25% higher in blood samples, depending on CNV size and type, and appeared to be worse in saliva and buccal samples with high bacterial concentration. We also show that methylation-based enrichment for eukaryotic DNA in saliva and buccal samples increased alignment rates but also reduced read-depth uniformity, hampering CNV detection. CONCLUSION For WGS, we recommend using DNA extracted from blood rather than saliva or buccal swabs; if saliva or buccal samples are used, we recommend against using methylation-based eukaryotic DNA enrichment. All data used in this study are available for further open-science investigation.
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Affiliation(s)
- Brett Trost
- The Centre for Applied Genomics, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Susan Walker
- The Centre for Applied Genomics, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Syed A Haider
- The Centre for Applied Genomics, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Wilson W L Sung
- The Centre for Applied Genomics, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Sergio Pereira
- The Centre for Applied Genomics, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Charly L Phillips
- The Centre for Applied Genomics, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Edward J Higginbotham
- The Centre for Applied Genomics, Hospital for Sick Children, Toronto, Ontario, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Lisa J Strug
- The Centre for Applied Genomics, Hospital for Sick Children, Toronto, Ontario, Canada.,Department of Statistical Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Charlotte Nguyen
- The Centre for Applied Genomics, Hospital for Sick Children, Toronto, Ontario, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Akshaya Raajkumar
- The Centre for Applied Genomics, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Michael J Szego
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.,Department of Family and Community Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Christian R Marshall
- Department of Paediatric Laboratory Medicine, Genome Diagnostics, Hospital for Sick Children, Toronto, Ontario, Canada.,Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Stephen W Scherer
- The Centre for Applied Genomics, Hospital for Sick Children, Toronto, Ontario, Canada .,Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
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Polineni D, Dang H, Gallins PJ, Jones LC, Pace RG, Stonebraker JR, Commander LA, Krenicky JE, Zhou YH, Corvol H, Cutting GR, Drumm ML, Strug LJ, Boyle MP, Durie PR, Chmiel JF, Zou F, Wright FA, O'Neal WK, Knowles MR. Airway Mucosal Host Defense Is Key to Genomic Regulation of Cystic Fibrosis Lung Disease Severity. Am J Respir Crit Care Med 2019; 197:79-93. [PMID: 28853905 DOI: 10.1164/rccm.201701-0134oc] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [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: 12/21/2022] Open
Abstract
RATIONALE The severity of cystic fibrosis (CF) lung disease varies widely, even for Phe508del homozygotes. Heritability studies show that more than 50% of the variability reflects non-cystic fibrosis transmembrane conductance regulator (CFTR) genetic variation; however, the full extent of the pertinent genetic variation is not known. OBJECTIVES We sought to identify novel CF disease-modifying mechanisms using an integrated approach based on analyzing "in vivo" CF airway epithelial gene expression complemented with genome-wide association study (GWAS) data. METHODS Nasal mucosal RNA from 134 patients with CF was used for RNA sequencing. We tested for associations of transcriptomic (gene expression) data with a quantitative phenotype of CF lung disease severity. Pathway analysis of CF GWAS data (n = 5,659 patients) was performed to identify novel pathways and assess the concordance of genomic and transcriptomic data. Association of gene expression with previously identified CF GWAS risk alleles was also tested. MEASUREMENTS AND MAIN RESULTS Significant evidence of heritable gene expression was identified. Gene expression pathways relevant to airway mucosal host defense were significantly associated with CF lung disease severity, including viral infection, inflammation/inflammatory signaling, lipid metabolism, apoptosis, ion transport, Phe508del CFTR processing, and innate immune responses, including HLA (human leukocyte antigen) genes. Ion transport and CFTR processing pathways, as well as HLA genes, were identified across differential gene expression and GWAS signals. CONCLUSIONS Transcriptomic analyses of CF airway epithelia, coupled to genomic (GWAS) analyses, highlight the role of heritable host defense variation in determining the pathophysiology of CF lung disease. The identification of these pathways provides opportunities to pursue targeted interventions to improve CF lung health.
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Affiliation(s)
- Deepika Polineni
- 1 Department of Internal Medicine, University of Kansas Medical Center, Kansas City, Kansas.,2 Cystic Fibrosis/Pulmonary Research and Treatment Center, Marsico Lung Institute, School of Medicine, and
| | - Hong Dang
- 2 Cystic Fibrosis/Pulmonary Research and Treatment Center, Marsico Lung Institute, School of Medicine, and
| | - Paul J Gallins
- 3 Bioinformatics Research Center, Department of Biological Sciences
| | - Lisa C Jones
- 2 Cystic Fibrosis/Pulmonary Research and Treatment Center, Marsico Lung Institute, School of Medicine, and
| | - Rhonda G Pace
- 2 Cystic Fibrosis/Pulmonary Research and Treatment Center, Marsico Lung Institute, School of Medicine, and
| | - Jaclyn R Stonebraker
- 2 Cystic Fibrosis/Pulmonary Research and Treatment Center, Marsico Lung Institute, School of Medicine, and
| | - Leah A Commander
- 2 Cystic Fibrosis/Pulmonary Research and Treatment Center, Marsico Lung Institute, School of Medicine, and
| | - Jeanne E Krenicky
- 4 Department of Pediatrics, Rainbow Babies and Children's Hospital, Case Western Reserve University School of Medicine, Cleveland, Ohio
| | - Yi-Hui Zhou
- 3 Bioinformatics Research Center, Department of Biological Sciences
| | - Harriet Corvol
- 5 Pediatric Pulmonary Department, Assistance Publique-Hôpitaux de Paris (AP-HP), Hôpital Trousseau, Institut National de la Santé et la Recherche Médicale (INSERM) U938, Paris, France.,6 Sorbonne Universités, Université Pierre et Marie Curie (UPMC), Paris 6, Paris, France
| | - Garry R Cutting
- 7 McKusick-Nathans Institute of Genetic Medicine.,8 Department of Pediatrics, and
| | - Mitchell L Drumm
- 4 Department of Pediatrics, Rainbow Babies and Children's Hospital, Case Western Reserve University School of Medicine, Cleveland, Ohio
| | - Lisa J Strug
- 9 Program in Genetics and Genome Biology.,10 Division of Biostatistics, Dalla Lana School of Public Health, and
| | - Michael P Boyle
- 11 Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Peter R Durie
- 12 Physiology and Experimental Medicine Research Program, and.,13 Division of Gastroenterology, Hepatology and Nutrition, The Hospital for Sick Children, Toronto, Ontario, Canada; and.,14 Department of Pediatrics, University of Toronto, Toronto, Ontario, Canada
| | - James F Chmiel
- 4 Department of Pediatrics, Rainbow Babies and Children's Hospital, Case Western Reserve University School of Medicine, Cleveland, Ohio
| | - Fei Zou
- 15 Department of Biostatistics, School of Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Fred A Wright
- 16 Department of Statistics, and.,17 Department of Biological Sciences, North Carolina State University, Raleigh, North Carolina
| | - Wanda K O'Neal
- 2 Cystic Fibrosis/Pulmonary Research and Treatment Center, Marsico Lung Institute, School of Medicine, and
| | - Michael R Knowles
- 2 Cystic Fibrosis/Pulmonary Research and Treatment Center, Marsico Lung Institute, School of Medicine, and
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Abstract
Concerns over reproducibility in research has reinvigorated the discourse on P-values as measures of statistical evidence. In a position statement by the American Statistical Association board of directors, they warn of P-value misuse and refer to the availability of alternatives. Despite the common practice of comparing P-values across different hypothesis tests in genetics, it is well-appreciated that P-values must be interpreted alongside the sample size and experimental design used for their computation. Here, we discuss the evidential statistical paradigm (EP), an alternative to Bayesian and Frequentist paradigms, that has been implemented in human genetics studies. Using applications in Cystic Fibrosis genetic association analyses, and describing recent theoretical developments, we review how to measure statistical evidence using the EP in the presence of covariates, model misspecification, and for composite hypotheses. Novel graphical displays are presented, and software for their computation is highlighted. The implications of multiple hypothesis testing for the EP are delineated in the analyses, demonstrating a view more consistent with scientific reasoning; the EP provides a theoretical justification for replication that is a requirement in genetic association studies. As genetic studies grow in size and complexity, a fresh look at measures of statistical evidence that are sensible amid the analysis of big data are required.
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Affiliation(s)
- Lisa J. Strug
- Program in Genetics and Genome Biology, The Hospital for Sick Children, The Centre for Applied Genomics, The Hospital for Sick Children, Division of Biostatistics and Department of Statistical SciencesUniversity of TorontoTorontoOntarioCanada
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Baskurt Z, Strug LJ. Genetic association analysis with pedigrees: Direct inference using the composite likelihood ratio. Genet Epidemiol 2018; 42:826-837. [PMID: 30221395 DOI: 10.1002/gepi.22153] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [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: 04/03/2018] [Revised: 07/04/2018] [Accepted: 07/15/2018] [Indexed: 12/20/2022]
Abstract
The likelihood function represents statistical evidence given data and a model. The evidential paradigm (EP), an alternative to Bayesian and Frequentist paradigms, provides considerable theory demonstrating evidence strength for different parameter values via the ratio of likelihoods at different parameter values; thus, enabling inference directly from the likelihood function. The likelihood function, however, can be difficult to compute; for example, in genetic association studies with a binary outcome in large pedigrees. Composite likelihood (CL) is an alternative when the real likelihood is intractable. We show CLs have the two large sample properties of the EP for reliable evidence interpretation: (1) CL supports the true value over a false value by an arbitrarily large factor; and (2) the probability of favouring a false value over the true value is small and bounded. Using simulation, and in a genetic association analysis of reading disability (RD) in large rolandic epilepsy pedigrees, we show that the CL approach yields valid statistical inference and identifies RD associated variants. When compared to analyses using generalized estimating equations, results show a similar prioritization of SNPs, although the CL approach provides additional complementary information, and more intuitive solutions to the multiple hypothesis testing problem.
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Affiliation(s)
- Zeynep Baskurt
- Program in Genetics and Genome Biology and The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Lisa J Strug
- Program in Genetics and Genome Biology and The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, Ontario, Canada.,Division of Biostatistics and Department of Statistical Sciences, University of Toronto, Toronto, Ontario, Canada
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Strug LJ, Stephenson AL, Panjwani N, Harris A. Recent advances in developing therapeutics for cystic fibrosis. Hum Mol Genet 2018; 27:R173-R186. [PMID: 30060192 PMCID: PMC6061831 DOI: 10.1093/hmg/ddy188] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [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: 05/07/2018] [Revised: 05/07/2018] [Accepted: 05/10/2018] [Indexed: 12/23/2022] Open
Abstract
Despite hope that a cure was imminent when the causative gene was cloned nearly 30 years ago, cystic fibrosis (CF [MIM: 219700]) remains a life-shortening disease affecting more than 70 000 individuals worldwide. However, within the last 6 years the Food and Drug Administration's approval of Ivacaftor, the first drug that corrects the defective cystic fibrosis transmembrane conductance regulator protein [CFTR (MIM: 602421)] in patients with the G551D mutation, marks a watershed in the development of novel therapeutics for this devastating disease. Here we review recent progress in diverse research areas, which all focus on curing CF at the genetic, biochemical or physiological level. In the near future it seems probable that development of mutation-specific therapies will be the focus, since it is unlikely that any one approach will be efficient in correcting the more than 2000 disease-associated variants. We discuss the new drugs and combinations of drugs that either enhance delivery of misfolded CFTR protein to the cell membrane, where it functions as an ion channel, or that activate channel opening. Next we consider approaches to correct the causative genetic lesion at the DNA or RNA level, through repressing stop mutations and nonsense-mediated decay, modulating splice mutations, fixing errors by gene editing or using novel routes to gene replacement. Finally, we explore how modifier genes, loci elsewhere in the genome that modify CF disease severity, may be used to restore a normal phenotype. Progress in all of these areas has been dramatic, generating enthusiasm that CF may soon become a broadly treatable disease.
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Affiliation(s)
- Lisa J Strug
- Division of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Anne L Stephenson
- Department of Respirology, Adult Cystic Fibrosis Program, St. Michael’s Hospital, Toronto, ON, Canada
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada
| | - Naim Panjwani
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Ann Harris
- Department of Genetics and Genome Sciences, Case Western Reserve University School of Medicine, Cleveland, OH, USA
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Corvol H, Mésinèle J, Douksieh IH, Strug LJ, Boëlle PY, Guillot L. SLC26A9 Gene Is Associated With Lung Function Response to Ivacaftor in Patients With Cystic Fibrosis. Front Pharmacol 2018; 9:828. [PMID: 30140228 PMCID: PMC6095007 DOI: 10.3389/fphar.2018.00828] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2018] [Accepted: 07/09/2018] [Indexed: 11/23/2022] Open
Abstract
Ivacaftor is a drug used to treat cystic fibrosis (CF) patients carrying specific gating CFTR mutations. Interpatient variability in the lung response has been shown to be partly explained by rs7512462 in the Solute Carrier Family 26 Member 9 (SLC26A9) gene. In an independent and larger cohort, we aimed to evaluate whether SLC26A9 variants contribute to the variability of the lung phenotype and if they influence the lung response to ivacaftor. We genotyped the French CF Gene Modifier Study cohort (n = 4,840) to investigate whether SLC26A9 variants were involved in the lung phenotype heterogeneity. Their influence in the response to ivacaftor was tested in the 30 treated patients who met the inclusion criteria: older than 6 years of age, percent-predicted forced expiratory volume measured in 1 s (FEV1pp) in the 3 months before treatment initiation ranging between 40 and 90%. Response to treatment was determined by the change in FEV1pp from baseline, averaged in 15–75 days, and the 1st-year post-treatment. We observed that SLC26A9 variants were not associated with lung function variability in untreated patients and that gain of lung function in patients treated with ivacaftor was similar to clinical trials. We confirmed that rs7512462 was associated with variability in ivacaftor-lung response, with a significant reduction in lung function improvement for patients with the C allele. Other SLC26A9 SNPs also contributed to the ivacaftor-response. Interindividual variability in lung response to ivacaftor is associated with SLC26A9 variants in French CF patients. Pharmacogenomics and personalized medicine will soon be part of CF patient care.
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Affiliation(s)
- Harriet Corvol
- Centre de Recherche Saint-Antoine (CRSA), Sorbonne Université, UPMC Univ Paris 06, INSERM, Paris, France.,Pneumologie Pédiatrique, APHP, Hôpital Trousseau, Paris, France
| | - Julie Mésinèle
- Centre de Recherche Saint-Antoine (CRSA), Sorbonne Université, UPMC Univ Paris 06, INSERM, Paris, France
| | - Isman-Hassan Douksieh
- Centre de Recherche Saint-Antoine (CRSA), Sorbonne Université, UPMC Univ Paris 06, INSERM, Paris, France.,INSERM, UMR_S 1136, Institut Pierre Louis d'Epidémiologie et de Santé Publique, Sorbonne Université, UPMC Univ Paris 06, Paris, France
| | - Lisa J Strug
- Program in Genetics and Genome Biology, Research Institute, The Hospital for Sick Children, Toronto, ON, Canada
| | - Pierre-Yves Boëlle
- INSERM, UMR_S 1136, Institut Pierre Louis d'Epidémiologie et de Santé Publique, Sorbonne Université, UPMC Univ Paris 06, Paris, France
| | - Loïc Guillot
- Centre de Recherche Saint-Antoine (CRSA), Sorbonne Université, UPMC Univ Paris 06, INSERM, Paris, France
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Darrah RJ, Jacono FJ, Joshi N, Mitchell AL, Sattar A, Campanaro CK, Litman P, Frey J, Nethery DE, Barbato ES, Hodges CA, Corvol H, Cutting GR, Knowles MR, Strug LJ, Drumm ML. AGTR2 absence or antagonism prevents cystic fibrosis pulmonary manifestations. J Cyst Fibros 2018; 18:127-134. [PMID: 29937318 DOI: 10.1016/j.jcf.2018.05.013] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [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: 03/08/2018] [Revised: 05/01/2018] [Accepted: 05/23/2018] [Indexed: 12/31/2022]
Abstract
BACKGROUND Pulmonary disease remains the primary cause of morbidity and mortality for individuals with cystic fibrosis (CF). Variants at a locus on the X-chromosome containing the type 2 angiotensin II receptor gene (AGTR2) were identified by a large GWAS as significantly associating with lung function in CF patients. We hypothesized that manipulating the angiotensin-signaling pathway may yield clinical benefit in CF. METHODS Genetic subset analysis was conducted on a local CF cohort to extend the GWAS findings. Next, we evaluated pulmonary function in CF mice with a deleted AGTR2 gene, and in those who were given subcutaneous injections of PD123,319, a selective AGTR2 antagonist for 12 weeks beginning at weaning. RESULTS The genetic subset analysis replicated the initial GWAS identified association, and confirmed the association of this locus with additional lung function parameters. Studies in genetically modified mice established that absence of the AGTR2 gene normalized pulmonary function indices in two independent CF mouse models. Further, we determined that pharmacologic antagonism of AGTR2 improved overall pulmonary function in CF mice to near wild-type levels. CONCLUSIONS These results identify that reduced AGTR2 signaling is beneficial to CF lung function, and suggest the potential of manipulating the angiotensin-signaling pathway for treatment and/or prevention of CF pulmonary disease. Importantly, the beneficial effects were not CF gene mutation dependent, and were able to be reproduced with pharmacologic antagonism. As there are clinically approved drugs available to target the renin-angiotensin signaling system, these findings may be quickly translated to human clinical trials.
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Affiliation(s)
- Rebecca J Darrah
- Frances Payne Bolton School of Nursing, Case Western Reserve University, Cleveland, OH 44106, USA; Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH 44106, USA.
| | - Frank J Jacono
- Department of Medicine, Case Western Reserve University, Cleveland, OH 44106, USA; Department of Medicine, Louis Stokes Cleveland VA Medical Center, Cleveland, OH 44106, USA
| | - Neha Joshi
- Department of Pediatrics, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Anna L Mitchell
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Abdus Sattar
- Department of Epidemiology and Biostatistics, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Cara K Campanaro
- Department of Medicine, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Paul Litman
- Frances Payne Bolton School of Nursing, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Jennifer Frey
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH 44106, USA
| | - David E Nethery
- Department of Medicine, Louis Stokes Cleveland VA Medical Center, Cleveland, OH 44106, USA
| | - Eric S Barbato
- Frances Payne Bolton School of Nursing, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Craig A Hodges
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH 44106, USA; Department of Pediatrics, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Harriet Corvol
- Sorbonne Universités, UPMC Univ Paris 06, INSERM, Centre de Recherche Saint-Antoine (CRSA), Paris 75012, France; Pneumologie pédiatrique, APHP, Hôpital Trousseau, Paris 75012, France
| | - Garry R Cutting
- McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA; Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Michael R Knowles
- Marsico Lung Institute/UNC CF Research Center, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North, Carolina, 27599, USA
| | - Lisa J Strug
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada M5G 0A4; Division of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada M5T 3M7
| | - Mitchell L Drumm
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH 44106, USA; Department of Pediatrics, Case Western Reserve University, Cleveland, OH 44106, USA
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Abstract
Risk prediction models can translate genetic association findings for clinical decision-making. Most models are evaluated on their ability to discriminate, and the calibration of risk-prediction models is largely overlooked in applications. Models that demonstrate good discrimination in training datasets, if not properly calibrated to produce unbiased estimates of risk, can perform poorly in new patient populations. Poorly calibrated models arise due to missing covariates, such as genetic interactions that may be unknown or not measured. We demonstrate that models omitting interactions can lead to increased bias in predicted risk for patients at the tails of the risk distribution; i.e., those patients who are most likely to be affected by clinical decision making. We propose a new calibration test for Cox risk-prediction models that aggregates martingale residuals for subjects from extreme high and low risk groups with a test statistic maximum chosen by varying which risk groups are included in the extremes. To estimate the empirical significance of our test statistic, we simulate from a Gaussian distribution using the covariance matrix for the grouped sums of martingale residuals. Simulation shows the new test maintains control of type 1 error with improved power over a conventional goodness-of-fit test when risk prediction deviates at the tails of the risk distribution. We apply our method in the development of a prediction model for risk of cystic fibrosis-related diabetes. Our study highlights the importance of assessing calibration and discrimination in predictive modeling, and provides a complementary tool in the assessment of risk model calibration.
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Affiliation(s)
- David M Soave
- Program in Genetics and Genome Biology, Research Institute, The Hospital for Sick Children, Toronto, ON, Canada.,Division of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
| | - Lisa J Strug
- Program in Genetics and Genome Biology, Research Institute, The Hospital for Sick Children, Toronto, ON, Canada.,Division of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada.,The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON, Canada
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Kim SO, Corey M, Stephenson AL, Strug LJ. Reference percentiles of FEV1 for the Canadian cystic fibrosis population: comparisons across time and countries. Thorax 2018; 73:446-450. [PMID: 29434047 DOI: 10.1136/thoraxjnl-2017-210899] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [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: 08/11/2017] [Revised: 12/01/2017] [Accepted: 01/05/2018] [Indexed: 11/03/2022]
Abstract
BACKGROUND Forced expiratory volume in 1 s (FEV1) indicates lung health in cystic fibrosis (CF). FEV1 is commonly communicated as a per cent predicted of a healthy individual sharing the same age, sex, race and height. CF-specific reference equations are complementary and calibrate a patient's FEV1 to that of their CF peers. OBJECTIVES (1) To derive Canadian CF-specific FEV1 reference percentiles (FEV1%iles), (2) characterize how they have changed over time and (3) compare the Canadian FEV1%iles to those for USA and European CF populations. METHOD CF FEV1%iles are calculated using the Canadian CF Registry and quantile regression. RESULTS The Canadian FEV1%iles demonstrated better lung function in more recent time periods within Canada, especially below the 50% percentile and in males. When compared to USA and European FEV1%iles for the same time period, Canadian FEV1%iles were higher. CONCLUSION CF-specific FEV1%iles can provide useful information about changes in lung health. An online calculator (available at cfpercentile. RESEARCH sickkids.ca) makes these FEV1%iles accessible.
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Affiliation(s)
- Sang-Ook Kim
- Division of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Toronto, Canada.,Research Institute, The Hospital for Sick Children, Toronto, Canada
| | - Mary Corey
- Research Institute, The Hospital for Sick Children, Toronto, Canada
| | - Anne L Stephenson
- Department of Respirology, Adult Cystic Fibrosis Program, St. Michael's Hospital, Toronto, Canada.,Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, Canada
| | - Lisa J Strug
- Division of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Toronto, Canada.,Research Institute, The Hospital for Sick Children, Toronto, Canada
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Reuter MS, Walker S, Thiruvahindrapuram B, Whitney J, Cohn I, Sondheimer N, Yuen RKC, Trost B, Paton TA, Pereira SL, Herbrick JA, Wintle RF, Merico D, Howe J, MacDonald JR, Lu C, Nalpathamkalam T, Sung WWL, Wang Z, Patel RV, Pellecchia G, Wei J, Strug LJ, Bell S, Kellam B, Mahtani MM, Bassett AS, Bombard Y, Weksberg R, Shuman C, Cohn RD, Stavropoulos DJ, Bowdin S, Hildebrandt MR, Wei W, Romm A, Pasceri P, Ellis J, Ray P, Meyn MS, Monfared N, Hosseini SM, Joseph-George AM, Keeley FW, Cook RA, Fiume M, Lee HC, Marshall CR, Davies J, Hazell A, Buchanan JA, Szego MJ, Scherer SW. The Personal Genome Project Canada: findings from whole genome sequences of the inaugural 56 participants. CMAJ 2018; 190:E126-E136. [PMID: 29431110 PMCID: PMC5798982 DOI: 10.1503/cmaj.171151] [Citation(s) in RCA: 43] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/22/2017] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND The Personal Genome Project Canada is a comprehensive public data resource that integrates whole genome sequencing data and health information. We describe genomic variation identified in the initial recruitment cohort of 56 volunteers. METHODS Volunteers were screened for eligibility and provided informed consent for open data sharing. Using blood DNA, we performed whole genome sequencing and identified all possible classes of DNA variants. A genetic counsellor explained the implication of the results to each participant. RESULTS Whole genome sequencing of the first 56 participants identified 207 662 805 sequence variants and 27 494 copy number variations. We analyzed a prioritized disease-associated data set (n = 1606 variants) according to standardized guidelines, and interpreted 19 variants in 14 participants (25%) as having obvious health implications. Six of these variants (e.g., in BRCA1 or mosaic loss of an X chromosome) were pathogenic or likely pathogenic. Seven were risk factors for cancer, cardiovascular or neurobehavioural conditions. Four other variants - associated with cancer, cardiac or neurodegenerative phenotypes - remained of uncertain significance because of discrepancies among databases. We also identified a large structural chromosome aberration and a likely pathogenic mitochondrial variant. There were 172 recessive disease alleles (e.g., 5 individuals carried mutations for cystic fibrosis). Pharmacogenomics analyses revealed another 3.9 potentially relevant genotypes per individual. INTERPRETATION Our analyses identified a spectrum of genetic variants with potential health impact in 25% of participants. When also considering recessive alleles and variants with potential pharmacologic relevance, all 56 participants had medically relevant findings. Although access is mostly limited to research, whole genome sequencing can provide specific and novel information with the potential of major impact for health care.
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Affiliation(s)
- Miriam S Reuter
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Susan Walker
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Bhooma Thiruvahindrapuram
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Joe Whitney
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Iris Cohn
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Neal Sondheimer
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Ryan K C Yuen
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Brett Trost
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Tara A Paton
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Sergio L Pereira
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Jo-Anne Herbrick
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Richard F Wintle
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Daniele Merico
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Jennifer Howe
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Jeffrey R MacDonald
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Chao Lu
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Thomas Nalpathamkalam
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Wilson W L Sung
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Zhuozhi Wang
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Rohan V Patel
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Giovanna Pellecchia
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - John Wei
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Lisa J Strug
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Sherilyn Bell
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Barbara Kellam
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Melanie M Mahtani
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Anne S Bassett
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Yvonne Bombard
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Rosanna Weksberg
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Cheryl Shuman
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Ronald D Cohn
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Dimitri J Stavropoulos
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Sarah Bowdin
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Matthew R Hildebrandt
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Wei Wei
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Asli Romm
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Peter Pasceri
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - James Ellis
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Peter Ray
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - M Stephen Meyn
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Nasim Monfared
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - S Mohsen Hosseini
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Ann M Joseph-George
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Fred W Keeley
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Ryan A Cook
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Marc Fiume
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Hin C Lee
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Christian R Marshall
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Jill Davies
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Allison Hazell
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Janet A Buchanan
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Michael J Szego
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont
| | - Stephen W Scherer
- The Centre for Applied Genomics (Reuter, Walker, Thiruvahindrapuram, Whitney, Yuen, Trost, Paton, Pereira, Herbrick, Wintle, Merico, Howe, MacDonald, Lu, Nalpathamkalam, Sung, Wang, Patel, Pellecchia, J. Wei, Strug, Bell, Kellam, Mahtani, Hosseini, Fiume, Marshall, Buchanan, Scherer); Divisions of Clinical Pharmacology and Toxicology (I. Cohn), or Clinical, and Metabolic Genetics (Sondheimer, Weksberg, Shuman, Bowdin, Meyn, Monfared), The Hospital for Sick Children; Departments of Paediatrics (Sondheimer, R. Cohn) and Molecular Genetics (Yuen, Weksberg, Shuman, R. Cohn, Ellis, Meyn), University of Toronto; Deep Genomics Inc. (Merico); Department of Psychiatry (Bassett), University Health Network and Centre for Addiction and Mental Health, University of Toronto; Li Ka Shing Knowledge Institute (Bombard), St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Bombard), University of Toronto; Centre for Genetic Medicine (Stavropoulos, Bowdin, Ray, Monfared); Molecular Genetics Laboratory (Stavropoulos, Ray, Marshall), Division of Genome Diagnostics, Paediatric Laboratory Medicine; Developmental and Stem Cell Biology (Hildebrandt, W. Wei, Romm, Pasceri, Ellis); Ted Rogers Cardiac Genome Clinic (Hosseini); Cytogenetics Laboratory (Joseph-George), Division of Genome Diagnostics, Paediatric Laboratory Medicine, The Hospital for Sick Children; Departments of Biochemistry and Laboratory Medicine, and Pathobiology (Keeley), University of Toronto; DNAstack (Cook, Fiume); McLaughlin Centre (Lee, Scherer), University of Toronto; Medcan Health Management Inc. (Davies, Hazell); Dalla Lana School of Public Health (Szego), Department of Family and Community Medicine, and The Joint Centre for Bioethics, University of Toronto; Centre for Clinical Ethics (Szego), St. Joseph's Health Centre, Toronto, Ont.
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Dang H, Gallins PJ, Pace RG, Guo XL, Stonebraker JR, Corvol H, Cutting GR, Drumm ML, Strug LJ, Knowles MR, O’Neal WK. Erratum: Corrigendum: Novel variation at chr11p13 associated with cystic fibrosis lung disease severity. Hum Genome Var 2017; 4:17016. [PMID: 28674633 PMCID: PMC5477836 DOI: 10.1038/hgv.2017.16] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
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Tang AC, Saferali A, He G, Sandford AJ, Strug LJ, Turvey SE. Endoplasmic Reticulum Stress and Chemokine Production in Cystic Fibrosis Airway Cells: Regulation by STAT3 Modulation. J Infect Dis 2017; 215:293-302. [PMID: 27799352 DOI: 10.1093/infdis/jiw516] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [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: 07/18/2016] [Accepted: 10/18/2016] [Indexed: 11/13/2022] Open
Abstract
Endoplasmic reticulum (ER) stress has been recognized to play an important role in chronic inflammatory diseases such as cystic fibrosis (CF), and targeting ER stress may be useful for alleviating damaging neutrophilic inflammation in CF airways. Cellular models were used in conjunction with data from a recent CF genome-wide association study (GWAS) meta-analysis to determine modulators of ER stress-mediated inflammation. Surprisingly, cells undergoing ER stress during inflammatory stimulation showed reduced interleukin 8 (IL-8) and CXCL1 secretion (P < .001). Neutralization of CXCL1 and IL-8 reduced neutrophil chemotaxis >50% to supernatants from IL-1β-stimulated CF airway epithelial cells (P < .01). The clinical importance of these chemokines was validated by association of CXCL1 and IL8 polymorphisms with changes in lung disease severity in patients with CF (n = 6365; IL8, P = .001; CXCL1, P = .001), confirming that targeting these chemokine pathways could help improve lung disease. We determined that production of these chemokines was partially controlled by ER stress in a signal transducer and activator of transcription 3 (STAT3)-dependent manner, whereby ER stress inhibited STAT3 activation. Our findings support a role for CXCL1 and IL-8 in CF lung disease severity and identify STAT3 as a modulating pathway. Targeting these pathways may help improve health outcomes in CF.
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Affiliation(s)
- Anthony C Tang
- Department of Microbiology & Immunology, University of British Columbia
| | - Aabida Saferali
- Centre for Heart Lung Innovation, University of British Columbia and St Paul's Hospital.,Department of Pediatrics, Children's Hospital, University of British Columbia, Vancouver
| | - Gengming He
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto.,Division of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Ontario, Canada
| | - Andrew J Sandford
- Centre for Heart Lung Innovation, University of British Columbia and St Paul's Hospital
| | - Lisa J Strug
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto.,Division of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Ontario, Canada
| | - Stuart E Turvey
- Department of Microbiology & Immunology, University of British Columbia.,Department of Pediatrics, Children's Hospital, University of British Columbia, Vancouver
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47
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Strug LJ, Pal DK. Reply to: Is a microRNA-328 binding site in PAX6 associated with Rolandic epilepsy? Ann Clin Transl Neurol 2017; 4:278-280. [PMID: 28382310 PMCID: PMC5376750 DOI: 10.1002/acn3.403] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2017] [Accepted: 02/22/2017] [Indexed: 12/23/2022] Open
Affiliation(s)
- Lisa J Strug
- The Centre for Applied Genomics and Program in Genetics and Genome Biology The Hospital for Sick Children Toronto Ontario Canada; Division of Biostatistics and Department of Statistics The University of Toronto Toronto Canada
| | - Deb K Pal
- Department of Basic and Clinical Neuroscience Institute of Psychiatry Psychology and Neuroscience King's College London London United Kingdom; King's College Hospital London United Kingdom
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C Yuen RK, Merico D, Bookman M, L Howe J, Thiruvahindrapuram B, Patel RV, Whitney J, Deflaux N, Bingham J, Wang Z, Pellecchia G, Buchanan JA, Walker S, Marshall CR, Uddin M, Zarrei M, Deneault E, D'Abate L, Chan AJS, Koyanagi S, Paton T, Pereira SL, Hoang N, Engchuan W, Higginbotham EJ, Ho K, Lamoureux S, Li W, MacDonald JR, Nalpathamkalam T, Sung WWL, Tsoi FJ, Wei J, Xu L, Tasse AM, Kirby E, Van Etten W, Twigger S, Roberts W, Drmic I, Jilderda S, Modi BM, Kellam B, Szego M, Cytrynbaum C, Weksberg R, Zwaigenbaum L, Woodbury-Smith M, Brian J, Senman L, Iaboni A, Doyle-Thomas K, Thompson A, Chrysler C, Leef J, Savion-Lemieux T, Smith IM, Liu X, Nicolson R, Seifer V, Fedele A, Cook EH, Dager S, Estes A, Gallagher L, Malow BA, Parr JR, Spence SJ, Vorstman J, Frey BJ, Robinson JT, Strug LJ, Fernandez BA, Elsabbagh M, Carter MT, Hallmayer J, Knoppers BM, Anagnostou E, Szatmari P, Ring RH, Glazer D, Pletcher MT, Scherer SW. Whole genome sequencing resource identifies 18 new candidate genes for autism spectrum disorder. Nat Neurosci 2017; 20:602-611. [PMID: 28263302 DOI: 10.1038/nn.4524] [Citation(s) in RCA: 505] [Impact Index Per Article: 72.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2016] [Accepted: 02/01/2017] [Indexed: 12/13/2022]
Abstract
We are performing whole-genome sequencing of families with autism spectrum disorder (ASD) to build a resource (MSSNG) for subcategorizing the phenotypes and underlying genetic factors involved. Here we report sequencing of 5,205 samples from families with ASD, accompanied by clinical information, creating a database accessible on a cloud platform and through a controlled-access internet portal. We found an average of 73.8 de novo single nucleotide variants and 12.6 de novo insertions and deletions or copy number variations per ASD subject. We identified 18 new candidate ASD-risk genes and found that participants bearing mutations in susceptibility genes had significantly lower adaptive ability (P = 6 × 10-4). In 294 of 2,620 (11.2%) of ASD cases, a molecular basis could be determined and 7.2% of these carried copy number variations and/or chromosomal abnormalities, emphasizing the importance of detecting all forms of genetic variation as diagnostic and therapeutic targets in ASD.
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Affiliation(s)
- Ryan K C Yuen
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Daniele Merico
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada.,Deep Genomics Inc., Toronto, Canada
| | - Matt Bookman
- Google, Mountain View, California, USA.,Verily Life Sciences, South San Francisco, California, USA
| | - Jennifer L Howe
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Bhooma Thiruvahindrapuram
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Rohan V Patel
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Joe Whitney
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Nicole Deflaux
- Google, Mountain View, California, USA.,Verily Life Sciences, South San Francisco, California, USA
| | - Jonathan Bingham
- Google, Mountain View, California, USA.,Verily Life Sciences, South San Francisco, California, USA
| | - Zhuozhi Wang
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Giovanna Pellecchia
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Janet A Buchanan
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Susan Walker
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Christian R Marshall
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada.,Genome Diagnostics, Department of Paediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Canada
| | - Mohammed Uddin
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Mehdi Zarrei
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Eric Deneault
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Lia D'Abate
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, Canada
| | - Ada J S Chan
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, Canada
| | - Stephanie Koyanagi
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Tara Paton
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Sergio L Pereira
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Ny Hoang
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada.,Autism Research Unit, The Hospital for Sick Children, Toronto, Canada
| | - Worrawat Engchuan
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Edward J Higginbotham
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Karen Ho
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Sylvia Lamoureux
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Weili Li
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Jeffrey R MacDonald
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Thomas Nalpathamkalam
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Wilson W L Sung
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Fiona J Tsoi
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - John Wei
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Lizhen Xu
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Anne-Marie Tasse
- Public Population Project in Genomics and Society, McGill University, Montreal, Canada
| | - Emily Kirby
- Public Population Project in Genomics and Society, McGill University, Montreal, Canada
| | | | | | - Wendy Roberts
- Autism Research Unit, The Hospital for Sick Children, Toronto, Canada
| | - Irene Drmic
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada.,Autism Research Unit, The Hospital for Sick Children, Toronto, Canada
| | - Sanne Jilderda
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada.,Autism Research Unit, The Hospital for Sick Children, Toronto, Canada
| | - Bonnie MacKinnon Modi
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada.,Autism Research Unit, The Hospital for Sick Children, Toronto, Canada
| | - Barbara Kellam
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Michael Szego
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada.,Dalla Lana School of Public Health and the Department of Family and Community Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Cheryl Cytrynbaum
- Department of Molecular Genetics, University of Toronto, Toronto, Canada.,Dalla Lana School of Public Health and the Department of Family and Community Medicine, University of Toronto, Toronto, Ontario, Canada.,Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada.,Division of Clinical and Metabolic Genetics, The Hospital for Sick Children, Toronto, Canada
| | - Rosanna Weksberg
- Department of Molecular Genetics, University of Toronto, Toronto, Canada.,Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada.,Division of Clinical and Metabolic Genetics, The Hospital for Sick Children, Toronto, Canada
| | | | - Marc Woodbury-Smith
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada.,Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Canada
| | - Jessica Brian
- Bloorview Research Institute, University of Toronto, Toronto, Canada.
| | - Lili Senman
- Bloorview Research Institute, University of Toronto, Toronto, Canada.
| | - Alana Iaboni
- Bloorview Research Institute, University of Toronto, Toronto, Canada.
| | | | - Ann Thompson
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Canada
| | - Christina Chrysler
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Canada
| | - Jonathan Leef
- Bloorview Research Institute, University of Toronto, Toronto, Canada.
| | | | - Isabel M Smith
- Departments of Pediatrics and of Psychology &Neuroscience, Dalhousie University and Autism Research Centre, IWK Health Centre, Halifax, Canada
| | - Xudong Liu
- Department of Psychiatry, Queen's University, Kinston, Canada
| | - Rob Nicolson
- Children's Health Research Institute, London, Ontario, Canada.,Western University, London, Ontario, Canada
| | | | | | - Edwin H Cook
- Institute for Juvenile Research, Department of Psychiatry, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Stephen Dager
- Department of Radiology, University of Washington, Seattle, Washington, USA
| | - Annette Estes
- Department of Speech and Hearing Sciences, University of Washington, Seattle, Washington, USA
| | - Louise Gallagher
- Department of Psychiatry, School of Medicine, Trinity College Dublin, Dublin, Ireland
| | - Beth A Malow
- Sleep Disorders Division, Department of Neurology, Vanderbilt University School of Medicine, Nashville, Tennessee, USA
| | - Jeremy R Parr
- Institute of Neuroscience, Newcastle University, Newcastle Upon Tyne, UK
| | - Sarah J Spence
- Department of Neurology, Boston Children's Hospital, Boston, Massachusetts, USA
| | - Jacob Vorstman
- Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Brendan J Frey
- Deep Genomics Inc., Toronto, Canada.,Department of Electrical and Computer Engineering and Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, Canada
| | - James T Robinson
- Department of Medicine, University of California San Diego, La Jolla, California, USA
| | - Lisa J Strug
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada.,Division of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Canada
| | - Bridget A Fernandez
- Disciplines of Genetics and Medicine, Memorial University of Newfoundland and Provincial Medical Genetic Program, Eastern Health, St. John's, Canada
| | | | - Melissa T Carter
- Division of Clinical and Metabolic Genetics, The Hospital for Sick Children, Toronto, Canada.,Regional Genetics Program, The Children's Hospital of Eastern Ontario, Ottawa, Canada
| | - Joachim Hallmayer
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, California, USA
| | | | | | - Peter Szatmari
- Child Youth and Family Services, Centre for Addiction and Mental Health, Toronto, Canada.,Department of Psychiatry, University of Toronto, Toronto, Canada.,Department of Psychiatry, The Hospital for Sick Children, Toronto, Canada
| | - Robert H Ring
- Department of Pharmacology &Physiology, Drexel University College of Medicine, Philadelphia, Pennsylvania, USA
| | - David Glazer
- Google, Mountain View, California, USA.,Verily Life Sciences, South San Francisco, California, USA
| | | | - Stephen W Scherer
- The Centre for Applied Genomics, Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, Canada.,McLaughlin Centre, University of Toronto, Toronto, Canada
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49
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Collaco JM, Blackman SM, Raraigh KS, Corvol H, Rommens JM, Pace RG, Boelle PY, McGready J, Sosnay PR, Strug LJ, Knowles MR, Cutting GR. Sources of Variation in Sweat Chloride Measurements in Cystic Fibrosis. Am J Respir Crit Care Med 2016; 194:1375-1382. [PMID: 27258095 PMCID: PMC5148144 DOI: 10.1164/rccm.201603-0459oc] [Citation(s) in RCA: 57] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2016] [Accepted: 06/03/2016] [Indexed: 01/20/2023] Open
Abstract
RATIONALE Expanding the use of cystic fibrosis transmembrane conductance regulator (CFTR) potentiators and correctors for the treatment of cystic fibrosis (CF) requires precise and accurate biomarkers. Sweat chloride concentration provides an in vivo assessment of CFTR function, but it is unknown the degree to which CFTR mutations account for sweat chloride variation. OBJECTIVES To estimate potential sources of variation for sweat chloride measurements, including demographic factors, testing variability, recording biases, and CFTR genotype itself. METHODS A total of 2,639 sweat chloride measurements were obtained in 1,761 twins/siblings from the CF Twin-Sibling Study, French CF Modifier Gene Study, and Canadian Consortium for Genetic Studies. Variance component estimation was performed by nested mixed modeling. MEASUREMENTS AND MAIN RESULTS Across the tested CF population as a whole, CFTR gene mutations were found to be the primary determinant of sweat chloride variability (56.1% of variation) with contributions from variation over time (e.g., factors related to testing on different days; 13.8%), environmental factors (e.g., climate, family diet; 13.5%), other residual factors (e.g., test variability; 9.9%), and unique individual factors (e.g., modifier genes, unique exposures; 6.8%) (likelihood ratio test, P < 0.001). Twin analysis suggested that modifier genes did not play a significant role because the heritability estimate was negligible (H2 = 0; 95% confidence interval, 0.0-0.35). For an individual with CF, variation in sweat chloride was primarily caused by variation over time (58.1%) with the remainder attributable to residual/random factors (41.9%). CONCLUSIONS Variation in the CFTR gene is the predominant cause of sweat chloride variation; most of the non-CFTR variation is caused by testing variability and unique environmental factors. If test precision and accuracy can be improved, sweat chloride measurement could be a valuable biomarker for assessing response to therapies directed at mutant CFTR.
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Affiliation(s)
| | | | | | - Harriet Corvol
- Assistance Publique-Hôpitaux de Paris, Trousseau Hospital, Paris, France
- Institut National de la Santé et la Recherche Médicale, Paris, France
| | - Johanna M. Rommens
- The Hospital for Sick Children and the University of Toronto, Toronto, Canada
| | - Rhonda G. Pace
- Marsico Lung Institute/Cystic Fibrosis and Pulmonary Diseases Research and Treatment Center, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Pierre-Yves Boelle
- Institut National de la Santé et la Recherche Médicale, Paris, France
- Sorbonne Universités, Université Pierre et Marie Curie, Paris, France; and
- Assistance Publique-Hôpitaux de Paris, Saint-Antoine Hospital, Paris, France
| | - John McGready
- Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland
| | | | - Lisa J. Strug
- The Hospital for Sick Children and the University of Toronto, Toronto, Canada
| | - Michael R. Knowles
- Marsico Lung Institute/Cystic Fibrosis and Pulmonary Diseases Research and Treatment Center, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
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50
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Strug LJ, Gonska T, He G, Keenan K, Ip W, Boëlle PY, Lin F, Panjwani N, Gong J, Li W, Soave D, Xiao B, Tullis E, Rabin H, Parkins MD, Price A, Zuberbuhler PC, Corvol H, Ratjen F, Sun L, Bear CE, Rommens JM. Cystic fibrosis gene modifier SLC26A9 modulates airway response to CFTR-directed therapeutics. Hum Mol Genet 2016; 25:4590-4600. [PMID: 28171547 PMCID: PMC5886039 DOI: 10.1093/hmg/ddw290] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2016] [Revised: 07/12/2016] [Accepted: 08/25/2016] [Indexed: 12/18/2022] Open
Abstract
Cystic fibrosis is realizing the promise of personalized medicine. Recent advances in drug development that target the causal CFTR directly result in lung function improvement, but variability in response is demanding better prediction of outcomes to improve management decisions. The genetic modifier SLC26A9 contributes to disease severity in the CF pancreas and intestine at birth and here we assess its relationship with disease severity and therapeutic response in the airways. SLC26A9 association with lung disease was assessed in individuals from the Canadian and French CF Gene Modifier consortia with CFTR-gating mutations and in those homozygous for the common Phe508del mutation. Variability in response to a CFTR-directed therapy attributed to SLC26A9 genotype was assessed in Canadian patients with gating mutations. A primary airway model system determined if SLC26A9 shows modification of Phe508del CFTR function upon treatment with a CFTR corrector. In those with gating mutations that retain cell surface-localized CFTR we show that SLC26A9 modifies lung function while this is not the case in individuals homozygous for Phe508del where cell surface expression is lacking. Treatment response to ivacaftor, which aims to improve CFTR-channel opening probability in patients with gating mutations, shows substantial variability in response, 28% of which can be explained by rs7512462 in SLC26A9 (P = 0.0006). When homozygous Phe508del primary bronchial cells are treated to restore surface CFTR, SLC26A9 likewise modifies treatment response (P = 0.02). Our findings indicate that SLC26A9 airway modification requires CFTR at the cell surface, and that a common variant in SLC26A9 may predict response to CFTR-directed therapeutics.
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Affiliation(s)
- Lisa J. Strug
- Program in Genetics and Genome Biology, Research Institute, The Hospital for Sick Children, Toronto, Ontario, Canada
- Division of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Ontario, Canada
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Tanja Gonska
- Department of Pediatrics, University of Toronto, Toronto, Ontario, Canada
- Division of Gastroenterology, Hepatology and Nutrition, The Hospital for Sick Children, Toronto, Ontario, Canada
- Program in Physiology and Experimental Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Gengming He
- Program in Genetics and Genome Biology, Research Institute, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Katherine Keenan
- Program in Physiology and Experimental Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Wan Ip
- Program in Physiology and Experimental Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Pierre-Yves Boëlle
- Sorbonne Universités, Université Pierre et Marie Curie (UPMC) Paris 06, Paris, France
- Assistance Publique-Hôpitaux de Paris (AP-HP), Hôpital St. Antoine, Biostatistics Department; Inserm U1136, Paris, France
| | - Fan Lin
- Program in Genetics and Genome Biology, Research Institute, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Naim Panjwani
- Program in Genetics and Genome Biology, Research Institute, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Jiafen Gong
- Program in Genetics and Genome Biology, Research Institute, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Weili Li
- Program in Genetics and Genome Biology, Research Institute, The Hospital for Sick Children, Toronto, Ontario, Canada
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - David Soave
- Program in Genetics and Genome Biology, Research Institute, The Hospital for Sick Children, Toronto, Ontario, Canada
- Division of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Ontario, Canada
| | - Bowei Xiao
- Program in Genetics and Genome Biology, Research Institute, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Elizabeth Tullis
- Department of Respiratory Medicine and Li Ka Shing Knowledge Institute, St. Michael’s Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Harvey Rabin
- Department of Medicine, University of Calgary, Calgary, Alberta, Canada
- The Department of Microbiology, Immunology and Infectious Disease, University of Calgary, Calgary, Alberta, Canada
| | - Michael D. Parkins
- Department of Medicine, University of Calgary, Calgary, Alberta, Canada
- The Department of Microbiology, Immunology and Infectious Disease, University of Calgary, Calgary, Alberta, Canada
| | - April Price
- Division of Paediatric Respirology, Department of Paediatrics, Children's Hospital at London Health Sciences Centre, London, Ontario, Canada
| | | | - Harriet Corvol
- Sorbonne Universités, Université Pierre et Marie Curie (UPMC) Paris 06, Paris, France
- AP-HP, Hôpital Trousseau, Pediatric Pulmonary Department; Institut National de la Santé et al Recherche Medicale (INSERM) U938, Paris, France
| | - Felix Ratjen
- Program in Physiology and Experimental Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada
- Division of Respiratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Lei Sun
- Division of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Ontario, Canada
- Department of Statistical Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Christine E. Bear
- Program in Molecular Structure and Function, The Hospital for Sick Children, Toronto, Ontario, CanadaDepartments of
- Biochemistry
- Physiology
| | - Johanna M. Rommens
- Program in Genetics and Genome Biology, Research Institute, The Hospital for Sick Children, Toronto, Ontario, Canada
- Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
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