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Ahmad S, Imtiaz MA, Mishra A, Wang R, Herrera-Rivero M, Bis JC, Fornage M, Roshchupkin G, Hofer E, Logue M, Longstreth WT, Xia R, Bouteloup V, Mosley T, Launer LJ, Khalil M, Kuhle J, Rissman RA, Chene G, Dufouil C, Djoussé L, Lyons MJ, Mukamal KJ, Kremen WS, Franz CE, Schmidt R, Debette S, Breteler MMB, Berger K, Yang Q, Seshadri S, Aziz NA, Ghanbari M, Ikram MA. Genome-wide association study meta-analysis of neurofilament light (NfL) levels in blood reveals novel loci related to neurodegeneration. Commun Biol 2024; 7:1103. [PMID: 39251807 PMCID: PMC11385583 DOI: 10.1038/s42003-024-06804-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2023] [Accepted: 08/29/2024] [Indexed: 09/11/2024] Open
Abstract
Neurofilament light chain (NfL) levels in circulation have been established as a sensitive biomarker of neuro-axonal damage across a range of neurodegenerative disorders. Elucidation of the genetic architecture of blood NfL levels could provide new insights into molecular mechanisms underlying neurodegenerative disorders. In this meta-analysis of genome-wide association studies (GWAS) of blood NfL levels from eleven cohorts of European ancestry, we identify two genome-wide significant loci at 16p12 (UMOD) and 17q24 (SLC39A11). We observe association of three loci at 1q43 (FMN2), 12q14, and 12q21 with blood NfL levels in the meta-analysis of African-American ancestry. In the trans-ethnic meta-analysis, we identify three additional genome-wide significant loci at 1p32 (FGGY), 6q14 (TBX18), and 4q21. In the post-GWAS analyses, we observe the association of higher NfL polygenic risk score with increased plasma levels of total-tau, Aβ-40, Aβ-42, and higher incidence of Alzheimer's disease in the Rotterdam Study. Furthermore, Mendelian randomization analysis results suggest that a lower kidney function could cause higher blood NfL levels. This study uncovers multiple genetic loci of blood NfL levels, highlighting the genes related to molecular mechanism of neurodegeneration.
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Affiliation(s)
- Shahzad Ahmad
- Department of Epidemiology, Erasmus University Medical Center, PO Box 2040, 3000, CA, Rotterdam, the Netherlands
- Oxford-GSK Institute of Computational and Molecular Medicine (IMCM), Centre for Human Genetics, Nuffield Department of Medicine (NDM), University of Oxford, Oxford, OX3 7BN, UK
| | - Mohammad Aslam Imtiaz
- Population Health Sciences, German Center for Neurodegenerative Diseases (DZNE), Venusberg-Campus 1/99, 53127, Bonn, Germany
| | - Aniket Mishra
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, F-33000, Bordeaux, France
| | - Ruiqi Wang
- Boston University, Boston, MA, 02215, USA
| | - Marisol Herrera-Rivero
- Department of Genetic Epidemiology, Institute of Human Genetics, University of Münster, Münster, Germany
- Department of Psychiatry, University of Münster, Münster, Germany
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, 1730 Minor Ave #1360, Seattle, WA, 98101, USA
| | - Myriam Fornage
- Brown Foundation Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, 1825 Pressler Street Houston, Houston, 77030, TX, USA
| | - Gennady Roshchupkin
- Department of Epidemiology, Erasmus University Medical Center, PO Box 2040, 3000, CA, Rotterdam, the Netherlands
| | - Edith Hofer
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Auenbruggerplatz 22, 8036, Graz, Austria
- Institute for Medical Informatics, Statistics and Documentation, Medical University of Graz, Auenbruggerplatz 2, Fifth Floor, Graz, 8036, Austria
| | - Mark Logue
- National Center for PTSD, Behavioral Sciences Division at VA Boston Healthcare System, Boston, 150 South Huntington Avenue, Boston, MA, 02130, USA
- Department of Psychiatry and Biomedical Genetics, Boston University School of Medicine, Boston, 72 East Concord Street E200, Boston, MA, 02118, USA
| | - W T Longstreth
- Departments of Neurology and Epidemiology, University of Washington, Seattle, 3980 15th Ave NE Seattle, Seattle, WA, 98195, USA
| | - Rui Xia
- Brown Foundation Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, 1825 Pressler Street Houston, Houston, 77030, TX, USA
| | - Vincent Bouteloup
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, F-33000, Bordeaux, France
| | - Thomas Mosley
- MIND Center, University of Mississippi Medical Center, Jackson, 2500 North State Street, Jackson, MS, 39216, USA
| | - Lenore J Launer
- Laboratory of Epidemiology and Population Science, NIA Intramural Research Program, 251 Bayview Blvd, Baltimore, MD, 21224, USA
| | - Michael Khalil
- Department of Neurology, Medical University of Graz, Auenbruggerplatz 22, 8036, Graz, Austria
| | - Jens Kuhle
- Research Center for Clinical Neuroimmunology and Neuroscience University Hospital, Spitalstrasse 2, CH-4031, Basel, Switzerland
| | - Robert A Rissman
- Department of Physiology and Neuroscience, Alzheimer's Therapeutic Research Institute, Keck School of Medicine of the University of Southern California, California, USA
| | - Genevieve Chene
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, F-33000, Bordeaux, France
| | - Carole Dufouil
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, F-33000, Bordeaux, France
| | - Luc Djoussé
- Brigham and Women's Hospital, Harvard Medical School, Boston, 75 FRANCIS STREET, BOSTON MA 02115, MA, Boston, USA
| | - Michael J Lyons
- Department of Psychological & Brain Sciences, Boston University, Boston, 64 Cummington Mall # 149, Boston, MA, 02215, USA
| | - Kenneth J Mukamal
- Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, 330 Brookline Avenue Boston, MA, 02215, USA
| | - William S Kremen
- Department of Psychiatry and Center for Behavior Genetics of Aging, University of California, San Diego, La Jolla, CA, 92093, USA
| | - Carol E Franz
- Department of Psychiatry and Center for Behavior Genetics of Aging, University of California, San Diego, La Jolla, CA, 92093, USA
| | - Reinhold Schmidt
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Auenbruggerplatz 22, 8036, Graz, Austria
| | - Stephanie Debette
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR 1219, F-33000, Bordeaux, France
- CHU de Bordeaux, Department of Neurology, Institute for Neurodegenerative Diseases, F-33000, Bordeaux, France
| | - Monique M B Breteler
- Population Health Sciences, German Center for Neurodegenerative Diseases (DZNE), Venusberg-Campus 1/99, 53127, Bonn, Germany
- Institute for Medical Biometry, Informatics and Epidemiology (IMBIE), Faculty of Medicine, University of Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
| | - Klaus Berger
- Institute of Epidemiology and Social Medicine, University of Münster, Münster, Institut für Epidemiologie und Sozialmedizin Albert-Schweitzer-Campus 1, Gebäude D3 48149, Münster, Germany
| | - Qiong Yang
- Boston University, Boston, MA, 02215, USA
| | - Sudha Seshadri
- Boston University, Boston, MA, 02215, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
| | - N Ahmad Aziz
- Population Health Sciences, German Center for Neurodegenerative Diseases (DZNE), Venusberg-Campus 1/99, 53127, Bonn, Germany
- Department of Neurology, Faculty of Medicine, University of Bonn, 53127, Bonn, Germany
| | - Mohsen Ghanbari
- Department of Epidemiology, Erasmus University Medical Center, PO Box 2040, 3000, CA, Rotterdam, the Netherlands
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus University Medical Center, PO Box 2040, 3000, CA, Rotterdam, the Netherlands.
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van Eijk RPA, Jones AR, Sproviero W, Shatunov A, Shaw PJ, Leigh PN, Young CA, Shaw CE, Mora G, Mandrioli J, Borghero G, Volanti P, Diekstra FP, van Rheenen W, Verstraete E, Eijkemans MJC, Veldink JH, Chio A, Al-Chalabi A, van den Berg LH, van Es MA. Meta-analysis of pharmacogenetic interactions in amyotrophic lateral sclerosis clinical trials. Neurology 2017; 89:1915-1922. [PMID: 28978660 PMCID: PMC5664299 DOI: 10.1212/wnl.0000000000004606] [Citation(s) in RCA: 69] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2017] [Accepted: 08/18/2017] [Indexed: 12/31/2022] Open
Abstract
OBJECTIVE To assess whether genetic subgroups in recent amyotrophic lateral sclerosis (ALS) trials responded to treatment with lithium carbonate, but that the treatment effect was lost in a large cohort of nonresponders. METHODS Individual participant data were obtained from 3 randomized trials investigating the efficacy of lithium carbonate. We matched clinical data with data regarding the UNC13A and C9orf72 genotype. Our primary outcome was survival at 12 months. On an exploratory basis, we assessed whether the effect of lithium depended on the genotype. RESULTS Clinical data were available for 518 of the 606 participants. Overall, treatment with lithium carbonate did not improve 12-month survival (hazard ratio [HR] 1.0, 95% confidence interval [CI] 0.7-1.4; p = 0.96). Both the UNC13A and C9orf72 genotype were independent predictors of survival (HR 2.4, 95% CI 1.3-4.3; p = 0.006 and HR 2.5, 95% CI 1.1-5.2; p = 0.032, respectively). The effect of lithium was different for UNC13A carriers (p = 0.027), but not for C9orf72 carriers (p = 0.22). The 12-month survival probability for UNC13A carriers treated with lithium carbonate improved from 40.1% (95% CI 23.2-69.1) to 69.7% (95% CI 50.4-96.3). CONCLUSIONS This study incorporated genetic data into past ALS trials to determine treatment effects in a genetic post hoc analysis. Our results suggest that we should reorient our strategies toward finding treatments for ALS, start focusing on genotype-targeted treatments, and standardize genotyping in order to optimize randomization and analysis for future clinical trials.
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Affiliation(s)
- Ruben P A van Eijk
- From the Department of Neurology, Brain Centre Rudolf Magnus (R.P.A.v.E., F.P.D., W.v.R., J.H.V., L.H.v.d.B., M.A.v.E.), and Department of Biostatistics and Research Support (M.J.C.E.), University Medical Centre Utrecht, the Netherlands; Maurice Wohl Clinical Neuroscience Institute and United Kingdom Dementia Research Institute Centre (A.R.J., W.S., A.S., C.E.S., A.A.-C.), Department of Basic and Clinical Neuroscience, King's College London; Sheffield Institute for Translational Neuroscience (SITraN) (P.J.S.), University of Sheffield, South Yorkshire; Department of Clinical Neuroscience (P.N.L.), Trafford Centre for Biomedical Research, Brighton and Sussex Medical School, Falmer, Brighton; The Walton Centre NHS Trust (C.A.Y.), Liverpool, UK; Istituti Clinici Scientifici Maugeri IRCSS (G.M.), Milan; Department of Neuroscience (J.M.), Sant'Agostino-Estense Hospital and University of Modena and Reggio Emilia, Modena; Department of Neurology (G.B.), Azienda Universitario Ospedaliera di Cagliari and University of Cagliari; Istituti Clinici Scientifici Maugeri IRCSS (P.V.), Mistretta, Italy; Rijnstate Ziekenhuis (E.V.), Arnhem, the Netherlands; Rita Levi Montalcini' Department of Neuroscience (A.C.), ALS Centre, University of Torino; and Azienda Ospedaliera Città della Salute e della Scienza (A.C.), Turin, Italy
| | - Ashley R Jones
- From the Department of Neurology, Brain Centre Rudolf Magnus (R.P.A.v.E., F.P.D., W.v.R., J.H.V., L.H.v.d.B., M.A.v.E.), and Department of Biostatistics and Research Support (M.J.C.E.), University Medical Centre Utrecht, the Netherlands; Maurice Wohl Clinical Neuroscience Institute and United Kingdom Dementia Research Institute Centre (A.R.J., W.S., A.S., C.E.S., A.A.-C.), Department of Basic and Clinical Neuroscience, King's College London; Sheffield Institute for Translational Neuroscience (SITraN) (P.J.S.), University of Sheffield, South Yorkshire; Department of Clinical Neuroscience (P.N.L.), Trafford Centre for Biomedical Research, Brighton and Sussex Medical School, Falmer, Brighton; The Walton Centre NHS Trust (C.A.Y.), Liverpool, UK; Istituti Clinici Scientifici Maugeri IRCSS (G.M.), Milan; Department of Neuroscience (J.M.), Sant'Agostino-Estense Hospital and University of Modena and Reggio Emilia, Modena; Department of Neurology (G.B.), Azienda Universitario Ospedaliera di Cagliari and University of Cagliari; Istituti Clinici Scientifici Maugeri IRCSS (P.V.), Mistretta, Italy; Rijnstate Ziekenhuis (E.V.), Arnhem, the Netherlands; Rita Levi Montalcini' Department of Neuroscience (A.C.), ALS Centre, University of Torino; and Azienda Ospedaliera Città della Salute e della Scienza (A.C.), Turin, Italy
| | - William Sproviero
- From the Department of Neurology, Brain Centre Rudolf Magnus (R.P.A.v.E., F.P.D., W.v.R., J.H.V., L.H.v.d.B., M.A.v.E.), and Department of Biostatistics and Research Support (M.J.C.E.), University Medical Centre Utrecht, the Netherlands; Maurice Wohl Clinical Neuroscience Institute and United Kingdom Dementia Research Institute Centre (A.R.J., W.S., A.S., C.E.S., A.A.-C.), Department of Basic and Clinical Neuroscience, King's College London; Sheffield Institute for Translational Neuroscience (SITraN) (P.J.S.), University of Sheffield, South Yorkshire; Department of Clinical Neuroscience (P.N.L.), Trafford Centre for Biomedical Research, Brighton and Sussex Medical School, Falmer, Brighton; The Walton Centre NHS Trust (C.A.Y.), Liverpool, UK; Istituti Clinici Scientifici Maugeri IRCSS (G.M.), Milan; Department of Neuroscience (J.M.), Sant'Agostino-Estense Hospital and University of Modena and Reggio Emilia, Modena; Department of Neurology (G.B.), Azienda Universitario Ospedaliera di Cagliari and University of Cagliari; Istituti Clinici Scientifici Maugeri IRCSS (P.V.), Mistretta, Italy; Rijnstate Ziekenhuis (E.V.), Arnhem, the Netherlands; Rita Levi Montalcini' Department of Neuroscience (A.C.), ALS Centre, University of Torino; and Azienda Ospedaliera Città della Salute e della Scienza (A.C.), Turin, Italy
| | - Aleksey Shatunov
- From the Department of Neurology, Brain Centre Rudolf Magnus (R.P.A.v.E., F.P.D., W.v.R., J.H.V., L.H.v.d.B., M.A.v.E.), and Department of Biostatistics and Research Support (M.J.C.E.), University Medical Centre Utrecht, the Netherlands; Maurice Wohl Clinical Neuroscience Institute and United Kingdom Dementia Research Institute Centre (A.R.J., W.S., A.S., C.E.S., A.A.-C.), Department of Basic and Clinical Neuroscience, King's College London; Sheffield Institute for Translational Neuroscience (SITraN) (P.J.S.), University of Sheffield, South Yorkshire; Department of Clinical Neuroscience (P.N.L.), Trafford Centre for Biomedical Research, Brighton and Sussex Medical School, Falmer, Brighton; The Walton Centre NHS Trust (C.A.Y.), Liverpool, UK; Istituti Clinici Scientifici Maugeri IRCSS (G.M.), Milan; Department of Neuroscience (J.M.), Sant'Agostino-Estense Hospital and University of Modena and Reggio Emilia, Modena; Department of Neurology (G.B.), Azienda Universitario Ospedaliera di Cagliari and University of Cagliari; Istituti Clinici Scientifici Maugeri IRCSS (P.V.), Mistretta, Italy; Rijnstate Ziekenhuis (E.V.), Arnhem, the Netherlands; Rita Levi Montalcini' Department of Neuroscience (A.C.), ALS Centre, University of Torino; and Azienda Ospedaliera Città della Salute e della Scienza (A.C.), Turin, Italy
| | - Pamela J Shaw
- From the Department of Neurology, Brain Centre Rudolf Magnus (R.P.A.v.E., F.P.D., W.v.R., J.H.V., L.H.v.d.B., M.A.v.E.), and Department of Biostatistics and Research Support (M.J.C.E.), University Medical Centre Utrecht, the Netherlands; Maurice Wohl Clinical Neuroscience Institute and United Kingdom Dementia Research Institute Centre (A.R.J., W.S., A.S., C.E.S., A.A.-C.), Department of Basic and Clinical Neuroscience, King's College London; Sheffield Institute for Translational Neuroscience (SITraN) (P.J.S.), University of Sheffield, South Yorkshire; Department of Clinical Neuroscience (P.N.L.), Trafford Centre for Biomedical Research, Brighton and Sussex Medical School, Falmer, Brighton; The Walton Centre NHS Trust (C.A.Y.), Liverpool, UK; Istituti Clinici Scientifici Maugeri IRCSS (G.M.), Milan; Department of Neuroscience (J.M.), Sant'Agostino-Estense Hospital and University of Modena and Reggio Emilia, Modena; Department of Neurology (G.B.), Azienda Universitario Ospedaliera di Cagliari and University of Cagliari; Istituti Clinici Scientifici Maugeri IRCSS (P.V.), Mistretta, Italy; Rijnstate Ziekenhuis (E.V.), Arnhem, the Netherlands; Rita Levi Montalcini' Department of Neuroscience (A.C.), ALS Centre, University of Torino; and Azienda Ospedaliera Città della Salute e della Scienza (A.C.), Turin, Italy
| | - P Nigel Leigh
- From the Department of Neurology, Brain Centre Rudolf Magnus (R.P.A.v.E., F.P.D., W.v.R., J.H.V., L.H.v.d.B., M.A.v.E.), and Department of Biostatistics and Research Support (M.J.C.E.), University Medical Centre Utrecht, the Netherlands; Maurice Wohl Clinical Neuroscience Institute and United Kingdom Dementia Research Institute Centre (A.R.J., W.S., A.S., C.E.S., A.A.-C.), Department of Basic and Clinical Neuroscience, King's College London; Sheffield Institute for Translational Neuroscience (SITraN) (P.J.S.), University of Sheffield, South Yorkshire; Department of Clinical Neuroscience (P.N.L.), Trafford Centre for Biomedical Research, Brighton and Sussex Medical School, Falmer, Brighton; The Walton Centre NHS Trust (C.A.Y.), Liverpool, UK; Istituti Clinici Scientifici Maugeri IRCSS (G.M.), Milan; Department of Neuroscience (J.M.), Sant'Agostino-Estense Hospital and University of Modena and Reggio Emilia, Modena; Department of Neurology (G.B.), Azienda Universitario Ospedaliera di Cagliari and University of Cagliari; Istituti Clinici Scientifici Maugeri IRCSS (P.V.), Mistretta, Italy; Rijnstate Ziekenhuis (E.V.), Arnhem, the Netherlands; Rita Levi Montalcini' Department of Neuroscience (A.C.), ALS Centre, University of Torino; and Azienda Ospedaliera Città della Salute e della Scienza (A.C.), Turin, Italy
| | - Carolyn A Young
- From the Department of Neurology, Brain Centre Rudolf Magnus (R.P.A.v.E., F.P.D., W.v.R., J.H.V., L.H.v.d.B., M.A.v.E.), and Department of Biostatistics and Research Support (M.J.C.E.), University Medical Centre Utrecht, the Netherlands; Maurice Wohl Clinical Neuroscience Institute and United Kingdom Dementia Research Institute Centre (A.R.J., W.S., A.S., C.E.S., A.A.-C.), Department of Basic and Clinical Neuroscience, King's College London; Sheffield Institute for Translational Neuroscience (SITraN) (P.J.S.), University of Sheffield, South Yorkshire; Department of Clinical Neuroscience (P.N.L.), Trafford Centre for Biomedical Research, Brighton and Sussex Medical School, Falmer, Brighton; The Walton Centre NHS Trust (C.A.Y.), Liverpool, UK; Istituti Clinici Scientifici Maugeri IRCSS (G.M.), Milan; Department of Neuroscience (J.M.), Sant'Agostino-Estense Hospital and University of Modena and Reggio Emilia, Modena; Department of Neurology (G.B.), Azienda Universitario Ospedaliera di Cagliari and University of Cagliari; Istituti Clinici Scientifici Maugeri IRCSS (P.V.), Mistretta, Italy; Rijnstate Ziekenhuis (E.V.), Arnhem, the Netherlands; Rita Levi Montalcini' Department of Neuroscience (A.C.), ALS Centre, University of Torino; and Azienda Ospedaliera Città della Salute e della Scienza (A.C.), Turin, Italy
| | - Christopher E Shaw
- From the Department of Neurology, Brain Centre Rudolf Magnus (R.P.A.v.E., F.P.D., W.v.R., J.H.V., L.H.v.d.B., M.A.v.E.), and Department of Biostatistics and Research Support (M.J.C.E.), University Medical Centre Utrecht, the Netherlands; Maurice Wohl Clinical Neuroscience Institute and United Kingdom Dementia Research Institute Centre (A.R.J., W.S., A.S., C.E.S., A.A.-C.), Department of Basic and Clinical Neuroscience, King's College London; Sheffield Institute for Translational Neuroscience (SITraN) (P.J.S.), University of Sheffield, South Yorkshire; Department of Clinical Neuroscience (P.N.L.), Trafford Centre for Biomedical Research, Brighton and Sussex Medical School, Falmer, Brighton; The Walton Centre NHS Trust (C.A.Y.), Liverpool, UK; Istituti Clinici Scientifici Maugeri IRCSS (G.M.), Milan; Department of Neuroscience (J.M.), Sant'Agostino-Estense Hospital and University of Modena and Reggio Emilia, Modena; Department of Neurology (G.B.), Azienda Universitario Ospedaliera di Cagliari and University of Cagliari; Istituti Clinici Scientifici Maugeri IRCSS (P.V.), Mistretta, Italy; Rijnstate Ziekenhuis (E.V.), Arnhem, the Netherlands; Rita Levi Montalcini' Department of Neuroscience (A.C.), ALS Centre, University of Torino; and Azienda Ospedaliera Città della Salute e della Scienza (A.C.), Turin, Italy
| | - Gabriele Mora
- From the Department of Neurology, Brain Centre Rudolf Magnus (R.P.A.v.E., F.P.D., W.v.R., J.H.V., L.H.v.d.B., M.A.v.E.), and Department of Biostatistics and Research Support (M.J.C.E.), University Medical Centre Utrecht, the Netherlands; Maurice Wohl Clinical Neuroscience Institute and United Kingdom Dementia Research Institute Centre (A.R.J., W.S., A.S., C.E.S., A.A.-C.), Department of Basic and Clinical Neuroscience, King's College London; Sheffield Institute for Translational Neuroscience (SITraN) (P.J.S.), University of Sheffield, South Yorkshire; Department of Clinical Neuroscience (P.N.L.), Trafford Centre for Biomedical Research, Brighton and Sussex Medical School, Falmer, Brighton; The Walton Centre NHS Trust (C.A.Y.), Liverpool, UK; Istituti Clinici Scientifici Maugeri IRCSS (G.M.), Milan; Department of Neuroscience (J.M.), Sant'Agostino-Estense Hospital and University of Modena and Reggio Emilia, Modena; Department of Neurology (G.B.), Azienda Universitario Ospedaliera di Cagliari and University of Cagliari; Istituti Clinici Scientifici Maugeri IRCSS (P.V.), Mistretta, Italy; Rijnstate Ziekenhuis (E.V.), Arnhem, the Netherlands; Rita Levi Montalcini' Department of Neuroscience (A.C.), ALS Centre, University of Torino; and Azienda Ospedaliera Città della Salute e della Scienza (A.C.), Turin, Italy
| | - Jessica Mandrioli
- From the Department of Neurology, Brain Centre Rudolf Magnus (R.P.A.v.E., F.P.D., W.v.R., J.H.V., L.H.v.d.B., M.A.v.E.), and Department of Biostatistics and Research Support (M.J.C.E.), University Medical Centre Utrecht, the Netherlands; Maurice Wohl Clinical Neuroscience Institute and United Kingdom Dementia Research Institute Centre (A.R.J., W.S., A.S., C.E.S., A.A.-C.), Department of Basic and Clinical Neuroscience, King's College London; Sheffield Institute for Translational Neuroscience (SITraN) (P.J.S.), University of Sheffield, South Yorkshire; Department of Clinical Neuroscience (P.N.L.), Trafford Centre for Biomedical Research, Brighton and Sussex Medical School, Falmer, Brighton; The Walton Centre NHS Trust (C.A.Y.), Liverpool, UK; Istituti Clinici Scientifici Maugeri IRCSS (G.M.), Milan; Department of Neuroscience (J.M.), Sant'Agostino-Estense Hospital and University of Modena and Reggio Emilia, Modena; Department of Neurology (G.B.), Azienda Universitario Ospedaliera di Cagliari and University of Cagliari; Istituti Clinici Scientifici Maugeri IRCSS (P.V.), Mistretta, Italy; Rijnstate Ziekenhuis (E.V.), Arnhem, the Netherlands; Rita Levi Montalcini' Department of Neuroscience (A.C.), ALS Centre, University of Torino; and Azienda Ospedaliera Città della Salute e della Scienza (A.C.), Turin, Italy
| | - Giuseppe Borghero
- From the Department of Neurology, Brain Centre Rudolf Magnus (R.P.A.v.E., F.P.D., W.v.R., J.H.V., L.H.v.d.B., M.A.v.E.), and Department of Biostatistics and Research Support (M.J.C.E.), University Medical Centre Utrecht, the Netherlands; Maurice Wohl Clinical Neuroscience Institute and United Kingdom Dementia Research Institute Centre (A.R.J., W.S., A.S., C.E.S., A.A.-C.), Department of Basic and Clinical Neuroscience, King's College London; Sheffield Institute for Translational Neuroscience (SITraN) (P.J.S.), University of Sheffield, South Yorkshire; Department of Clinical Neuroscience (P.N.L.), Trafford Centre for Biomedical Research, Brighton and Sussex Medical School, Falmer, Brighton; The Walton Centre NHS Trust (C.A.Y.), Liverpool, UK; Istituti Clinici Scientifici Maugeri IRCSS (G.M.), Milan; Department of Neuroscience (J.M.), Sant'Agostino-Estense Hospital and University of Modena and Reggio Emilia, Modena; Department of Neurology (G.B.), Azienda Universitario Ospedaliera di Cagliari and University of Cagliari; Istituti Clinici Scientifici Maugeri IRCSS (P.V.), Mistretta, Italy; Rijnstate Ziekenhuis (E.V.), Arnhem, the Netherlands; Rita Levi Montalcini' Department of Neuroscience (A.C.), ALS Centre, University of Torino; and Azienda Ospedaliera Città della Salute e della Scienza (A.C.), Turin, Italy
| | - Paolo Volanti
- From the Department of Neurology, Brain Centre Rudolf Magnus (R.P.A.v.E., F.P.D., W.v.R., J.H.V., L.H.v.d.B., M.A.v.E.), and Department of Biostatistics and Research Support (M.J.C.E.), University Medical Centre Utrecht, the Netherlands; Maurice Wohl Clinical Neuroscience Institute and United Kingdom Dementia Research Institute Centre (A.R.J., W.S., A.S., C.E.S., A.A.-C.), Department of Basic and Clinical Neuroscience, King's College London; Sheffield Institute for Translational Neuroscience (SITraN) (P.J.S.), University of Sheffield, South Yorkshire; Department of Clinical Neuroscience (P.N.L.), Trafford Centre for Biomedical Research, Brighton and Sussex Medical School, Falmer, Brighton; The Walton Centre NHS Trust (C.A.Y.), Liverpool, UK; Istituti Clinici Scientifici Maugeri IRCSS (G.M.), Milan; Department of Neuroscience (J.M.), Sant'Agostino-Estense Hospital and University of Modena and Reggio Emilia, Modena; Department of Neurology (G.B.), Azienda Universitario Ospedaliera di Cagliari and University of Cagliari; Istituti Clinici Scientifici Maugeri IRCSS (P.V.), Mistretta, Italy; Rijnstate Ziekenhuis (E.V.), Arnhem, the Netherlands; Rita Levi Montalcini' Department of Neuroscience (A.C.), ALS Centre, University of Torino; and Azienda Ospedaliera Città della Salute e della Scienza (A.C.), Turin, Italy
| | - Frank P Diekstra
- From the Department of Neurology, Brain Centre Rudolf Magnus (R.P.A.v.E., F.P.D., W.v.R., J.H.V., L.H.v.d.B., M.A.v.E.), and Department of Biostatistics and Research Support (M.J.C.E.), University Medical Centre Utrecht, the Netherlands; Maurice Wohl Clinical Neuroscience Institute and United Kingdom Dementia Research Institute Centre (A.R.J., W.S., A.S., C.E.S., A.A.-C.), Department of Basic and Clinical Neuroscience, King's College London; Sheffield Institute for Translational Neuroscience (SITraN) (P.J.S.), University of Sheffield, South Yorkshire; Department of Clinical Neuroscience (P.N.L.), Trafford Centre for Biomedical Research, Brighton and Sussex Medical School, Falmer, Brighton; The Walton Centre NHS Trust (C.A.Y.), Liverpool, UK; Istituti Clinici Scientifici Maugeri IRCSS (G.M.), Milan; Department of Neuroscience (J.M.), Sant'Agostino-Estense Hospital and University of Modena and Reggio Emilia, Modena; Department of Neurology (G.B.), Azienda Universitario Ospedaliera di Cagliari and University of Cagliari; Istituti Clinici Scientifici Maugeri IRCSS (P.V.), Mistretta, Italy; Rijnstate Ziekenhuis (E.V.), Arnhem, the Netherlands; Rita Levi Montalcini' Department of Neuroscience (A.C.), ALS Centre, University of Torino; and Azienda Ospedaliera Città della Salute e della Scienza (A.C.), Turin, Italy
| | - Wouter van Rheenen
- From the Department of Neurology, Brain Centre Rudolf Magnus (R.P.A.v.E., F.P.D., W.v.R., J.H.V., L.H.v.d.B., M.A.v.E.), and Department of Biostatistics and Research Support (M.J.C.E.), University Medical Centre Utrecht, the Netherlands; Maurice Wohl Clinical Neuroscience Institute and United Kingdom Dementia Research Institute Centre (A.R.J., W.S., A.S., C.E.S., A.A.-C.), Department of Basic and Clinical Neuroscience, King's College London; Sheffield Institute for Translational Neuroscience (SITraN) (P.J.S.), University of Sheffield, South Yorkshire; Department of Clinical Neuroscience (P.N.L.), Trafford Centre for Biomedical Research, Brighton and Sussex Medical School, Falmer, Brighton; The Walton Centre NHS Trust (C.A.Y.), Liverpool, UK; Istituti Clinici Scientifici Maugeri IRCSS (G.M.), Milan; Department of Neuroscience (J.M.), Sant'Agostino-Estense Hospital and University of Modena and Reggio Emilia, Modena; Department of Neurology (G.B.), Azienda Universitario Ospedaliera di Cagliari and University of Cagliari; Istituti Clinici Scientifici Maugeri IRCSS (P.V.), Mistretta, Italy; Rijnstate Ziekenhuis (E.V.), Arnhem, the Netherlands; Rita Levi Montalcini' Department of Neuroscience (A.C.), ALS Centre, University of Torino; and Azienda Ospedaliera Città della Salute e della Scienza (A.C.), Turin, Italy
| | - Esther Verstraete
- From the Department of Neurology, Brain Centre Rudolf Magnus (R.P.A.v.E., F.P.D., W.v.R., J.H.V., L.H.v.d.B., M.A.v.E.), and Department of Biostatistics and Research Support (M.J.C.E.), University Medical Centre Utrecht, the Netherlands; Maurice Wohl Clinical Neuroscience Institute and United Kingdom Dementia Research Institute Centre (A.R.J., W.S., A.S., C.E.S., A.A.-C.), Department of Basic and Clinical Neuroscience, King's College London; Sheffield Institute for Translational Neuroscience (SITraN) (P.J.S.), University of Sheffield, South Yorkshire; Department of Clinical Neuroscience (P.N.L.), Trafford Centre for Biomedical Research, Brighton and Sussex Medical School, Falmer, Brighton; The Walton Centre NHS Trust (C.A.Y.), Liverpool, UK; Istituti Clinici Scientifici Maugeri IRCSS (G.M.), Milan; Department of Neuroscience (J.M.), Sant'Agostino-Estense Hospital and University of Modena and Reggio Emilia, Modena; Department of Neurology (G.B.), Azienda Universitario Ospedaliera di Cagliari and University of Cagliari; Istituti Clinici Scientifici Maugeri IRCSS (P.V.), Mistretta, Italy; Rijnstate Ziekenhuis (E.V.), Arnhem, the Netherlands; Rita Levi Montalcini' Department of Neuroscience (A.C.), ALS Centre, University of Torino; and Azienda Ospedaliera Città della Salute e della Scienza (A.C.), Turin, Italy
| | - Marinus J C Eijkemans
- From the Department of Neurology, Brain Centre Rudolf Magnus (R.P.A.v.E., F.P.D., W.v.R., J.H.V., L.H.v.d.B., M.A.v.E.), and Department of Biostatistics and Research Support (M.J.C.E.), University Medical Centre Utrecht, the Netherlands; Maurice Wohl Clinical Neuroscience Institute and United Kingdom Dementia Research Institute Centre (A.R.J., W.S., A.S., C.E.S., A.A.-C.), Department of Basic and Clinical Neuroscience, King's College London; Sheffield Institute for Translational Neuroscience (SITraN) (P.J.S.), University of Sheffield, South Yorkshire; Department of Clinical Neuroscience (P.N.L.), Trafford Centre for Biomedical Research, Brighton and Sussex Medical School, Falmer, Brighton; The Walton Centre NHS Trust (C.A.Y.), Liverpool, UK; Istituti Clinici Scientifici Maugeri IRCSS (G.M.), Milan; Department of Neuroscience (J.M.), Sant'Agostino-Estense Hospital and University of Modena and Reggio Emilia, Modena; Department of Neurology (G.B.), Azienda Universitario Ospedaliera di Cagliari and University of Cagliari; Istituti Clinici Scientifici Maugeri IRCSS (P.V.), Mistretta, Italy; Rijnstate Ziekenhuis (E.V.), Arnhem, the Netherlands; Rita Levi Montalcini' Department of Neuroscience (A.C.), ALS Centre, University of Torino; and Azienda Ospedaliera Città della Salute e della Scienza (A.C.), Turin, Italy
| | - Jan H Veldink
- From the Department of Neurology, Brain Centre Rudolf Magnus (R.P.A.v.E., F.P.D., W.v.R., J.H.V., L.H.v.d.B., M.A.v.E.), and Department of Biostatistics and Research Support (M.J.C.E.), University Medical Centre Utrecht, the Netherlands; Maurice Wohl Clinical Neuroscience Institute and United Kingdom Dementia Research Institute Centre (A.R.J., W.S., A.S., C.E.S., A.A.-C.), Department of Basic and Clinical Neuroscience, King's College London; Sheffield Institute for Translational Neuroscience (SITraN) (P.J.S.), University of Sheffield, South Yorkshire; Department of Clinical Neuroscience (P.N.L.), Trafford Centre for Biomedical Research, Brighton and Sussex Medical School, Falmer, Brighton; The Walton Centre NHS Trust (C.A.Y.), Liverpool, UK; Istituti Clinici Scientifici Maugeri IRCSS (G.M.), Milan; Department of Neuroscience (J.M.), Sant'Agostino-Estense Hospital and University of Modena and Reggio Emilia, Modena; Department of Neurology (G.B.), Azienda Universitario Ospedaliera di Cagliari and University of Cagliari; Istituti Clinici Scientifici Maugeri IRCSS (P.V.), Mistretta, Italy; Rijnstate Ziekenhuis (E.V.), Arnhem, the Netherlands; Rita Levi Montalcini' Department of Neuroscience (A.C.), ALS Centre, University of Torino; and Azienda Ospedaliera Città della Salute e della Scienza (A.C.), Turin, Italy
| | - Adriano Chio
- From the Department of Neurology, Brain Centre Rudolf Magnus (R.P.A.v.E., F.P.D., W.v.R., J.H.V., L.H.v.d.B., M.A.v.E.), and Department of Biostatistics and Research Support (M.J.C.E.), University Medical Centre Utrecht, the Netherlands; Maurice Wohl Clinical Neuroscience Institute and United Kingdom Dementia Research Institute Centre (A.R.J., W.S., A.S., C.E.S., A.A.-C.), Department of Basic and Clinical Neuroscience, King's College London; Sheffield Institute for Translational Neuroscience (SITraN) (P.J.S.), University of Sheffield, South Yorkshire; Department of Clinical Neuroscience (P.N.L.), Trafford Centre for Biomedical Research, Brighton and Sussex Medical School, Falmer, Brighton; The Walton Centre NHS Trust (C.A.Y.), Liverpool, UK; Istituti Clinici Scientifici Maugeri IRCSS (G.M.), Milan; Department of Neuroscience (J.M.), Sant'Agostino-Estense Hospital and University of Modena and Reggio Emilia, Modena; Department of Neurology (G.B.), Azienda Universitario Ospedaliera di Cagliari and University of Cagliari; Istituti Clinici Scientifici Maugeri IRCSS (P.V.), Mistretta, Italy; Rijnstate Ziekenhuis (E.V.), Arnhem, the Netherlands; Rita Levi Montalcini' Department of Neuroscience (A.C.), ALS Centre, University of Torino; and Azienda Ospedaliera Città della Salute e della Scienza (A.C.), Turin, Italy
| | - Ammar Al-Chalabi
- From the Department of Neurology, Brain Centre Rudolf Magnus (R.P.A.v.E., F.P.D., W.v.R., J.H.V., L.H.v.d.B., M.A.v.E.), and Department of Biostatistics and Research Support (M.J.C.E.), University Medical Centre Utrecht, the Netherlands; Maurice Wohl Clinical Neuroscience Institute and United Kingdom Dementia Research Institute Centre (A.R.J., W.S., A.S., C.E.S., A.A.-C.), Department of Basic and Clinical Neuroscience, King's College London; Sheffield Institute for Translational Neuroscience (SITraN) (P.J.S.), University of Sheffield, South Yorkshire; Department of Clinical Neuroscience (P.N.L.), Trafford Centre for Biomedical Research, Brighton and Sussex Medical School, Falmer, Brighton; The Walton Centre NHS Trust (C.A.Y.), Liverpool, UK; Istituti Clinici Scientifici Maugeri IRCSS (G.M.), Milan; Department of Neuroscience (J.M.), Sant'Agostino-Estense Hospital and University of Modena and Reggio Emilia, Modena; Department of Neurology (G.B.), Azienda Universitario Ospedaliera di Cagliari and University of Cagliari; Istituti Clinici Scientifici Maugeri IRCSS (P.V.), Mistretta, Italy; Rijnstate Ziekenhuis (E.V.), Arnhem, the Netherlands; Rita Levi Montalcini' Department of Neuroscience (A.C.), ALS Centre, University of Torino; and Azienda Ospedaliera Città della Salute e della Scienza (A.C.), Turin, Italy.
| | - Leonard H van den Berg
- From the Department of Neurology, Brain Centre Rudolf Magnus (R.P.A.v.E., F.P.D., W.v.R., J.H.V., L.H.v.d.B., M.A.v.E.), and Department of Biostatistics and Research Support (M.J.C.E.), University Medical Centre Utrecht, the Netherlands; Maurice Wohl Clinical Neuroscience Institute and United Kingdom Dementia Research Institute Centre (A.R.J., W.S., A.S., C.E.S., A.A.-C.), Department of Basic and Clinical Neuroscience, King's College London; Sheffield Institute for Translational Neuroscience (SITraN) (P.J.S.), University of Sheffield, South Yorkshire; Department of Clinical Neuroscience (P.N.L.), Trafford Centre for Biomedical Research, Brighton and Sussex Medical School, Falmer, Brighton; The Walton Centre NHS Trust (C.A.Y.), Liverpool, UK; Istituti Clinici Scientifici Maugeri IRCSS (G.M.), Milan; Department of Neuroscience (J.M.), Sant'Agostino-Estense Hospital and University of Modena and Reggio Emilia, Modena; Department of Neurology (G.B.), Azienda Universitario Ospedaliera di Cagliari and University of Cagliari; Istituti Clinici Scientifici Maugeri IRCSS (P.V.), Mistretta, Italy; Rijnstate Ziekenhuis (E.V.), Arnhem, the Netherlands; Rita Levi Montalcini' Department of Neuroscience (A.C.), ALS Centre, University of Torino; and Azienda Ospedaliera Città della Salute e della Scienza (A.C.), Turin, Italy
| | - Michael A van Es
- From the Department of Neurology, Brain Centre Rudolf Magnus (R.P.A.v.E., F.P.D., W.v.R., J.H.V., L.H.v.d.B., M.A.v.E.), and Department of Biostatistics and Research Support (M.J.C.E.), University Medical Centre Utrecht, the Netherlands; Maurice Wohl Clinical Neuroscience Institute and United Kingdom Dementia Research Institute Centre (A.R.J., W.S., A.S., C.E.S., A.A.-C.), Department of Basic and Clinical Neuroscience, King's College London; Sheffield Institute for Translational Neuroscience (SITraN) (P.J.S.), University of Sheffield, South Yorkshire; Department of Clinical Neuroscience (P.N.L.), Trafford Centre for Biomedical Research, Brighton and Sussex Medical School, Falmer, Brighton; The Walton Centre NHS Trust (C.A.Y.), Liverpool, UK; Istituti Clinici Scientifici Maugeri IRCSS (G.M.), Milan; Department of Neuroscience (J.M.), Sant'Agostino-Estense Hospital and University of Modena and Reggio Emilia, Modena; Department of Neurology (G.B.), Azienda Universitario Ospedaliera di Cagliari and University of Cagliari; Istituti Clinici Scientifici Maugeri IRCSS (P.V.), Mistretta, Italy; Rijnstate Ziekenhuis (E.V.), Arnhem, the Netherlands; Rita Levi Montalcini' Department of Neuroscience (A.C.), ALS Centre, University of Torino; and Azienda Ospedaliera Città della Salute e della Scienza (A.C.), Turin, Italy.
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12
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Diekstra FP, Saris CGJ, van Rheenen W, Franke L, Jansen RC, van Es MA, van Vught PWJ, Blauw HM, Groen EJN, Horvath S, Estrada K, Rivadeneira F, Hofman A, Uitterlinden AG, Robberecht W, Andersen PM, Melki J, Meininger V, Hardiman O, Landers JE, Brown RH, Shatunov A, Shaw CE, Leigh PN, Al-Chalabi A, Ophoff RA, van den Berg LH, Veldink JH. Mapping of gene expression reveals CYP27A1 as a susceptibility gene for sporadic ALS. PLoS One 2012; 7:e35333. [PMID: 22509407 PMCID: PMC3324559 DOI: 10.1371/journal.pone.0035333] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2011] [Accepted: 03/13/2012] [Indexed: 12/13/2022] Open
Abstract
Amyotrophic lateral sclerosis (ALS) is a progressive, neurodegenerative disease characterized by loss of upper and lower motor neurons. ALS is considered to be a complex trait and genome-wide association studies (GWAS) have implicated a few susceptibility loci. However, many more causal loci remain to be discovered. Since it has been shown that genetic variants associated with complex traits are more likely to be eQTLs than frequency-matched variants from GWAS platforms, we conducted a two-stage genome-wide screening for eQTLs associated with ALS. In addition, we applied an eQTL analysis to finemap association loci. Expression profiles using peripheral blood of 323 sporadic ALS patients and 413 controls were mapped to genome-wide genotyping data. Subsequently, data from a two-stage GWAS (3,568 patients and 10,163 controls) were used to prioritize eQTLs identified in the first stage (162 ALS, 207 controls). These prioritized eQTLs were carried forward to the second sample with both gene-expression and genotyping data (161 ALS, 206 controls). Replicated eQTL SNPs were then tested for association in the second-stage GWAS data to find SNPs associated with disease, that survived correction for multiple testing. We thus identified twelve cis eQTLs with nominally significant associations in the second-stage GWAS data. Eight SNP-transcript pairs of highest significance (lowest p = 1.27×10−51) withstood multiple-testing correction in the second stage and modulated CYP27A1 gene expression. Additionally, we show that C9orf72 appears to be the only gene in the 9p21.2 locus that is regulated in cis, showing the potential of this approach in identifying causative genes in association loci in ALS. This study has identified candidate genes for sporadic ALS, most notably CYP27A1. Mutations in CYP27A1 are causal to cerebrotendinous xanthomatosis which can present as a clinical mimic of ALS with progressive upper motor neuron loss, making it a plausible susceptibility gene for ALS.
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Affiliation(s)
- Frank P. Diekstra
- Department of Neurology, Rudolf Magnus Institute of Neuroscience, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Christiaan G. J. Saris
- Department of Neurology, Rudolf Magnus Institute of Neuroscience, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Wouter van Rheenen
- Department of Neurology, Rudolf Magnus Institute of Neuroscience, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Lude Franke
- Department of Genetics, University Medical Center Groningen, Groningen, The Netherlands
| | - Ritsert C. Jansen
- Department of Genetics, University Medical Center Groningen, Groningen, The Netherlands
- Groningen Bioinformatics Centre, Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Haren, The Netherlands
| | - Michael A. van Es
- Department of Neurology, Rudolf Magnus Institute of Neuroscience, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Paul W. J. van Vught
- Department of Neurology, Rudolf Magnus Institute of Neuroscience, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Hylke M. Blauw
- Department of Neurology, Rudolf Magnus Institute of Neuroscience, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Ewout J. N. Groen
- Department of Neurology, Rudolf Magnus Institute of Neuroscience, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Steve Horvath
- Department of Human Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California, United States of America
- Department of Biostatistics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California, United States of America
| | - Karol Estrada
- Department of Epidemiology and Biostatistics, Erasmus University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Fernando Rivadeneira
- Department of Epidemiology and Biostatistics, Erasmus University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Albert Hofman
- Department of Epidemiology and Biostatistics, Erasmus University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Andre G. Uitterlinden
- Department of Epidemiology and Biostatistics, Erasmus University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Wim Robberecht
- Department of Neurology, University Hospital Leuven, University of Leuven, Leuven, Belgium
- Laboratory for Neurobiology, Vesalius Research Centre, Flanders Institute for Biotechnology (VIB), Leuven, Belgium
| | | | - Judith Melki
- Department of Neuropediatrics, University of Paris, Bicetre Hospital, Paris, France
| | - Vincent Meininger
- Department of Neurology, Université Pierre et Marie Curie, Hôpital de la Salpêtrière, Paris, France
| | - Orla Hardiman
- Department of Neurology, Beaumont Hospital, Dublin, Ireland
- Department of Neurology, Trinity College, Dublin, Ireland
| | - John E. Landers
- Department of Neurology, University of Massachusetts School of Medicine, Worcester, Massachusetts, United States of America
- Department of Neurology, Massachusetts General Hospital, Charlestown, Massachusetts, United States of America
| | - Robert H. Brown
- Department of Neurology, University of Massachusetts School of Medicine, Worcester, Massachusetts, United States of America
- Department of Neurology, Massachusetts General Hospital, Charlestown, Massachusetts, United States of America
| | - Aleksey Shatunov
- Medical Research Council Centre for Neurodegeneration Research, King’s College London, Department of Clinical Neuroscience, Institute of Psychiatry, London, United Kingdom
| | - Christopher E. Shaw
- Medical Research Council Centre for Neurodegeneration Research, King’s College London, Department of Clinical Neuroscience, Institute of Psychiatry, London, United Kingdom
| | - P. Nigel Leigh
- Medical Research Council Centre for Neurodegeneration Research, King’s College London, Department of Clinical Neuroscience, Institute of Psychiatry, London, United Kingdom
| | - Ammar Al-Chalabi
- Medical Research Council Centre for Neurodegeneration Research, King’s College London, Department of Clinical Neuroscience, Institute of Psychiatry, London, United Kingdom
| | - Roel A. Ophoff
- Department of Medical Genetics, Rudolf Magnus Institute of Neuroscience, University Medical Center Utrecht, Utrecht, The Netherlands
- Center for Neurobehavioral Genetics, University of California Los Angeles, Los Angeles, California, United States of America
| | - Leonard H. van den Berg
- Department of Neurology, Rudolf Magnus Institute of Neuroscience, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Jan H. Veldink
- Department of Neurology, Rudolf Magnus Institute of Neuroscience, University Medical Center Utrecht, Utrecht, The Netherlands
- * E-mail:
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