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Vela-Desojo L, Pascual A, Montal V, Guerrero C, Osuna-López M, Guallar V, Palau F, Hoenicka J. A new LRRK2 variant in a family with Parkinson's disease affects binding to RAB8A. NPJ Parkinsons Dis 2025; 11:154. [PMID: 40483312 PMCID: PMC12145433 DOI: 10.1038/s41531-025-00989-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2024] [Accepted: 05/02/2025] [Indexed: 06/11/2025] Open
Abstract
Pathogenic variants in the LRRK2 gene affecting catalytic domains are the most common genetic cause of Parkinson's disease (PD). Nevertheless, LRRK2 variants at the armadillo (ARM) domain would indirectly affect the protein's activity by interacting with RAB proteins. We present a family with PD recurrence segregating the new LRRK2 allele at the ARM domain, p.[Leu.119Pro;Leu488Pro]. Clinical exams were conducted on nine relatives. Neuropathology of the index case showed loss of substantia nigra neurons and Alzheimer's disease-type lesions. In silico analysis of the p.[Leu.119Pro;Leu488Pro] LRRK2 variant predicted alterations in ARM tertiary structure and binding affinity. These predictions were supported by functional genomics using recombinant LRRK2WT and LRRK2Leu119Pro;Leu488Pro. We found increased interaction between LRRK2Leu119Pro;Leu488Pro and RAB8A, but not with RAB10. Additionally, docking studies revealed stronger affinity of LRRK2Leu119Pro;Leu488Pro for RAB8A (P < 0.0001) and allosteric properties beyond the mutated residues. We propose p.[Leu119Pro;Leu488Pro] as a cause of familial PD.
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Affiliation(s)
- Lydia Vela-Desojo
- Movement Disorders Unit, Department of Neurology, Hospital Universitario Fundación Alcorcón, Madrid, Spain
| | - Alba Pascual
- Laboratory of Neurogenetics and Molecular Medicine, Institut de Recerca Sant Joan de Déu, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain
| | | | - Carmen Guerrero
- Department of Pathology, Hospital Fundación Alcorcon, Madrid, Spain
| | - Mireia Osuna-López
- Laboratory of Neurogenetics and Molecular Medicine, Institut de Recerca Sant Joan de Déu, Barcelona, Spain
| | - Victor Guallar
- Barcelona Supercomputing Center, Barcelona, Spain
- Nostrum Biodiscovery, Barcelona, Spain
| | - Francesc Palau
- Laboratory of Neurogenetics and Molecular Medicine, Institut de Recerca Sant Joan de Déu, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain
- Únicas SJD, Hospital Sant Joan de Déu, Barcelona, Spain
- Division of Pediatrics, University of Barcelona School of Medicine and Health Sciences, Barcelona, Spain
| | - Janet Hoenicka
- Laboratory of Neurogenetics and Molecular Medicine, Institut de Recerca Sant Joan de Déu, Barcelona, Spain.
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain.
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2
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Ramchandra J, Inca-Martinez M, Leal TP, Chaparro-Solano HM, Salim A, Gatto EM, Rojas NG, Da Prat G, Micheli F, Santos-Lobato BL, Cardoso FEC, Camargos S, Letro GH, Braga-Neto P, Peixoto VMT, Schuh AFS, Tumas V, Brito MM, Borges V, Candeias da Silva C, Ferraz HB, Chana-Cuevas P, Saffie-Awad P, Olguin P, Colombo A, de la Cerda A, Farías GA, Nuñez JC, Arboleda G, Arboleda H, Fernandez W, Arboleda-Bustos CE, Orozco JL, Muñoz-Ospina B, Velez-Pardo C, Jiménez-Del-Río M, Lopera F, Moreno S, Pineda DA, Buritica O, Torrealba-Acosta G, Medina Escobar A, Rodríguez-Violante M, Hernández-Medrano AJ, Martinez-Ramirez D, González-González M, Rentería ME, Alcauter S, Reyes-Pérez P, Medina-Rivera A, Vazquez-Guevara D, de María Ugalde-Mejía L, Valadez M MJ, Cárdenas-Sáenz O, Rodríguez-Leyva I, Guerra-Galicia CM, Gandarilla-Martínez NA, Matuk-Pérez Y, Morelos-Figaredo E, Salinas-Barboza K, Isais-Millán S, Pérez-Torres T, Deras Gaucin DC, Ruiz-Contreras AE, Estrada-Bellmann I, Rios-Pinto J, Cornejo-Olivas M, Cosentino C, Torres Ramirez L, Mori N, Mejía-Rojas K, Medina ÁC, Cornejo-Herrera I, Ochoa EM, Viñuela Á, Dieguez E, Amorín I, Lescano A, Mata IF. Sex differences in the diagnosis latency of Parkinson's disease in Latin America. Parkinsonism Relat Disord 2025; 134:107344. [PMID: 40058072 DOI: 10.1016/j.parkreldis.2025.107344] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/13/2024] [Revised: 01/19/2025] [Accepted: 02/20/2025] [Indexed: 04/21/2025]
Abstract
BACKGROUND Age and sex are known risk factors for Parkinson's Disease (PD), but it remains controversial if there are sex differences in the diagnosis latency. The objective of this study was to examine these sex differences in Latin America. METHODS The Latin American Research Consortium on the Genetics of PD (LARGE-PD) includes PD patients from countries across Latin America who were diagnosed using the UK Brain Bank criteria. Ages at onset (AAO; N = 2,792), diagnosis (AAD; N = 1,416), and calculated diagnosis latency (N = 1,416) were extracted from the LARGE-PD database and compared for both males and females overall, by country, and decade-long age ranges. A cohort was created based on available data for motor sign at onset (N = 492). Regressions examining diagnosis latency as a factor of sex, country, and motor subtype were performed. Two-tailed t-tests at 95 % confidence intervals were used to identify differences in mean AAOs, AADs, and diagnosis latencies between the sexes. RESULTS Across the LARGE-PD cohort, lower AAD was observed in males. Per country, AAO was lower for males in Mexico and diagnosis latency was shorter for males in Chile. Overall, younger females (≤39) and older males (≥70) are likely to experience longer latencies. CONCLUSIONS Our results suggest that there may be country and age dependent sex differences in AAO, AAD, and diagnosis latency of PD in Latin America. Interestingly, the mean AAO of LARGE-PD is approximately 6 years younger than studies done with European populations. Analyses with additional data are needed to determine the influence of other factors.
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Affiliation(s)
- Janvi Ramchandra
- Genomic Medicine Institute, Cleveland Clinic Foundation Lerner Research Institute, Cleveland, USA; Department of Biochemistry, Case Western Reserve University, Cleveland, USA
| | - Miguel Inca-Martinez
- Genomic Medicine Institute, Cleveland Clinic Foundation Lerner Research Institute, Cleveland, USA
| | - Thiago Peixoto Leal
- Genomic Medicine Institute, Cleveland Clinic Foundation Lerner Research Institute, Cleveland, USA
| | - Henry Mauricio Chaparro-Solano
- Genomic Medicine Institute, Cleveland Clinic Foundation Lerner Research Institute, Cleveland, USA; Cleveland Clinic Lerner College of Medicine, Case Western Reserve University, Department of Molecular Medicine, Cleveland, USA
| | - Amira Salim
- Genomic Medicine Institute, Cleveland Clinic Foundation Lerner Research Institute, Cleveland, USA; Cleveland Clinic Lerner College of Medicine, Case Western Reserve University, Department of Molecular Medicine, Cleveland, USA
| | - Emilia M Gatto
- Department of Neurology, Affiliated University of Buenos Aires, Buenos Aires, Argentina
| | - Natalia González Rojas
- Department of Neurology, Institute of Neuroscience of Buenos Aires (INEBA), Sanatorio de la Trinidad Mitre, Buenos Aires University, Buenos Aires, Argentina
| | - Gustavo Da Prat
- Department of Neurology, Institute of Neuroscience of Buenos Aires (INEBA), Sanatorio de la Trinidad Mitre, Buenos Aires University, Buenos Aires, Argentina
| | - Federico Micheli
- Parkinson's Disease and Movement Disorders Center, University of Buenos Aires, Buenos Aires, Argentina; Centro de Parkinson y Movimientos Anormales, Fundación San Gabriel, Buenos Aires, Argentina
| | - Bruno Lopes Santos-Lobato
- Hospital Ophir Loyola, Belém, Brazil; Laboratório de Neuropatología Experimental, Universidade Federal do Pará, Belém, Brazil
| | - Francisco E C Cardoso
- Movement Disorders Unit, Faculdade de Medicina, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Sarah Camargos
- Movement Disorders Unit, Faculdade de Medicina, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Grace H Letro
- Departamento de Neurología, Hospital de Pontifícia Católica de Campinas, Campinas, Brazil
| | - Pedro Braga-Neto
- Centro de Ciências da Saúde, Universidade Estadual do Ceará, Fortaleza, Brazil; Neurology Service, Hospital Universitário Walter Cantídio, Universidade Federal do Ceará, Fortaleza, Brazil
| | | | - Artur F S Schuh
- Departamento de Farmacologia, Universidade Federal do Rio Grande do Sul, São Paulo, Brazil; Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil
| | - Vitor Tumas
- Faculdade de Medicina de Ribeirão Preto, Universidade de São Paulo, Riberão Preto, Brazil
| | - Manuelina M Brito
- Faculdade de Medicina de Ribeirão Preto, Universidade de São Paulo, Riberão Preto, Brazil
| | - Vanderci Borges
- Movement Disorders Unit, Department of Neurology and Neurosurgery, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Carolina Candeias da Silva
- Movement Disorders Unit, Department of Neurology and Neurosurgery, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Henrique B Ferraz
- Movement Disorders Unit, Department of Neurology and Neurosurgery, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Pedro Chana-Cuevas
- Centro de Trastornos del Movimiento, Facultad de Ciencias Médicas, Universidad de Santiago de Chile, Santiago, Chile
| | - Paula Saffie-Awad
- Centro de Trastornos del Movimiento, Facultad de Ciencias Médicas, Universidad de Santiago de Chile, Santiago, Chile; Programa de Pós-Graduação em Ciências Médicas, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil; Chile Clínica Santa María, Santiago, Chile
| | - Patricio Olguin
- Human Genetics Program, Institute of Biomedical Sciences (ICBM), Faculty of Medicine, Universidad de Chile, Santiago, Chile; Department of Neuroscience, Biomedical Neuroscience Institute (BNI), Facultad de Medicina, Universidad de Chile, Santiago, Chile
| | - Alicia Colombo
- Departament of Pathological Anatomy, Facultad de Medicina, Universidad de Chile, Santiago, Chile; Pathological Anatomy Service, Hospital Clínico de la Universidad de Chile, Santiago, Chile
| | - Andres de la Cerda
- Clínica Dávila, Corporación de Investigación en Neurología, Santiago, Chile
| | - Gonzalo A Farías
- Facultad de Medicina, Universidad de Chile, Santiago, Chile; Departamento de Neurología y Neurocirugía Norte, Hospital Clínico Universidad de Chile, Facultad de Medicina, Universidad de Chile, Santiago, Chile
| | - Juan Cristobal Nuñez
- Departamento de Neurología y Neurocirugía Norte, Hospital Clínico Universidad de Chile, Facultad de Medicina, Universidad de Chile, Santiago, Chile
| | - Gonzalo Arboleda
- Department of Neurosciences, Universidad Nacional de Colombia, Facultad de Medicina, Bogotá, Colombia
| | - Humberto Arboleda
- Neurosciences and Cell Death Research Groups, Medical School and Genetic Institute, Universidad Nacional de Colombia, Facultad de Medicina, Bogotá, Colombia
| | - William Fernandez
- Department of Neurosciences, Universidad Nacional de Colombia, Facultad de Medicina, Bogotá, Colombia
| | - Carlos E Arboleda-Bustos
- Neurosciences and Cell Death Research Groups, Medical School and Genetic Institute, Universidad Nacional de Colombia, Facultad de Medicina, Bogotá, Colombia
| | - Jorge L Orozco
- Departamento de Neurología, Fundación Valle del Lili, Cali, Colombia; Universidad Icesi, Cali, Colombia
| | | | - Carlos Velez-Pardo
- Neuroscience Research Group, Medical Research Institute, Faculty of Medicine, Universidad de Antioquia, Medellín, Colombia
| | - Marlene Jiménez-Del-Río
- Neuroscience Research Group, Medical Research Institute, Faculty of Medicine, Universidad de Antioquia, Medellín, Colombia
| | - Francisco Lopera
- Neuroscience Research Group, Medical Research Institute, Faculty of Medicine, Universidad de Antioquia, Medellín, Colombia
| | - Sonia Moreno
- Neuroscience Research Group, Medical Research Institute, Faculty of Medicine, Universidad de Antioquia, Medellín, Colombia
| | - David A Pineda
- Neuroscience Research Group, Medical Research Institute, Faculty of Medicine, Universidad de Antioquia, Medellín, Colombia
| | - Omar Buritica
- Neuroscience Research Group, Medical Research Institute, Faculty of Medicine, Universidad de Antioquia, Medellín, Colombia
| | - Gabriel Torrealba-Acosta
- Neurosciences Research Center, Universidad Nacional de Costa Rica, San José, Costa Rica; Department of Neurology, Duke University Medical Center, Durham, USA
| | - Alex Medina Escobar
- Department of Neurology, Universidad Nacional Autónoma de Honduras, Tegucigalpa, Honduras
| | - Mayela Rodríguez-Violante
- Movement Disorders Clinic, Instituto Nacional de Neurología y Neurocirugía (INNN), Mexico City, Mexico
| | - Ana Jimena Hernández-Medrano
- Clinical Laboratory of Neurodegenerative Diseases, Instituto Nacional de Neurología y Neurocirugía (INNN), Mexico City, Mexico
| | | | | | - Miguel E Rentería
- Mental Health & Neuroscience Program, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Sarael Alcauter
- Instituto de Neurobiología, Universidad Nacional Autónoma de México, Querétaro, Mexico
| | - Paula Reyes-Pérez
- Laboratorio Internacional de Investigación sobre el Genoma Humano, Universidad Nacional Autónoma de México, Querétaro, Mexico
| | - Alejandra Medina-Rivera
- Laboratorio Internacional de Investigación sobre el Genoma Humano, Universidad Nacional Autónoma de México, Querétaro, Mexico
| | | | | | | | | | - Ildefonso Rodríguez-Leyva
- Facultad de Medicina de la Universidad Autónoma de San Luis Potosí, San Luis Potosí, Mexico; Hospital Central "Dr Igacio Morones Prieto", San Luis Potosí, Mexico
| | | | | | - Yamil Matuk-Pérez
- Universidad Autónoma de Querétaro, Querétaro, Mexico; Unidad de Neurociencias y Medicina Interna, Hospital Angeles Centro Sur, Querétaro, Mexico
| | | | | | | | - Teresa Pérez-Torres
- Neurólogo Guadalajara - Neuromuscular. Dra. Teresa Pérez Torres, Guadalajara, Mexico
| | - Diana C Deras Gaucin
- Departamento de Neurología, Hospital Medica de la Ciudad Mazatlán, Mazatlán, Mexico
| | | | - Ingrid Estrada-Bellmann
- Movement Disorders Clinic, Neurology Division, Internal Medicine Department, University Hospital "Dr. José E. González", Universidad Autónoma de Nuevo León, Monterrey, Mexico
| | - Julia Rios-Pinto
- Universidad Peruana Los Andes, Huancayo, Peru; Neurogenetics Research Center, Instituto Nacional de Ciencias Neurológicas, Lima, Peru
| | - Mario Cornejo-Olivas
- Neurogenetics Research Center, Instituto Nacional de Ciencias Neurológicas, Lima, Peru; Neurogenetics Working Group, Universidad Científica del Sur, Lima, Peru
| | - Carlos Cosentino
- Movement Disorders Unit, Instituto Nacional de Ciencias Neurológicas, Lima, Peru; School of Medicine, Universidad Nacional Mayor de San Marcos, Lima, Peru
| | - Luis Torres Ramirez
- Movement Disorders Unit, Instituto Nacional de Ciencias Neurológicas, Lima, Peru
| | - Nicanor Mori
- Neurology Department, Hospital Nacional Daniel Alcides Carrion, Bellavista, Peru
| | - Koni Mejía-Rojas
- Neurology Department, Hospital Nacional Daniel Alcides Carrion, Bellavista, Peru; Educación Médica Continua (EDMECON), Lima, Peru
| | | | | | | | - Ángel Viñuela
- Instituto de Neurociencias, Manatí Medical Center, Manatí, Puerto Rico
| | - Elena Dieguez
- Neurology Institute, Universidad de la República, Montevideo, Uruguay
| | - Ignacio Amorín
- Neurology Institute, Universidad de la República, Montevideo, Uruguay
| | - Andrés Lescano
- Neurology Institute, Universidad de la República, Montevideo, Uruguay
| | - Ignacio F Mata
- Genomic Medicine Institute, Cleveland Clinic Foundation Lerner Research Institute, Cleveland, USA; Cleveland Clinic Lerner College of Medicine, Case Western Reserve University, Department of Molecular Medicine, Cleveland, USA.
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3
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Parlar SC, Senkevich K, Yu E, Ruskey JA, Ahmad J, Asayesh F, Spiegelman D, Waters C, Monchi O, Dauvilliers Y, Dupré N, Greenbaum L, Hassin-Baer S, Miliukhina I, Timofeeva A, Emelyanov A, Pchelina S, Alcalay RN, Fon EA, Trempe JF, Gan-Or Z. LRRK2 rare-variant per-domain genetic burden in Parkinson's Disease: association confined to the kinase domain. NPJ Parkinsons Dis 2025; 11:102. [PMID: 40301370 PMCID: PMC12041573 DOI: 10.1038/s41531-025-00934-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2024] [Accepted: 04/02/2025] [Indexed: 05/01/2025] Open
Abstract
LRRK2 variants are key genetic risk factors for Parkinson's Disease (PD). We conducted a per-domain rare coding variant burden analysis, including 8,888 PD cases and 69,412 controls. In meta-analysis, the Kinase domain was strongly associated with PD (Exonic: PFDR = 1.61 × 10-22, Non-synonymous: PFDR = 1.54 × 10-23, CADD > 20: PFDR = 3.09 × 10-24). Excluding the p.G2019S variant nullified this effect. Nominal associations were found in the ANK and Roc-COR domains, with potentially protective variants, p.R793M and p.Q1353K.
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Affiliation(s)
- Sitki Cem Parlar
- Department of Human Genetics, McGill University, Montréal, QC, Canada
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montréal, QC, Canada
- Department of Neurology and Neurosurgery, McGill University, Montréal, QC, Canada
| | - Konstantin Senkevich
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montréal, QC, Canada
- Department of Neurology and Neurosurgery, McGill University, Montréal, QC, Canada
- Department of Specialized Medicine, Division of Medical Genetics, McGill University Health Centre, Montreal, QC, Canada
| | - Eric Yu
- Department of Human Genetics, McGill University, Montréal, QC, Canada
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montréal, QC, Canada
| | - Jennifer A Ruskey
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montréal, QC, Canada
- Department of Neurology and Neurosurgery, McGill University, Montréal, QC, Canada
| | - Jamil Ahmad
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montréal, QC, Canada
- Department of Neurology and Neurosurgery, McGill University, Montréal, QC, Canada
| | - Farnaz Asayesh
- Department of Human Genetics, McGill University, Montréal, QC, Canada
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montréal, QC, Canada
| | - Dan Spiegelman
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montréal, QC, Canada
| | - Cheryl Waters
- Department of Neurology, College of Physicians and Surgeons, Columbia University Medical Center, New York, NY, USA
| | - Oury Monchi
- Department of Neurology and Neurosurgery, McGill University, Montréal, QC, Canada
- Department of Clinical Neurosciences and Department of Radiology, University of Calgary, Calgary, AB, Canada
- Hotchkiss Brain Institute, Cumming School of Medicine, Calgary, AB, Canada
| | - Yves Dauvilliers
- National Reference Center for Narcolepsy, Sleep Unit, Department of Neurology, Gui-de-Chauliac Hospital, CHU Montpellier, University of Montpellier, Montpellier, France
| | - Nicolas Dupré
- Division of Neurosciences, CHU de Québec, Université Laval, Quebec City, QC, Canada
- Department of Medicine, Faculty of Medicine, Université Laval, Québec, QC, Canada
| | - Lior Greenbaum
- The Danek Gertner Institute of Human Genetics, Sheba Medical Center, Ramat Gan, Israel
- The Joseph Sagol Neuroscience Center, Sheba Medical Center, Ramat Gan, Israel
- Faculty of Medicine, Tel Aviv University, Tel Aviv-Yafo, Israel
| | - Sharon Hassin-Baer
- Faculty of Medicine, Tel Aviv University, Tel Aviv-Yafo, Israel
- The Movement Disorders Institute, Department of Neurology, Sheba Medical Center, Tel Aviv, Israel
| | | | - Alla Timofeeva
- First Pavlov State Medical University of St. Petersburg, Saint Petersburg, Russia
| | - Anton Emelyanov
- First Pavlov State Medical University of St. Petersburg, Saint Petersburg, Russia
| | - Sofya Pchelina
- First Pavlov State Medical University of St. Petersburg, Saint Petersburg, Russia
| | - Roy N Alcalay
- Department of Neurology, College of Physicians and Surgeons, Columbia University Medical Center, New York, NY, USA
- Division of Movement Disorders, Tel Aviv Sourasky Medical Center, Tel Aviv-Yafo, Israel
| | - Edward A Fon
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montréal, QC, Canada
- Department of Neurology and Neurosurgery, McGill University, Montréal, QC, Canada
- Early Drug Discovery Unit (EDDU), Montreal Neurological Institute-Hospital (The Neuro), Montreal, QC, Canada
| | - Jean-François Trempe
- Department of Pharmacology & Therapeutics and Centre de Recherche en Biologie Structurale, McGill University, Montréal, QC, Canada
| | - Ziv Gan-Or
- Department of Human Genetics, McGill University, Montréal, QC, Canada.
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montréal, QC, Canada.
- Department of Neurology and Neurosurgery, McGill University, Montréal, QC, Canada.
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4
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Barrett JS, Piccoli B, Denaro C, Schmidt S, Vozmediano V, Guzy S, Barrett K, Kwok K, Russell S, Sibbald D. Crowdsourcing Proposal Supporting Patient Engagement in Parkinson's Disease: A Digital Research Environment (DRE)-Enabled, Patient Swarm Approach to Develop QSP Models. J Clin Pharmacol 2025. [PMID: 40261100 DOI: 10.1002/jcph.70028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2024] [Accepted: 03/18/2025] [Indexed: 04/24/2025]
Abstract
Seeking to incorporate the patient voice into a collaborative effort to develop a quantitative system pharmacology (QSP) model for Parkinson's disease (PD) we propose the creation of a "patient swarm" in conjunction with a digital research environment (DRE) connecting various academic centers of excellence and their compute environments to promote data sharing and model collaboration with patient engagement. Patients, their advocates, and other stakeholders are welcome to join the crowdsourcing effort with the intention of reading the relevant source literature and contributing thoughts on model priors and model development while sharing their personal disease trajectories. Training materials are provided from experienced modelers and clinical stakeholders and maintained on the DRE as a resource for the "Swarm." While a number of prominent modelers and clinical stakeholders are part of the initial effort to date, there is an open invitation to the global PD research community to join this effort and help contribute to a solution.
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Affiliation(s)
| | - Benedetto Piccoli
- Department of Mathematical Sciences and Center for Computational and Integrative Biology, Rutgers University, Camden, NJ, USA
| | - Christopher Denaro
- Department of Mathematical Sciences and Center for Computational and Integrative Biology, Rutgers University, Camden, NJ, USA
| | - Stephan Schmidt
- Department of Pharmaceutics, Center for Pharmacometrics & Systems Pharmacology, Department of Pharmace, utics, Lake Nona (Orlando), University of Florida, Orland, FL, USA
| | - Valvanera Vozmediano
- Department of Pharmaceutics, Center for Pharmacometrics & Systems Pharmacology, Department of Pharmace, utics, Lake Nona (Orlando), University of Florida, Orland, FL, USA
- CTI Clinical Trial and Consulting, Covington, KY, USA
| | - Serge Guzy
- Department of Pharmaceutics, Center for Pharmacometrics & Systems Pharmacology, Department of Pharmace, utics, Lake Nona (Orlando), University of Florida, Orland, FL, USA
- POPPharm Pharmacometric Services, Rishon LeZion, Israel
| | | | - Kevin Kwok
- Parkinson's Patient Activist, Boulder, CO, USA
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5
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Minakaki G, Safren N, Bustos BI, Lubbe SJ, Mencacci NE, Krainc D. Commander complex regulates lysosomal function and is implicated in Parkinson's disease risk. Science 2025; 388:204-211. [PMID: 40209002 DOI: 10.1126/science.adq6650] [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: 05/24/2024] [Revised: 12/02/2024] [Accepted: 02/12/2025] [Indexed: 04/12/2025]
Abstract
Variants in GBA1 resulting in decreased lysosomal glucocerebrosidase (GCase) activity are a common risk factor for Parkinson's disease (PD) and dementia with Lewy bodies (DLB). Incomplete penetrance of GBA1 variants suggests that additional genes contribute to PD and DLB manifestation. By using a pooled genome-wide CRISPR interference screen, we identified copper metabolism MURR1 domain-containing 3 (COMMD3) protein, a component of the COMMD/coiled-coil domain-containing protein 22 (CCDC22)/CCDC93 (CCC) and Commander complexes, as a modifier of GCase and lysosomal activity. Loss of COMMD3 increased the release of lysosomal proteins through extracellular vesicles, leading to their impaired delivery to endolysosomes and consequent lysosomal dysfunction. Rare variants in the Commander gene family were associated with increased PD risk. Thus, COMMD genes and related complexes regulate lysosomal homeostasis and may represent modifiers in PD and other neurodegenerative diseases associated with lysosomal dysfunction.
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Affiliation(s)
- Georgia Minakaki
- Davee Department of Neurology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Nathaniel Safren
- Davee Department of Neurology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Bernabe I Bustos
- Davee Department of Neurology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Steven J Lubbe
- Davee Department of Neurology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Niccolò E Mencacci
- Davee Department of Neurology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Dimitri Krainc
- Davee Department of Neurology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
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6
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Lange LM, Levine K, Fox SH, Marras C, Ahmed N, Kuznetsov N, Vitale D, Iwaki H, Lohmann K, Marsili L, Espay AJ, Bauer P, Beetz C, Martin J, Factor SA, Higginbotham LA, Chen H, Leonard H, Nalls MA, Mencacci NE, Morris HR, Singleton AB, Klein C, Blauwendraat C, Fang ZH. The LRRK2 p.L1795F variant causes Parkinson's disease in the European population. NPJ Parkinsons Dis 2025; 11:58. [PMID: 40133296 PMCID: PMC11937388 DOI: 10.1038/s41531-025-00896-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2024] [Accepted: 02/17/2025] [Indexed: 03/27/2025] Open
Abstract
LRRK2-PD represents the most common form of autosomal dominant Parkinson's disease. We identified the LRRK2 p.L1795F variant in three families and six additional unrelated cases using genetic data from over 50,000 individuals. Carriers with available genotyping data shared a common haplotype. The clinical presentation resembles other LRRK2-PD forms. Combined with published functional evidence showing strongly enhanced LRRK2 kinase activity, we provide evidence that LRRK2 p.L1795F is pathogenic.
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Affiliation(s)
- Lara M Lange
- Institute of Neurogenetics, University of Luebeck, Luebeck, Germany.
- Department of Neurology, University Hospital Schleswig-Holstein, Luebeck, Germany.
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA.
| | - Kristin Levine
- DataTecnica, Washington, DC, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Susan H Fox
- Edmond J. Safra Program in Parkinson's Disease and the Morton and Gloria Shulman Movement Disorders Clinic, Toronto Western Hospital, University Health Network, University of Toronto, Toronto, ON, Canada
| | - Connie Marras
- Edmond J. Safra Program in Parkinson's Disease and the Morton and Gloria Shulman Movement Disorders Clinic, Toronto Western Hospital, University Health Network, University of Toronto, Toronto, ON, Canada
| | - Nazish Ahmed
- Edmond J. Safra Program in Parkinson's Disease and the Morton and Gloria Shulman Movement Disorders Clinic, Toronto Western Hospital, University Health Network, University of Toronto, Toronto, ON, Canada
| | - Nicole Kuznetsov
- DataTecnica, Washington, DC, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Dan Vitale
- DataTecnica, Washington, DC, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Hirotaka Iwaki
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- DataTecnica, Washington, DC, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Katja Lohmann
- Institute of Neurogenetics, University of Luebeck, Luebeck, Germany
| | | | | | | | | | - Jessica Martin
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Stewart A Factor
- Department of Neurology, Emory University School of Medicine, Atlanta, GA, USA
| | | | - Honglei Chen
- Department of Epidemiology and Biostatistics, Michigan State University, Michigan, MI, USA
| | - Hampton Leonard
- DataTecnica, Washington, DC, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Mike A Nalls
- DataTecnica, Washington, DC, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Niccolo E Mencacci
- Department of Neurology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Huw R Morris
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, UK
- UCL Movement Disorders Centre, University College London, London, UK
| | - Andrew B Singleton
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Christine Klein
- Institute of Neurogenetics, University of Luebeck, Luebeck, Germany
- Department of Neurology, University Hospital Schleswig-Holstein, Luebeck, Germany
| | - Cornelis Blauwendraat
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Zih-Hua Fang
- German Center for Neurodegenerative Diseases (DZNE), Tübingen, Germany.
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7
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Spargo TP, Sands CF, Juan IR, Mitchell J, Ravanmehr V, Butts JC, De-Paula RB, Kim Y, Hu F, Wang Q, Vitsios D, Garg M, Middleton L, Tyrlik M, Messa M, Del Angel G, Calame DG, Saade H, Robak L, Hollis B, Cuddapah VA, Zoghbi HY, Shulman JM, Petrovski S, Al-Ramahi I, Tachmazidou I, Dhindsa RS. Haploinsufficiency of ITSN1 is associated with a substantial increased risk of Parkinson's disease. Cell Rep 2025; 44:115355. [PMID: 40056900 PMCID: PMC12124131 DOI: 10.1016/j.celrep.2025.115355] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2024] [Revised: 12/18/2024] [Accepted: 02/06/2025] [Indexed: 03/10/2025] Open
Abstract
Despite its significant heritability, the genetic basis of Parkinson's disease (PD) remains incompletely understood. Here, in analyzing whole-genome sequence data from 3,809 PD cases and 247,101 controls in the UK Biobank, we discover that protein-truncating variants in ITSN1 confer a substantially increased risk of PD (p = 6.1 × 10-7; odds ratio [95% confidence interval] = 10.5 [5.2, 21.3]). We replicate this association in three independent datasets totaling 8,407 cases and 413,432 controls (combined p = 4.5 × 10-12). Notably, ITSN1 haploinsufficiency has also been associated with autism spectrum disorder, suggesting variable penetrance/expressivity. In Drosophila, we find that loss of the ITSN1 ortholog Dap160 exacerbates α-synuclein-induced neuronal toxicity and motor deficits, and in vitro assays further suggest a physical interaction between ITSN1 and α-synuclein. These results firmly establish ITSN1 as a PD risk gene with an effect size exceeding previously established loci, implicate vesicular trafficking dysfunction in PD pathogenesis, and potentially open new avenues for therapeutic development.
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Affiliation(s)
- Thomas P Spargo
- Centre for Genomics Research, Discovery Sciences, R&D, AstraZeneca, Cambridge, UK
| | - Chloe F Sands
- Department of Pathology and Immunology, Baylor College of Medicine, Houston, TX, USA; Genetics & Genomics Graduate Program, Baylor College of Medicine, Houston, TX, USA; Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, 1250 Moursund St., Suite N.1150, Houston, TX, USA
| | - Isabella R Juan
- Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, 1250 Moursund St., Suite N.1150, Houston, TX, USA; Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
| | - Jonathan Mitchell
- Centre for Genomics Research, Discovery Sciences, R&D, AstraZeneca, Cambridge, UK
| | - Vida Ravanmehr
- Department of Pathology and Immunology, Baylor College of Medicine, Houston, TX, USA; Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, 1250 Moursund St., Suite N.1150, Houston, TX, USA
| | - Jessica C Butts
- Department of Bioengineering, George R. Brown School of Engineering, Rice University, Houston, TX, USA
| | - Ruth B De-Paula
- Quantitative and Computational Biology Graduate Program, Baylor College of Medicine, Houston, TX, USA
| | - Youngdoo Kim
- Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, 1250 Moursund St., Suite N.1150, Houston, TX, USA; Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
| | - Fengyuan Hu
- Centre for Genomics Research, Discovery Sciences, R&D, AstraZeneca, Cambridge, UK
| | - Quanli Wang
- Centre for Genomics Research, Discovery Sciences, R&D, AstraZeneca, Waltham, MA, USA
| | - Dimitrios Vitsios
- Centre for Genomics Research, Discovery Sciences, R&D, AstraZeneca, Cambridge, UK
| | - Manik Garg
- Centre for Genomics Research, Discovery Sciences, R&D, AstraZeneca, Cambridge, UK
| | - Lawrence Middleton
- Centre for Genomics Research, Discovery Sciences, R&D, AstraZeneca, Cambridge, UK
| | - Michal Tyrlik
- Genetics & Genomics Graduate Program, Baylor College of Medicine, Houston, TX, USA
| | - Mirko Messa
- Translational Genomics, Centre for Genomics Research, Discovery Sciences BioPharmaceuticals R&D, AstraZeneca, Gothenburg, Sweden
| | - Guillermo Del Angel
- Centre for Genomics Research, Discovery Sciences, R&D, AstraZeneca, Waltham, MA, USA
| | - Daniel G Calame
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA; Department of Pediatrics, Texas Children's Hospital, Houston, TX, USA
| | - Hiba Saade
- Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, 1250 Moursund St., Suite N.1150, Houston, TX, USA; Department of Neurology, Baylor College of Medicine, Houston, TX, USA
| | - Laurie Robak
- Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, 1250 Moursund St., Suite N.1150, Houston, TX, USA; Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
| | - Ben Hollis
- Centre for Genomics Research, Discovery Sciences, R&D, AstraZeneca, Cambridge, UK
| | - Vishnu A Cuddapah
- Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, 1250 Moursund St., Suite N.1150, Houston, TX, USA; Department of Pediatrics, Texas Children's Hospital, Houston, TX, USA
| | - Huda Y Zoghbi
- Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, 1250 Moursund St., Suite N.1150, Houston, TX, USA; Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA; Department of Pediatrics, Texas Children's Hospital, Houston, TX, USA; Howard Hughes Medical Institute, Baylor College of Medicine, Houston, TX, USA; Department of Neuroscience, Baylor College of Medicine, Houston, TX, USA; Center for Alzheimer's and Neurodegenerative Diseases, Baylor College of Medicine, Houston, TX, USA
| | - Joshua M Shulman
- Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, 1250 Moursund St., Suite N.1150, Houston, TX, USA; Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA; Department of Neurology, Baylor College of Medicine, Houston, TX, USA; Department of Neuroscience, Baylor College of Medicine, Houston, TX, USA; Center for Alzheimer's and Neurodegenerative Diseases, Baylor College of Medicine, Houston, TX, USA
| | - Slavé Petrovski
- Centre for Genomics Research, Discovery Sciences, R&D, AstraZeneca, Cambridge, UK; Department of Medicine, Austin Health, University of Melbourne, Melbourne, VIC, Australia.
| | - Ismael Al-Ramahi
- Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, 1250 Moursund St., Suite N.1150, Houston, TX, USA; Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA; Center for Alzheimer's and Neurodegenerative Diseases, Baylor College of Medicine, Houston, TX, USA
| | - Ioanna Tachmazidou
- Centre for Genomics Research, Discovery Sciences, R&D, AstraZeneca, Cambridge, UK
| | - Ryan S Dhindsa
- Department of Pathology and Immunology, Baylor College of Medicine, Houston, TX, USA; Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, 1250 Moursund St., Suite N.1150, Houston, TX, USA; Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA.
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8
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Kopal J, Vo A, Tao Q, Simuni T, Chahine LM, Bzdok D, Dagher A. Carriers of LRRK2 pathogenic variants show a milder, anatomically distinct brain signature of Parkinson's disease. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2025:2025.03.09.25323610. [PMID: 40162258 PMCID: PMC11952604 DOI: 10.1101/2025.03.09.25323610] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 04/02/2025]
Abstract
LRRK2 gene variants are a major genetic risk factor for both familial and sporadic Parkinson's disease (PD), opening an unattended window on the disease's mechanisms and potential therapies. Investigating the influence of pathogenic variants in LRRK2 gene on brain structure is a crucial step toward enabling early diagnosis and personalized treatment. Yet, despite its significance, the ways in which LRRK2 genotype affects brain structure remain largely unexplored. Work in this domain is plagued by small sample sizes and differences in cohort composition, which can obscure genuine distinctions among clinical subgroups. In this study, we overcome such important limitations by combining explicit modeling of population background variation and pattern matching. Specifically, we leveraged a large cohort of 641 participants (including 364 with a PD diagnosis) to examine MRI-detectable cortical atrophy patterns associated with the LRRK2 pathogenic variants in people with PD and non-manifesting individuals. LRRK2 PD patients exhibited milder cortical thinning compared to sporadic PD, with notable preservation in temporal and occipital regions, suggesting a distinct pattern of neurodegeneration. Non-manifesting LRRK2 carriers showed no significant cortical atrophy, indicating no structural signs of subclinical PD. We further analyzed the relationship between aggregated alpha-synuclein in cerebrospinal fluid and atrophy. We found that those with evidence of aggregated alpha-synuclein experienced pronounced neurodegeneration and increased cortical thinning, possibly defining another aggressive PD subtype. Our findings highlight avenues for distinguishing PD subtypes, which could lead to more targeted treatment approaches and a more complete understanding of Parkinson's disease progression.
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Affiliation(s)
- Jakub Kopal
- Centre for Precision Psychiatry, Division of Mental Health and Addiction, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Biomedical Engineering, Faculty of Medicine, McGill University, Montreal, Quebec, Canada
| | - Andrew Vo
- The Neuro - Montreal Neurological Institute and Hospital, McGill University, Montreal H3A 2B4, Canada
| | - Qin Tao
- The Neuro - Montreal Neurological Institute and Hospital, McGill University, Montreal H3A 2B4, Canada
| | - Tanya Simuni
- Department of Neurology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Lana M Chahine
- Department of Neurology, University of Pittsburgh, Pittsburgh, PA, USA, 15213
| | - Danilo Bzdok
- Department of Biomedical Engineering, Faculty of Medicine, McGill University, Montreal, Quebec, Canada
- The Neuro - Montreal Neurological Institute and Hospital, McGill University, Montreal H3A 2B4, Canada
- Mila - Quebec Artificial Intelligence Institute, Montréal, Quebec, Canada
| | - Alain Dagher
- The Neuro - Montreal Neurological Institute and Hospital, McGill University, Montreal H3A 2B4, Canada
- Department of Neurology and neurosurgery, McGill University, Montréal, QC, Canada
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9
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Chahine LM, Lafontant DE, Choi SH, Iwaki H, Blauwendraat C, Singleton AB, Brumm MC, Alcalay RN, Merchant K, Nudelman KNH, Dagher A, Vo A, Tao Q, Venuto CS, Kieburtz K, Poston KL, Bressman S, Gonzalez-Latapi P, Avants B, Coffey C, Jennings D, Tolosa E, Siderowf A, Marek K, Simuni T. LRRK2-associated parkinsonism with and without in vivo evidence of alpha-synuclein aggregates: longitudinal clinical and biomarker characterization. Brain Commun 2025; 7:fcaf103. [PMID: 40114783 PMCID: PMC11925012 DOI: 10.1093/braincomms/fcaf103] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2024] [Revised: 01/17/2025] [Accepted: 03/05/2025] [Indexed: 03/22/2025] Open
Abstract
Among LRRK2-associated parkinsonism cases with nigral degeneration, over two-thirds demonstrate evidence of pathologic alpha-synuclein, but many do not. Understanding the clinical phenotype and underlying biology in such individuals is critical for therapeutic development. Our objective was to compare clinical and biomarker features, and rate of progression over 4 years of follow-up, among LRRK2-associated parkinsonism cases with and without in vivo evidence of alpha-synuclein aggregates. Data were from the Parkinson's Progression Markers Initiative, a multicentre prospective cohort study. The sample included individuals diagnosed with Parkinson disease with pathogenic variants in LRRK2. Presence of CSF alpha-synuclein aggregation was assessed with seed amplification assay. A range of clinician- and patient-reported outcome assessments were administered. Biomarkers included dopamine transporter scan, CSF amyloid-beta1-42, total tau, phospho-tau181, urine bis(monoacylglycerol)phosphate levels and serum neurofilament light chain. Linear mixed-effects (LMMs) models examined differences in trajectory in CSF-negative and CSF-positive groups. A total of 148 LRRK2 parkinsonism cases (86% with G2019S variant), 46 negative and 102 positive for CSF alpha-synuclein seed amplification assay, were included. At baseline, the negative group was older than the positive group [median (inter-quartile range) 69.1 (65.2-72.3) versus 61.5 (55.6-66.9) years, P < 0.001] and a greater proportion were female [28 (61%) versus 43 (42%), P = 0.035]. Despite being older, the negative group had similar duration since diagnosis and similar motor rating scale [16 (11-23) versus 16 (10-22), P = 0.480] though lower levodopa equivalents. Only 13 (29%) of the negative group were hyposmic, compared with 75 (77%) of the positive group. The negative group, compared with the positive group, had higher per cent-expected putamenal dopamine transporter binding for their age and sex [0.36 (0.29-0.45) versus 0.26 (0.22-0.37), P < 0.001]. Serum neurofilament light chain was higher in the negative group compared with the positive group [17.10 (13.60-22.10) versus 10.50 (8.43-14.70) pg/mL; age-adjusted P-value = 0.013]. In terms of longitudinal change, the negative group remained stable in functional rating scale score in contrast to the positive group who had a significant increase (worsening) of 0.729 per year (P = 0.037), but no other differences in trajectory were found. Among individuals diagnosed with Parkinson disease with pathogenic variants in the LRRK2 gene, we found clinical and biomarker differences in cases without versus with in vivo evidence of CSF alpha-synuclein aggregates. LRRK2 parkinsonism cases without evidence of alpha-synuclein aggregates as a group exhibit less severe motor manifestations and decline. The underlying biology in LRRK2 parkinsonism cases without evidence of alpha-synuclein aggregates requires further investigation.
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Affiliation(s)
- Lana M Chahine
- Department of Neurology, University of Pittsburgh, Pittsburgh, PA 15213, USA
| | - David-Erick Lafontant
- Department of Biostatistics, College of Public Health, University of Iowa, Iowa City, IA 55848, USA
| | - Seung Ho Choi
- Department of Biostatistics, College of Public Health, University of Iowa, Iowa City, IA 55848, USA
| | - Hirotaka Iwaki
- DataTecnica LLC, Washington, DC 20037, USA
- Center for Alzheimer’s and Related Dementias, National Institutes of Health, Bethesda, MD 20892, USA
- National Institute on Aging, National Institutes of Health, Bethesda, MD 20892, USA
- National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, USA
- Laboratory of Neurogenetics, National Institutes of Health, Bethesda, MD 20892, USA
| | - Cornelis Blauwendraat
- Center for Alzheimer’s and Related Dementias, National Institutes of Health, Bethesda, MD 20892, USA
- National Institute on Aging, National Institutes of Health, Bethesda, MD 20892, USA
- Laboratory of Neurogenetics, National Institutes of Health, Bethesda, MD 20892, USA
| | - Andrew B Singleton
- Center for Alzheimer’s and Related Dementias, National Institutes of Health, Bethesda, MD 20892, USA
- National Institute on Aging, National Institutes of Health, Bethesda, MD 20892, USA
- National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, USA
- Laboratory of Neurogenetics, National Institutes of Health, Bethesda, MD 20892, USA
| | - Michael C Brumm
- Department of Biostatistics, College of Public Health, University of Iowa, Iowa City, IA 55848, USA
| | - Roy N Alcalay
- Tel Aviv Sourasky Medical Center, 64239 Tel-Aviv, Israel
- Department of Neurology, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Kalpana Merchant
- Department of Neurology, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | | | - Alain Dagher
- Montreal Neurological Institute, McGill University, Montreal, QC, Canada H3A 2B4
| | - Andrew Vo
- Montreal Neurological Institute, McGill University, Montreal, QC, Canada H3A 2B4
| | - Qin Tao
- Montreal Neurological Institute, McGill University, Montreal, QC, Canada H3A 2B4
| | - Charles S Venuto
- Department of Neurology, Center for Health and Technology, University of Rochester Medical Center, Rochester, NY 14642,USA
| | - Karl Kieburtz
- Department of Neurology, Center for Health and Technology, University of Rochester Medical Center, Rochester, NY 14642,USA
| | - Kathleen L Poston
- Department of Neurology, Stanford University School of Medicine, Palo Alto, 94304 CA, USA
| | - Susan Bressman
- Department of Neurology, Icahn School of Medicine, Mount Sinai Beth Israel, New York City, NY 10029, USA
| | - Paulina Gonzalez-Latapi
- Department of Neurology, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | | | - Christopher Coffey
- Department of Biostatistics, College of Public Health, University of Iowa, Iowa City, IA 55848, USA
| | - Danna Jennings
- Denali Therapeutics Inc., South San Francisco, CA 94080, USA
| | - Eduardo Tolosa
- Parkinson’s Disease & Movement Disorders Unit, Neurology Service, Hospital Clínic de Barcelona, Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), 08036 Barcelona, Spain
- Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas, 08028 Barcelona, Spain
| | - Andrew Siderowf
- Department of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Ken Marek
- Institute for Neurodegenerative Disorders, New Haven, CT 06510, USA
| | - Tatyana Simuni
- Department of Neurology, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
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10
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Goldstein O, Shani S, Gana-Weisz M, Elkoshi N, Casey F, Sun YH, Chandratre K, Cedarbaum JM, Blauwendraat C, Bar-Shira A, Thaler A, Gurevich T, Mirelman A, Giladi N, Orr-Urtreger A, Alcalay RN. The effect of polygenic risk score on PD risk and phenotype in LRRK2 G2019S and GBA1 carriers. JOURNAL OF PARKINSON'S DISEASE 2025; 15:291-299. [PMID: 39973498 DOI: 10.1177/1877718x241310722] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/21/2025]
Abstract
BackgroundWhile LRRK2 and GBA1 variants are associated with Parkinson's disease (PD), most carriers will not develop the disease.ObjectiveTo test if polygenic risk score (PRS) modifies disease risk and phenotypes in LRRK2 G2019S carriers, GBA1 carriers, and non-carriers (NC).MethodsWe genotyped 786 participants using Illumina's NeuroBooster-array (NBA) and sequenced the genome of 244, all of Ashkenazi ancestry (AJ), and calculated PRS to test its effects on clinically- and biologically-defined disease risk and phenotypes (n = 715). Among LRRK2 G2019S PD, we tested PRS association with α-synuclein seed-amplification-assay (n = 11). We used the PPMI and AMP-PD databases as validation cohorts.ResultsIn clinically-defined PD, PRS significantly modified disease risk in GBA1 carriers and in NC (p = 0.033 and p < 0.0001, respectively), and demonstrated a trend in LRRK2 G2019S carriers (p = 0.054), with similar effect sizes (OR = 1.55, 1.62, and 1.49, respectively). PRS association with PD risk in LRRK2 was primarily driven by the rs7938782-A risk allele, replicated in AMP-PD (268 AJs LRRK2 G2019S carriers). PRS and age-at-onset were negatively correlated in NC (p < 0.0001). NBA GBA1 genotype calls failed at GBA1 L483P and c.115 + 1G > A mutations. False negative call rate of 10.2% was observed for the imputed GBA1 N409S carriers.ConclusionsPRS contributes to PD risk across different genotypes. The genetic and epigenetic role of rs7938782 in LRRK2 PD risk should be further explored. Future PRS models should be tailored to specific genotypes to better understand penetrance and phenotypes. Furthermore, models predicting PD defined biologically rather than clinically may further identify genetic risk factors for synucleinopathies.
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Affiliation(s)
- Orly Goldstein
- Laboratory of Biomarkers and Genomics of Neurodegeneration, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Shachar Shani
- Faculty of Medicine and Health Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Mali Gana-Weisz
- Laboratory of Biomarkers and Genomics of Neurodegeneration, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Nadav Elkoshi
- Laboratory of Biomarkers and Genomics of Neurodegeneration, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | | | - Yu H Sun
- Research Data Sciences, Translational Biology, Biogen Inc., Cambridge, MA, USA
| | - Khyati Chandratre
- Research Data Sciences, Translational Biology, Biogen Inc., Cambridge, MA, USA
| | - Jesse M Cedarbaum
- Formerly Biogen Inc, Cambridge, MA, USA
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA
| | - Cornelis Blauwendraat
- Center for Alzheimer's and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Anat Bar-Shira
- Laboratory of Biomarkers and Genomics of Neurodegeneration, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Avner Thaler
- Faculty of Medicine and Health Sciences, Tel Aviv University, Tel Aviv, Israel
- Movement disorders Center, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Laboratory for Early Markers of Neurodegeneration, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel
| | - Tanya Gurevich
- Faculty of Medicine and Health Sciences, Tel Aviv University, Tel Aviv, Israel
- Movement disorders Center, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel
| | - Anat Mirelman
- Faculty of Medicine and Health Sciences, Tel Aviv University, Tel Aviv, Israel
- Movement disorders Center, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Laboratory for Early Markers of Neurodegeneration, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel
| | - Nir Giladi
- Faculty of Medicine and Health Sciences, Tel Aviv University, Tel Aviv, Israel
- Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel
- Brain Division, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Avi Orr-Urtreger
- Laboratory of Biomarkers and Genomics of Neurodegeneration, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Faculty of Medicine and Health Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Roy N Alcalay
- Laboratory of Biomarkers and Genomics of Neurodegeneration, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Faculty of Medicine and Health Sciences, Tel Aviv University, Tel Aviv, Israel
- Movement disorders Center, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel
- Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
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Akçimen F, Paquette K, Crea PW, Saffie-Awad P, Achoru C, Taiwo F, Ozomma S, Onwuegbuzie G, Khani M, Grant S, Owolabi L, Okereke C, Oshinaike O, Iwuozo E, Lee PS, Oyakhire S, Osemwegie N, Daida K, Abubakar S, Olusanya A, Isayan M, Traurig R, Ogunmodede A, Samuel S, Makarious MB, Sa’ad F, Olanigan R, Levine K, Ogbimi EM, Vitale D, Odiase F, Koretsky MJ, Ojini F, Odeniyi O, Fang ZH, Obianozie N, Hall DA, Nwazor E, Xie T, Nwaokorie F, Padmanaban M, Nwani P, Shamim EA, Nnama A, Standaert D, Komolafe M, Dean M, Osaigbovo G, Disbrow E, Ishola I, Rawls A, Imarhiagbe F, Chandra S, Erameh C, Hinson V, Louie N, Idowu A, Solle J, Norris SA, Ibrahim A, Kilbane C, Sukumar G, Shulman LM, Ezuduemoih D, Staisch J, Breaux S, Dalgard C, Foster ER, Bello A, Ameri A, Real R, Ikwenu E, Morris HR, Anyanwu R, Stimming EF, Billingsley K, Alaofin W, Jerez PA, Agabi O, Hernandez DG, Akinyemi R, Arepalli S, Malik L, Owolabi R, Nyandaiti Y, Leonard HL, Wahab K, Step K, Abiodun O, Hernandez CF, Abdulai F, Iwaki H, Bardien S, Klein C, Hardy J, Houlden H, Galvelis KG, Nalls MA, Dahodwala N, Aamodt W, et alAkçimen F, Paquette K, Crea PW, Saffie-Awad P, Achoru C, Taiwo F, Ozomma S, Onwuegbuzie G, Khani M, Grant S, Owolabi L, Okereke C, Oshinaike O, Iwuozo E, Lee PS, Oyakhire S, Osemwegie N, Daida K, Abubakar S, Olusanya A, Isayan M, Traurig R, Ogunmodede A, Samuel S, Makarious MB, Sa’ad F, Olanigan R, Levine K, Ogbimi EM, Vitale D, Odiase F, Koretsky MJ, Ojini F, Odeniyi O, Fang ZH, Obianozie N, Hall DA, Nwazor E, Xie T, Nwaokorie F, Padmanaban M, Nwani P, Shamim EA, Nnama A, Standaert D, Komolafe M, Dean M, Osaigbovo G, Disbrow E, Ishola I, Rawls A, Imarhiagbe F, Chandra S, Erameh C, Hinson V, Louie N, Idowu A, Solle J, Norris SA, Ibrahim A, Kilbane C, Sukumar G, Shulman LM, Ezuduemoih D, Staisch J, Breaux S, Dalgard C, Foster ER, Bello A, Ameri A, Real R, Ikwenu E, Morris HR, Anyanwu R, Stimming EF, Billingsley K, Alaofin W, Jerez PA, Agabi O, Hernandez DG, Akinyemi R, Arepalli S, Malik L, Owolabi R, Nyandaiti Y, Leonard HL, Wahab K, Step K, Abiodun O, Hernandez CF, Abdulai F, Iwaki H, Bardien S, Klein C, Hardy J, Houlden H, Galvelis KG, Nalls MA, Dahodwala N, Aamodt W, Hill E, Espay A, Factor S, Branson C, Blauwendraat C, Singleton AB, Ojo O, Chahine LM, the Black and African American Connections to Parkinson’s Disease Study (BLAAC PD), the Nigeria Parkinson’s Disease Research Network (NPDRN), the Racial Disparities in Parkinson Disease (RaD-PD), the Global Parkinson’s Genetics Program (GP2), Okubadejo N, Bandres-Ciga S. Large-scale genetic characterization of Parkinson's disease in the African and African admixed populations. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2025:2025.01.14.25320205. [PMID: 39867380 PMCID: PMC11759243 DOI: 10.1101/2025.01.14.25320205] [Show More Authors] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/28/2025]
Abstract
Elucidating the genetic contributions to Parkinson's disease (PD) etiology across diverse ancestries is a critical priority for the development of targeted therapies in a global context. We conducted the largest sequencing characterization of potentially disease-causing, protein-altering and splicing mutations in 710 cases and 11,827 controls from genetically predicted African or African admixed ancestries. We explored copy number variants (CNVs) and runs of homozygosity (ROHs) in prioritized early onset and familial cases. Our study identified rare GBA1 coding variants to be the most frequent mutations among PD patients, with a frequency of 4% in our case cohort. Out of the 18 GBA1 variants identified, ten were previously classified as pathogenic or likely pathogenic, four were novel, and four were reported as of uncertain clinical significance. The most common known disease-associated GBA1 variants in the Ashkenazi Jewish and European populations, p.Asn409Ser, p.Leu483Pro, p.Thr408Met, and p.Glu365Lys, were not identified among the screened PD cases of African and African admixed ancestry. Similarly, the European and Asian LRRK2 disease-causing mutational spectrum, including LRRK2 p.Gly2019Ser and p.Gly2385Arg genetic risk factors, did not appear to play a major role in PD etiology among West African-ancestry populations. However, we found three heterozygous novel missense LRRK2 variants of uncertain significance overrepresented in cases, two of which - p.Glu268Ala and p.Arg1538Cys - had a higher prevalence in the African ancestry population reference datasets. Structural variant analyses revealed the presence of PRKN CNVs with a frequency of 0.7% in African and African admixed cases, with 66% of CNVs detected being compound heterozygous or homozygous in early-onset cases, providing further insights into the genetic underpinnings in early-onset juvenile PD in these populations. Novel genetic variation overrepresented in cases versus controls among screened genes warrants further replication and functional prioritization to unravel their pathogenic potential. Here, we created the most comprehensive genetic catalog of both known and novel coding and splicing variants potentially linked to PD etiology in an underserved population. Our study has the potential to guide the development of targeted therapies in the emerging era of precision medicine. By expanding genetics research to involve underrepresented populations, we hope that future PD treatments are not only effective but also inclusive, addressing the needs of diverse ancestral groups.
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Affiliation(s)
- Fulya Akçimen
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Kimberly Paquette
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Peter Wild Crea
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Paula Saffie-Awad
- Programa de Pós-Graduação em Ciências Médicas, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- Clínica Santa María, Santiago, Chile
| | - Charles Achoru
- Jos University Teaching Hospital, Jos, Plateau State, Nigeria
| | | | - Simon Ozomma
- University of Calabar Teaching Hospital, Calabar, Cross River State, Nigeria
| | | | - Marzieh Khani
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Spencer Grant
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | | | - Chiamaka Okereke
- University of Nigeria Teaching Hospital, Ituku-Ozalla, Enugu State, Nigeria
| | | | | | - Paul Suhwan Lee
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | | | | | - Kensuke Daida
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- Department of Neurology, Faculty of Medicine, Juntendo University, Tokyo, Japan
| | - Sani Abubakar
- Ahmadu Bello University, Zaria, Kaduna State, Nigeria
| | - Adedunni Olusanya
- College of Medicine, University of Lagos, Idi-araba, Lagos State, Nigeria
- R-Jolad Hospital, Gbagada, Lagos, Nigeria
| | - Mariam Isayan
- Department of Neurology and Neurosurgery, National Institute of Health, Yerevan, Armenia
| | - Rami Traurig
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | | | - Sarah Samuel
- University of Maiduguri Teaching Hospital, Maiduguri, Borno State
| | - Mary B. Makarious
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- DataTecnica LLC, Washington, DC, USA
| | | | - Rashidat Olanigan
- Lagos State University Teaching Hospital, Ikeja, Lagos State, Nigeria
| | - Kristin Levine
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- DataTecnica LLC, Washington, DC, USA
| | | | - Dan Vitale
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- DataTecnica LLC, Washington, DC, USA
| | | | - Mathew J. Koretsky
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- DataTecnica LLC, Washington, DC, USA
| | - Francis Ojini
- College of Medicine, University of Lagos, Idi-araba, Lagos State, Nigeria
- Lagos University Teaching Hospital, Idi-araba, Lagos State, Nigeria
| | | | - Zih-Hua Fang
- German Center for Neurodegenerative Diseases, DZNE, Tübingen, Germany
| | - Nkechi Obianozie
- University of Abuja Teaching Hospital, Gwagwalada, Federal Capital Territory, Nigeria
| | - Deborah A. Hall
- Department of Neurological Sciences, Rush University Medical Center, Chicago, USA
| | - Ernest Nwazor
- Rivers State University Teaching Hospital, Port Harcourt, Rivers State, Nigeria
| | - Tao Xie
- University of Chicago Medicine, Department of Neurology, Chicago, USA
| | | | - Mahesh Padmanaban
- University of Chicago Medicine, Department of Neurology, Chicago, USA
| | - Paul Nwani
- Nnamdi Azikiwe University Teaching Hospital, Nnewi, Anambra State, Nigeria
| | - Ejaz A. Shamim
- National Institute of Neurological Disorders and Stroke, Bethesda, MD, USA
- Mid-Atlantic Permanente Medical Group, Department of Neurology, Largo, MD, USA
- Kaiser Permanente, MidAtlantic Permanente Research Institute, Washington, DC, USA
| | - Alero Nnama
- University of Port Harcourt Teaching Hospital, Rivers State, Nigeria
| | - David Standaert
- University of Alabama at Birmingham, Department of Neurology, Birmingham, USA
| | | | - Marissa Dean
- University of Alabama at Birmingham, Department of Neurology, Birmingham, USA
| | | | - Elizabeth Disbrow
- Department of Neurology, LSU Health Shreveport, LSU Health Shreveport Center for Brain Health, Shreveport, USA
| | - Ismaila Ishola
- College of Medicine, University of Lagos, Idi-araba, Lagos State, Nigeria
| | - Ashley Rawls
- University of Florida Norman Fixel Institute for Neurological Diseases, Neurology Movement Disorders, Gainesville, USA
| | | | - Shivika Chandra
- The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Cyril Erameh
- Irrua Specialist Teaching Hospital, Irrua, Edo State, Nigeria
| | - Vanessa Hinson
- Medical University of South Carolina, Charleston, SC, USA
| | - Naomi Louie
- Michael J. Fox Foundation for Parkinson’s Research, Department of Clinical Research, New York, USA
| | - Ahmed Idowu
- Obafemi Awolowo University Teaching Hospitals Complex, Ile-Ife, Osun State, Nigeria
| | - J Solle
- Michael J. Fox Foundation for Parkinson’s Research, Department of Clinical Research, New York, USA
| | | | - Abdullahi Ibrahim
- Federal University of Health Sciences Teaching Hospital, Azare, Bauchi State, Nigeria
| | - Camilla Kilbane
- University Hospital in Cleveland Medical Center/Case Western Reserve University (UH)
| | - Gauthaman Sukumar
- Department of Anatomy, Physiology and Genetics, School of Medicine, Uniformed Services
- University of the Health Sciences, 4301 Jones Bridge Rd, Bethesda, MD, 20814, USA
| | | | | | | | | | - Clifton Dalgard
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
- The American Genome Center, Collaborative Health Initiative Research Program, Uniformed Services University of the Health Sciences, Bethesda, MD 20814, USA
| | | | - Abiodun Bello
- University of Ilorin Teaching Hospital, Ilorin, Kwara State, Nigeria
| | - Andrew Ameri
- Medical University of South Carolina, Charleston, SC, USA
| | - Raquel Real
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London WC1N 3BG, UK
- UCL Movement Disorders Centre, University College London, London WC1N 3BG, UK
| | - Erica Ikwenu
- Lagos University Teaching Hospital, Idi-araba, Lagos State, Nigeria
| | - Huw R Morris
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London WC1N 3BG, UK
- National Hospital for Neurology and Neurosurgery, London, UK
- Department of Neurology, Royal Free Hospital, London, UK
| | - Roosevelt Anyanwu
- College of Medicine, University of Lagos, Idi-araba, Lagos State, Nigeria
| | - Erin Furr Stimming
- The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Kimberley Billingsley
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | | | - Pilar Alvarez Jerez
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London WC1N 3BG, UK
| | - Osigwe Agabi
- College of Medicine, University of Lagos, Idi-araba, Lagos State, Nigeria
- Lagos University Teaching Hospital, Idi-araba, Lagos State, Nigeria
| | - Dena G. Hernandez
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Rufus Akinyemi
- Neuroscience and Ageing Research Unit, Institute for Advanced Medical Research and Training, College of Medicine, University of Ibadan, Ibadan, Oyo State, Nigeria
| | - Sampath Arepalli
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Laksh Malik
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | | | - Yakub Nyandaiti
- University of Maiduguri Teaching Hospital, Maiduguri, Borno State
| | - Hampton L. Leonard
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- DataTecnica LLC, Washington, DC, USA
| | | | - Kathryn Step
- Department of Biomedical Sciences, Division of Molecular Biology and Human Genetics, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
| | | | - Carlos F. Hernandez
- Universidad del Desarrollo, Centro de Genética y Genómica, Facultad de Medicina Clínica Alemana, Santiago 7610658, Chile
| | - Fatima Abdulai
- University of Abuja Teaching Hospital, Gwagwalada, Federal Capital Territory, Nigeria
| | - Hirotaka Iwaki
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- DataTecnica LLC, Washington, DC, USA
| | - Soraya Bardien
- Department of Biomedical Sciences, Division of Molecular Biology and Human Genetics, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
| | - Christine Klein
- Institute of Neurogenetics and Department of Neurology, University of Lübeck and University Hospital Schleswig-Holstein, Lübeck, Germany
| | - John Hardy
- Reta Lila Weston Institute, University College London Institute of Neurology, Queen Square, London, UK
| | - Henry Houlden
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, London, UK
| | | | - Mike A. Nalls
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- DataTecnica LLC, Washington, DC, USA
| | | | | | - Emily Hill
- University of Cincinnati, Cincinnati, Ohio
| | | | | | | | - Cornelis Blauwendraat
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Andrew B. Singleton
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Oluwadamilola Ojo
- College of Medicine, University of Lagos, Idi-araba, Lagos State, Nigeria
- Lagos University Teaching Hospital, Idi-araba, Lagos State, Nigeria
| | - Lana M. Chahine
- University of Pittsburgh, 3471 Fifth Avenue, Pittsburgh, PA, 15213, USA
| | | | | | | | | | - Njideka Okubadejo
- College of Medicine, University of Lagos, Idi-araba, Lagos State, Nigeria
- Lagos University Teaching Hospital, Idi-araba, Lagos State, Nigeria
| | - Sara Bandres-Ciga
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
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Álvarez Jerez P, Wild Crea P, Ramos DM, Gustavsson EK, Radefeldt M, Damianov A, Makarious MB, Ojo OO, Billingsley KJ, Malik L, Daida K, Bromberek S, Hu F, Schneider Z, Surapaneni AL, Stadler J, Rizig M, Morris HR, Pantazis CB, Leonard HL, Screven L, Qi YA, Nalls MA, Bandres-Ciga S, Hardy J, Houlden H, Eng C, Burchard EG, Kachuri L, Lin CH, Black DL, Singleton AB, Fischer S, Bauer P, Reed X, Ryten M, Beetz C, Ward M, Okubadejo NU, Blauwendraat C. African ancestry neurodegeneration risk variant disrupts an intronic branchpoint in GBA1. Nat Struct Mol Biol 2024; 31:1955-1963. [PMID: 39668204 PMCID: PMC11638064 DOI: 10.1038/s41594-024-01423-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2024] [Accepted: 10/10/2024] [Indexed: 12/14/2024]
Abstract
Recently, an African ancestry-specific Parkinson disease (PD) risk signal was identified at the gene encoding glucocerebrosidase (GBA1). This variant ( rs3115534 -G) is carried by ~50% of West African PD cases and imparts a dose-dependent increase in risk for disease. The risk variant has varied frequencies across African ancestry groups but is almost absent in European and Asian ancestry populations. GBA1 is a gene of high clinical and therapeutic interest. Damaging biallelic protein-coding variants cause Gaucher disease and monoallelic variants confer risk for PD and dementia with Lewy bodies, likely by reducing the function of glucocerebrosidase. Interestingly, the African ancestry-specific GBA1 risk variant is a noncoding variant, suggesting a different mechanism of action. Using full-length RNA transcript sequencing, we identified partial intron 8 expression in risk variant carriers (G) but not in nonvariant carriers (T). Antibodies targeting the N terminus of glucocerebrosidase showed that this intron-retained isoform is likely not protein coding and subsequent proteomics did not identify a shorter protein isoform, suggesting that the disease mechanism is RNA based. Clustered regularly interspaced short palindromic repeats editing of the reported index variant ( rs3115534 ) revealed that this is the sequence alteration responsible for driving the production of these transcripts containing intron 8. Follow-up analysis of this variant showed that it is in a key intronic branchpoint sequence and, therefore, has important implications in splicing and disease. In addition, when measuring glucocerebrosidase activity, we identified a dose-dependent reduction in risk variant carriers. Overall, we report the functional effect of a GBA1 noncoding risk variant, which acts by interfering with the splicing of functional GBA1 transcripts, resulting in reduced protein levels and reduced glucocerebrosidase activity. This understanding reveals a potential therapeutic target in an underserved and underrepresented population.
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Affiliation(s)
- Pilar Álvarez Jerez
- Center for Alzheimer's and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, MD, USA
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, University College London, London, UK
| | - Peter Wild Crea
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, MD, USA
| | - Daniel M Ramos
- Center for Alzheimer's and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Emil K Gustavsson
- Genetics and Genomic Medicine, Great Ormond Street Institute of Child Health, University College London, London, UK
| | | | - Andrey Damianov
- Department of Microbiology, Immunology and Molecular Genetics, The David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
| | - Mary B Makarious
- Center for Alzheimer's and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- DataTecnica, Washington, DC, USA
| | - Oluwadamilola O Ojo
- College of Medicine, University of Lagos, Lagos, Nigeria
- Lagos University Teaching Hospital, Lagos, Nigeria
| | - Kimberley J Billingsley
- Center for Alzheimer's and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, MD, USA
| | - Laksh Malik
- Center for Alzheimer's and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Kensuke Daida
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, MD, USA
| | - Sarah Bromberek
- Center for Alzheimer's and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Fangle Hu
- Center for Alzheimer's and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Zachary Schneider
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, MD, USA
| | - Aditya L Surapaneni
- Department of Medicine, New York University Langone School of Medicine, New York, NY, USA
| | - Julia Stadler
- Center for Alzheimer's and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Mie Rizig
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, University College London, London, UK
| | - Huw R Morris
- UCL Movement Disorders Centre, University College London, London, UK
| | - Caroline B Pantazis
- Center for Alzheimer's and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Hampton L Leonard
- Center for Alzheimer's and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- DataTecnica, Washington, DC, USA
| | - Laurel Screven
- Center for Alzheimer's and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Yue A Qi
- Center for Alzheimer's and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Mike A Nalls
- Center for Alzheimer's and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- DataTecnica, Washington, DC, USA
| | - Sara Bandres-Ciga
- Center for Alzheimer's and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - John Hardy
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, University College London, London, UK
| | - Henry Houlden
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, University College London, London, UK
| | - Celeste Eng
- Department of Biotherapeutic Sciences and Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Esteban González Burchard
- Department of Biotherapeutic Sciences and Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Linda Kachuri
- Department of Epidemiology and Population Health, Stanford University School of Medicine, Stanford, CA, USA
- Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - Chia-Ho Lin
- Department of Microbiology, Immunology and Molecular Genetics, The David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
| | - Douglas L Black
- Department of Microbiology, Immunology and Molecular Genetics, The David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
| | - Andrew B Singleton
- Center for Alzheimer's and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, MD, USA
| | | | | | - Xylena Reed
- Center for Alzheimer's and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Mina Ryten
- Genetics and Genomic Medicine, Great Ormond Street Institute of Child Health, University College London, London, UK
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD, USA
- UK Dementia Research Institute and Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
| | | | - Michael Ward
- Center for Alzheimer's and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- Neurogenetics Branch, National Institute of Neurological Disorders and Stroke, Bethesda, MD, USA
| | - Njideka U Okubadejo
- College of Medicine, University of Lagos, Lagos, Nigeria
- Lagos University Teaching Hospital, Lagos, Nigeria
| | - Cornelis Blauwendraat
- Center for Alzheimer's and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA.
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, MD, USA.
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Jones-Tabah J, He K, Karpilovsky N, Senkevich K, Deyab G, Pietrantonio I, Goiran T, Cousineau Y, Nikanorova D, Goldsmith T, Del Cid Pellitero E, Chen CXQ, Luo W, You Z, Abdian N, Ahmad J, Ruskey JA, Asayesh F, Spiegelman D, Fahn S, Waters C, Monchi O, Dauvilliers Y, Dupré N, Miliukhina I, Timofeeva A, Emelyanov A, Pchelina S, Greenbaum L, Hassin-Baer S, Alcalay RN, Milnerwood A, Durcan TM, Gan-Or Z, Fon EA. The Parkinson's disease risk gene cathepsin B promotes fibrillar alpha-synuclein clearance, lysosomal function and glucocerebrosidase activity in dopaminergic neurons. Mol Neurodegener 2024; 19:88. [PMID: 39587654 PMCID: PMC11587650 DOI: 10.1186/s13024-024-00779-9] [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: 02/22/2024] [Accepted: 11/12/2024] [Indexed: 11/27/2024] Open
Abstract
BACKGROUND Variants in the CTSB gene encoding the lysosomal hydrolase cathepsin B (catB) are associated with increased risk of Parkinson's disease (PD). However, neither the specific CTSB variants driving these associations nor the functional pathways that link catB to PD pathogenesis have been characterized. CatB activity contributes to lysosomal protein degradation and regulates signaling processes involved in autophagy and lysosome biogenesis. Previous in vitro studies have found that catB can cleave monomeric and fibrillar alpha-synuclein, a key protein involved in the pathogenesis of PD that accumulates in the brains of PD patients. However, truncated synuclein isoforms generated by catB cleavage have an increased propensity to aggregate. Thus, catB activity could potentially contribute to lysosomal degradation and clearance of pathogenic alpha synuclein from the cell, but also has the potential of enhancing synuclein pathology by generating aggregation-prone truncations. Therefore, the mechanisms linking catB to PD pathophysiology remain to be clarified. METHODS Here, we conducted genetic analyses of the association between common and rare CTSB variants and risk of PD. We then used genetic and pharmacological approaches to manipulate catB expression and function in cell lines, induced pluripotent stem cell-derived dopaminergic neurons and midbrain organoids and assessed lysosomal activity and the handling of aggregated synuclein fibrils. RESULTS We find that catB inhibition impairs autophagy, reduces glucocerebrosidase (encoded by GBA1) activity, and leads to an accumulation of lysosomal content. In cell lines, reduction of CTSB gene expression impairs the degradation of pre-formed alpha-synuclein fibrils, whereas CTSB gene activation enhances fibril clearance. In midbrain organoids and dopaminergic neurons treated with alpha-synuclein fibrils, catB inhibition potentiates the formation of inclusions which stain positively for phosphorylated alpha-synuclein. CONCLUSIONS These results indicate that the reduction of catB function negatively impacts lysosomal pathways associated with PD pathogenesis, while conversely catB activation could promote the clearance of pathogenic alpha-synuclein.
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Affiliation(s)
- Jace Jones-Tabah
- Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, McGill Parkinson Program, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
- Department of Neurology and Neurosurgery, McGill University, Montréal, Canada
| | - Kathy He
- Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, McGill Parkinson Program, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
| | - Nathan Karpilovsky
- Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, McGill Parkinson Program, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
| | - Konstantin Senkevich
- Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, McGill Parkinson Program, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
- Department of Neurology and Neurosurgery, McGill University, Montréal, Canada
| | - Ghislaine Deyab
- Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, McGill Parkinson Program, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
| | - Isabella Pietrantonio
- Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, McGill Parkinson Program, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
| | - Thomas Goiran
- Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, McGill Parkinson Program, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
| | - Yuting Cousineau
- Department of Neurology and Neurosurgery, McGill University, Montréal, Canada
| | - Daria Nikanorova
- Research Department, Bioinformatics Institute, Saint-Petersburg, Russia
| | - Taylor Goldsmith
- Early Drug Discovery Unit (EDDU), Montreal Neurological Institute-Hospital, McGill University, Montreal, Canada
| | - Esther Del Cid Pellitero
- Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, McGill Parkinson Program, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
| | - Carol X-Q Chen
- Early Drug Discovery Unit (EDDU), Montreal Neurological Institute-Hospital, McGill University, Montreal, Canada
| | - Wen Luo
- Early Drug Discovery Unit (EDDU), Montreal Neurological Institute-Hospital, McGill University, Montreal, Canada
| | - Zhipeng You
- Early Drug Discovery Unit (EDDU), Montreal Neurological Institute-Hospital, McGill University, Montreal, Canada
| | - Narges Abdian
- Early Drug Discovery Unit (EDDU), Montreal Neurological Institute-Hospital, McGill University, Montreal, Canada
| | - Jamil Ahmad
- Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, McGill Parkinson Program, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
- Department of Neurology and Neurosurgery, McGill University, Montréal, Canada
| | - Jennifer A Ruskey
- Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, McGill Parkinson Program, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
- Department of Neurology and Neurosurgery, McGill University, Montréal, Canada
| | - Farnaz Asayesh
- Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, McGill Parkinson Program, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
- Department of Human Genetics, McGill University, Montréal, Canada
| | - Dan Spiegelman
- Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, McGill Parkinson Program, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
| | - Stanley Fahn
- Department of Neurology, College of Physicians and Surgeons, Columbia University Medical Center, New York, NY, USA
| | - Cheryl Waters
- Department of Neurology, College of Physicians and Surgeons, Columbia University Medical Center, New York, NY, USA
| | - Oury Monchi
- Department of Neurology and Neurosurgery, McGill University, Montréal, Canada
- Département de Radiologie, Radio-Oncologie Et Médecine Nucléaire, Université de Montréal, Montréal, QC, Canada
- Centre de Recherche de L'Institut Universitaire de Gériatrie de Montréal, Montréal, QC, Canada
| | - Yves Dauvilliers
- Sleep Unit, Department of Neurology, National Reference Center for Narcolepsy, Gui-de-Chauliac Hospital, CHU Montpellier, University of Montpellier, Montpellier, France
| | - Nicolas Dupré
- Neuroscience Axis, CHU de Québec - Université Laval, , Quebec City, G1V 4G2, Canada
- Department of Medicine, Faculty of Medicine, Université Laval, Québec, QC, G1V 0A6, Canada
| | | | - Alla Timofeeva
- First Pavlov State Medical, University of St. Petersburg, Saint-Petersburg, Russia
| | - Anton Emelyanov
- First Pavlov State Medical, University of St. Petersburg, Saint-Petersburg, Russia
| | - Sofya Pchelina
- First Pavlov State Medical, University of St. Petersburg, Saint-Petersburg, Russia
| | - Lior Greenbaum
- Institute of the Human Brain of RAS, St. Petersburg, Russia
- First Pavlov State Medical, University of St. Petersburg, Saint-Petersburg, Russia
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Sharon Hassin-Baer
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- The Joseph Sagol Neuroscience Center, Sheba Medical Center, Tel Hashomer, Ramat Gan, Israel
- Department of Neurology, The Movement Disorders Institute, Sheba Medical Center, Tel Hashomer, Ramat Gan, Israel
| | - Roy N Alcalay
- Department of Neurology, College of Physicians and Surgeons, Columbia University Medical Center, New York, NY, USA
- Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Austen Milnerwood
- Department of Neurology and Neurosurgery, McGill University, Montréal, Canada
| | - Thomas M Durcan
- Early Drug Discovery Unit (EDDU), Montreal Neurological Institute-Hospital, McGill University, Montreal, Canada
| | - Ziv Gan-Or
- Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, McGill Parkinson Program, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
- Department of Human Genetics, McGill University, Montréal, Canada
| | - Edward A Fon
- Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, McGill Parkinson Program, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada.
- Department of Neurology and Neurosurgery, McGill University, Montréal, Canada.
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14
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Kuznetsov N, Daida K, Makarious MB, Al-Mubarak B, Atterling Brolin K, Malik L, Kouam C, Baker B, Ostrozovicova M, Andersh KM, Kung PJ, Mecheri Y, Tay YW, Malek BS, Al Tassan N, Teresa Periñan M, Hong S, Koretsky M, Sargeant L, Levine K, Blauwendraat C, Billingsley KJ, Bandres-Ciga S, Leonard HL, Morris HR, Singleton AB, Nalls MA, Vitale D. CNV-Finder: Streamlining Copy Number Variation Discovery. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.11.22.624040. [PMID: 39605431 PMCID: PMC11601614 DOI: 10.1101/2024.11.22.624040] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2024]
Abstract
Copy Number Variations (CNVs) play pivotal roles in the etiology of complex diseases and are variable across diverse populations. Understanding the association between CNVs and disease susceptibility is of significant importance in disease genetics research and often requires analysis of large sample sizes. One of the most cost-effective and scalable methods for detecting CNVs is based on normalized signal intensity values, such as Log R Ratio (LRR) and B Allele Frequency (BAF), from Illumina genotyping arrays. In this study, we present CNV-Finder, a novel pipeline integrating deep learning techniques on array data, specifically a Long Short-Term Memory (LSTM) network, to expedite the large-scale identification of CNVs within predefined genomic regions. This facilitates the efficient prioritization of samples for subsequent, costly analyses such as short-read and long-read whole genome sequencing. We focus on five genes-Parkin ( PRKN ), Leucine Rich Repeat And Ig Domain Containing 2 ( LINGO2 ), Microtubule Associated Protein Tau ( MAPT ), alpha-Synuclein ( SNCA ), and Amyloid Beta Precursor Protein ( APP )-which may be relevant to neurological diseases such as Alzheimer's disease (AD), Parkinson's disease (PD), or related disorders such as essential tremor (ET). By training our models on expert-annotated samples and validating them across diverse cohorts, including those from the Global Parkinson's Genetics Program (GP2) and additional dementia-specific databases, we demonstrate the efficacy of CNV-Finder in accurately detecting deletions and duplications. Our pipeline outputs app-compatible files for visualization within CNV-Finder's interactive web application. This interface enables researchers to review predictions and filter displayed samples by model prediction values, LRR range, and variant count in order to explore or confirm results. Our pipeline integrates this human feedback to enhance model performance and reduce false positive rates. Through a series of comprehensive analyses and validations using both short-read and long-read sequencing data, we demonstrate the robustness and adaptability of CNV-Finder in identifying CNVs with regions of varied sparsity, noise, and size. Our findings highlight the significance of contextual understanding and human expertise in enhancing the precision of CNV identification, particularly in complex genomic regions like 17q21.31. The CNV-Finder pipeline is a scalable, publicly available resource for the scientific community, available on GitHub ( https://github.com/GP2code/CNV-Finder ; DOI 10.5281/zenodo.14182563 ). CNV-Finder not only expedites accurate candidate identification but also significantly reduces the manual workload for researchers, enabling future targeted validation and downstream analyses in regions or phenotypes of interest.
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15
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Khanna A, Adams J, Antoniades C, Bloem BR, Carroll C, Cedarbaum J, Cosman J, Dexter DT, Dockendorf MF, Edgerton J, Gaetano L, Goikoetxea E, Hill D, Horak F, Izmailova ES, Kangarloo T, Katabi D, Kopil C, Lindemann M, Mammen J, Marek K, McFarthing K, Mirelman A, Muller M, Pagano G, Peterschmitt MJ, Ren J, Rochester L, Sardar S, Siderowf A, Simuni T, Stephenson D, Swanson-Fischer C, Wagner JA, Jones GB. Accelerating Parkinson's Disease drug development with federated learning approaches. NPJ Parkinsons Dis 2024; 10:225. [PMID: 39567515 PMCID: PMC11579312 DOI: 10.1038/s41531-024-00837-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2024] [Accepted: 11/07/2024] [Indexed: 11/22/2024] Open
Abstract
Parkinson's Disease is a progressive neurodegenerative disorder afflicting almost 12 million people. Increased understanding of its complex and heterogenous disease pathology, etiology and symptom manifestations has resulted in the need to design, capture and interrogate substantial clinical datasets. Herein we advocate how advances in the deployment of artificial intelligence models for Federated Data Analysis and Federated Learning can help spearhead coordinated and sustainable approaches to address this grand challenge.
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Affiliation(s)
- Amit Khanna
- Neuroscience Development, Novartis AG, Basel, Switzerland
| | - Jamie Adams
- Department of Neurology and Center for Health and Technology, University of Rochester, Rochester, NY, USA
| | | | | | - Camille Carroll
- Translational and Clinical Research Institute, Newcastle University, Newcastle-upon-Tyne, UK
| | - Jesse Cedarbaum
- Department of Neurology, Yale School of Medicine, New Haven, CT, 06511, USA
| | | | | | | | | | - Laura Gaetano
- Neuroscience Development, Novartis AG, Basel, Switzerland
| | | | - Derek Hill
- Panoramic Digital Health, Grenoble, France
| | - Fay Horak
- Oregon Health and Science University, Portland, USA
| | - Elena S Izmailova
- Koneksa Health, One World Trade Center, 285 Fulton St., New York, NY, USA
| | | | - Dina Katabi
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Catherine Kopil
- The Michael J. Fox Foundation for Parkinson's Research, New York, NY, USA
| | | | - Jennifer Mammen
- University of Massachusetts, Dartmouth, College of Nursing and Health Sciences, Dartmouth, USA
| | - Kenneth Marek
- Institute for Neurodegenerative Disorders, New Haven, CT, USA
| | | | - Anat Mirelman
- Faculty of Medicine and Sagol School of Neuroscience, Tel Aviv University and Tel Aviv Medical Center, Tel Aviv-Yafo, Israel
| | - Martijn Muller
- Critical Path Institute for Parkinson's Disease Consortium, Critical Path Institute, 1840 E River Rd, Suite 100, Tucson, AZ, 85718, USA
| | | | | | - Jie Ren
- Merck & Co., Inc., Rahway, NJ, USA
| | - Lynn Rochester
- Translational and Clinical Research Institute, Newcastle University, Newcastle-upon-Tyne, UK
| | - Sakshi Sardar
- Critical Path Institute for Parkinson's Disease Consortium, Critical Path Institute, 1840 E River Rd, Suite 100, Tucson, AZ, 85718, USA
| | - Andrew Siderowf
- University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Tanya Simuni
- Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Diane Stephenson
- Critical Path Institute for Parkinson's Disease Consortium, Critical Path Institute, 1840 E River Rd, Suite 100, Tucson, AZ, 85718, USA
| | - Christine Swanson-Fischer
- National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Maryland, USA
| | - John A Wagner
- Koneksa Health, One World Trade Center, 285 Fulton St., New York, NY, USA
| | - Graham B Jones
- Data, Design and Clinical Innovation, Novartis Pharmaceuticals, Cambridge, MA, USA.
- Tufts University Medical Center, Boston, MA, USA.
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16
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Xu K, Violich I, Hutchins E, Alsop E, Nalls MA, Blauwendraat C, Gibbs JR, Cookson MR, Moore A, Van Keuren-Jensen K, Craig DW. Decreased SNCA Expression in Whole-Blood RNA Analysis of Parkinson's Disease Adjusting for Lymphocytes. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.11.18.623684. [PMID: 39605721 PMCID: PMC11601380 DOI: 10.1101/2024.11.18.623684] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/29/2024]
Abstract
Blood-based RNA transcriptomics offers a promising avenue for identifying biomarkers of Parkinson's Disease (PD) progression and may provide mechanistic insights into the systemic biological processes underlying its pathogenesis beyond the well-defined neurodegenerative features. Previous studies have indicated an age-dependent increase in neutrophil-enriched gene expression, alongside a reduction in lymphocyte counts, in individuals with PD. These immune cell changes can obscure disease-relevant transcriptomic signals. In this study, we performed differential expression (DE) analysis of whole-blood RNA sequencing data from PD cohorts, incorporating a correction for immune cell-enriched gene expression, particularly neutrophil-related pathways, to improve the resolution of PD-associated molecular changes. Using 1,254 Parkinson's Progression Markers Initiative (PPMI) samples with complete blood count (CBC) data, we developed a predictive model to estimate neutrophil percentages in a 6,987 PPMI and Parkinson's Disease Biomarkers Program (PDBP) samples. We mitigated the confounding effects of immune cell-enriched gene expression by integrating predicted neutrophil percentages as a covariate in DE analysis. This approach revealed a consistent and significant downregulation of SNCA across all PD cohorts, a finding previously obscured by immune cell signatures. Lowered SNCA expression was found in individuals with known predisposition genes (e.g., SNCA, GBA, LRRK2) and in non-genetic PD cohorts lacking known pathogenic mutations, suggesting it may represent a key transcriptomic hallmark of the disease.
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Affiliation(s)
- Kayla Xu
- Integrated Translational Sciences, Beckman Research Institute, City of Hope, Duarte, CA
| | - Ivo Violich
- Department of Translational Genomics, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Elizabeth Hutchins
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA; DataTecnica International, Glen Echo, MD, USA
| | - Eric Alsop
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA; DataTecnica International, Glen Echo, MD, USA
| | - Mike A Nalls
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA; DataTecnica International, Glen Echo, MD, USA
| | - Cornelis Blauwendraat
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - J Raphael Gibbs
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Mark R Cookson
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Anni Moore
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | | | - David W Craig
- Integrated Translational Sciences, Beckman Research Institute, City of Hope, Duarte, CA
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17
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Lewis MM, Mailman RB, Cheng XV, Du G, Zhang L, Li C, De Jesus S, Tabbal SD, Li R, Huang X. Clinical progression of Parkinson's disease in the early 21st century: Insights from the accelerating medicine partnership (AMP-PD) data. Parkinsonism Relat Disord 2024; 130:107186. [PMID: 39541725 DOI: 10.1016/j.parkreldis.2024.107186] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/16/2024] [Revised: 10/22/2024] [Accepted: 10/23/2024] [Indexed: 11/16/2024]
Abstract
BACKGROUND Parkinson's disease (PD) therapeutic strategies have evolved since levodopa introduction in mid 1900s. To understand their impact and research gaps, this study delineated the clinical progression of PD in recent years. METHODS Using Accelerating Medicine Partnership-PD (AMP-PD) data harmonized from seven biomarker discovery studies (2010-2020), we extracted: overall [Schwab and England (S&E), PD Questionnaire (PDQ-39)]; motor [Movement Disorders Society Unified PD Rating Scale (MDS-UPDRS)-II and -III and Hoehn & Yahr (HY)]; and non-motor [MDS-UPDRS-I, University of Pennsylvania Smell Identification Test (UPSIT), Montreal Cognitive Assessment (MoCA), and Epworth Sleepiness Scale (ESS)] scores. Age at diagnosis was set as 0 years, and data were tracked for 15 subsequent years. RESULTS Among 3001 PD cases identified to be suitable for this study, 2838 are white, 1843 are males, with a mean age at diagnosis was 60.2 ± 10.3 years. At baseline evaluation, the disease duration was 9.9 ± 6.0 years overall, 1915 within 0-5, 541 with 6-10, 254 within 11-15, and 163 greater than 15 years. Participants largely reported independence (S&E, 5y: 86.6 ± 12.3; 10y: 78.9 ± 19.3; 15y: 78.5 ± 17.0) and good quality of life (PDQ-39, 5y: 15.5 ± 12.3; 10y: 22.1 ± 15.8; 15y: 24.3 ± 14.4). Motor scores displayed a linear progression, whereas non-motor scores plateaued ∼10-15 years. Younger onset age and female correlated with slower progression. CONCLUSIONS Twenty-first century PD patients remain largely independent in the first decade of disease at tertiary subspecialty care and research centers. There are data gaps for those who are non-whites or longer PD duration, and sensible metrics that can gauge non-motor progression when PD is beyond 10 years.
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Affiliation(s)
- Mechelle M Lewis
- Department of Neurology, Translational Brain Research Center, Penn State College of Medicine, Hershey, PA, 17033, USA
| | - Richard B Mailman
- Department of Neurology and Pharmacology, Translational Brain Research Center, Penn State College of Medicine, Hershey, PA, 17033, USA
| | - Xinyi Vivian Cheng
- Department of Statistics, Penn State University, University Park, PA, 16802, USA
| | - Guangwei Du
- Department of Neurology, Translational Brain Research Center, Penn State College of Medicine, Hershey, PA, 17033, USA
| | - Lijun Zhang
- Department of Biochemistry and Molecular Biology and Institute for Personalized Medicine, Penn State College of Medicine, Hershey, PA, 17033, USA
| | - Changcheng Li
- Department of Statistics, Penn State University, University Park, PA, 16802, USA
| | - Sol De Jesus
- Department of Neurology, Translational Brain Research Center, Penn State College of Medicine, Hershey, PA, 17033, USA
| | - Samer D Tabbal
- Department of Neurology, Translational Brain Research Center, Penn State College of Medicine, Hershey, PA, 17033, USA
| | - Runze Li
- Department of Statistics, Penn State University, University Park, PA, 16802, USA.
| | - Xuemei Huang
- Department of Neurology, Translational Brain Research Center, Penn State College of Medicine, Hershey, PA, 17033, USA; Department of Neurology, University of Virginia School of Medicine, Charlottesville, VA, 22908, USA.
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18
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Shani S, Gana-Weisz M, Bar-Shira A, Thaler A, Gurevich T, Mirelman A, Giladi N, Alcalay RN, Orr-Urtreger A, Goldstein O. P2RX7, an adaptive immune response gene, is associated with Parkinson's disease risk and age at onset. JOURNAL OF PARKINSON'S DISEASE 2024; 14:1575-1583. [PMID: 39957192 DOI: 10.1177/1877718x241296015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/18/2025]
Abstract
BACKGROUND The adaptive immune response has a role in Parkinson's disease (PD). Patients with LRRK2 or GBA1 mutations often exhibit distinct clinical characteristics. OBJECTIVE To evaluate the involvement of adaptive immune response genes in three PD groups: GBA1-PD, LRRK2-PD, and non-carrier (NC)-PD. METHODS Differentially expressed genes (DEGs) associated with PD were identified using four datasets. Of them, adaptive immune response genes were evaluated using whole-genome-sequencing of 201 unrelated Ashkenazi-Jewish (AJ) PD patients. Potential pathogenic variants were identified, and P2RX7 variants were assessed in 1200 AJ-PD patients. Burden analysis of rare variants (allele frequencies (AF) < 0.01) on disease risk, and association analyses of common variants (AF ≥ 0.01) with disease risk and age-at-onset (AAO) were conducted. AFs were compared to AJ-non-neuro cases reported in gnomAD. Variants associated with PD were further examined in an independent AJ cohort from AMP-PD. RESULTS Of the four adaptive immune DEGs identified, CD8B2, P2RX7, IL27RA, and ZC3H12A, three common variants in P2RX7 were statistically significant: Tyr155His was associated with NC-PD (allelic OR = 1.15, p = 0.015) ; Arg276His was associated with LRRK2-PD (allelic OR = 2.10, p = 0.037), while Glu496Ala was associated with earlier AAO in LRRK2-PD (p = 0.014). Burden analysis showed no significant effect on PD-risk. In the AMP-PD cohort, odds ratios of the two risk variants were similar to the primary cohort, but did not reach significance, probably due to small control sample size (n = 263). CONCLUSIONS Common variants within P2RX7 are likely associated with PD-risk and earlier AAO. These findings further suggest P2RX7's involvement in PD and its potential interplay with LRRK2.
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Affiliation(s)
- Shachar Shani
- Faculty of Medicine and Health Sciences, Tel Aviv University, Tel Aviv, Israel
- The Laboratory of Biomarkers and Genomics of Neurodegeneration, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Mali Gana-Weisz
- The Laboratory of Biomarkers and Genomics of Neurodegeneration, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Anat Bar-Shira
- The Laboratory of Biomarkers and Genomics of Neurodegeneration, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Avner Thaler
- Faculty of Medicine and Health Sciences, Tel Aviv University, Tel Aviv, Israel
- Movement Disorders Division, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Laboratory for Early Markers of Neurodegeneration, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel
| | - Tanya Gurevich
- Faculty of Medicine and Health Sciences, Tel Aviv University, Tel Aviv, Israel
- Movement Disorders Division, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel
| | - Anat Mirelman
- Faculty of Medicine and Health Sciences, Tel Aviv University, Tel Aviv, Israel
- Movement Disorders Division, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Laboratory for Early Markers of Neurodegeneration, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel
| | - Nir Giladi
- Faculty of Medicine and Health Sciences, Tel Aviv University, Tel Aviv, Israel
- Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel
- Brain Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Roy N Alcalay
- Faculty of Medicine and Health Sciences, Tel Aviv University, Tel Aviv, Israel
- The Laboratory of Biomarkers and Genomics of Neurodegeneration, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Movement Disorders Division, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel
- Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
| | - Avi Orr-Urtreger
- Faculty of Medicine and Health Sciences, Tel Aviv University, Tel Aviv, Israel
- The Laboratory of Biomarkers and Genomics of Neurodegeneration, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel
| | - Orly Goldstein
- The Laboratory of Biomarkers and Genomics of Neurodegeneration, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
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19
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Senkevich K, Parlar SC, Chantereault C, Yu E, Ahmad J, Ruskey JA, Asayesh F, Spiegelman D, Waters C, Monchi O, Dauvilliers Y, Dupré N, Miliukhina I, Timofeeva A, Emelyanov A, Pchelina S, Greenbaum L, Hassin-Baer S, Alcalay RN, Gan-Or Z. Are rare heterozygous SYNJ1 variants associated with Parkinson's disease? NPJ Parkinsons Dis 2024; 10:201. [PMID: 39455605 PMCID: PMC11512049 DOI: 10.1038/s41531-024-00809-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2024] [Accepted: 10/02/2024] [Indexed: 10/28/2024] Open
Abstract
Previous studies have established that rare biallelic SYNJ1 mutations cause autosomal recessive parkinsonism and Parkinson's disease (PD). We analyzed 8165 PD cases, 818 early-onset-PD (EOPD, < 50 years) and 70,363 controls. Burden meta-analysis revealed an association between rare nonsynonymous variants and variants with high Combined Annotation-Dependent Depletion score (> 20) in the Sac1 SYNJ1 domain and PD (Pfdr = 0.040). A meta-analysis of EOPD patients demonstrated an association between all rare heterozygous SYNJ1 variants and PD (Pfdr = 0.029).
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Affiliation(s)
- Konstantin Senkevich
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada.
- Department of Neurology and neurosurgery, McGill University, Montréal, QC, Canada.
- Department of Human Genetics, McGill University, Montréal, QC, Canada.
| | - Sitki Cem Parlar
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
- Department of Human Genetics, McGill University, Montréal, QC, Canada
| | - Cloe Chantereault
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
- Department of Human Genetics, McGill University, Montréal, QC, Canada
| | - Eric Yu
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
- Department of Human Genetics, McGill University, Montréal, QC, Canada
| | - Jamil Ahmad
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
- Department of Neurology and neurosurgery, McGill University, Montréal, QC, Canada
| | - Jennifer A Ruskey
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
- Department of Neurology and neurosurgery, McGill University, Montréal, QC, Canada
| | - Farnaz Asayesh
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
- Department of Human Genetics, McGill University, Montréal, QC, Canada
| | - Dan Spiegelman
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
| | - Cheryl Waters
- Department of Neurology, College of Physicians and Surgeons, New York, Columbia City, NY, USA
| | - Oury Monchi
- Department of Neurology and neurosurgery, McGill University, Montréal, QC, Canada
- Département de radiologie, radio-oncologie et médecine nucléaire, Université de Montréal, Montréal, QC, Canada
- Centre de recherche de l'Institut universitaire de gériatrie de Montréal, Montréal, QC, Canada
| | - Yves Dauvilliers
- National Reference Center for Narcolepsy, Sleep Unit, Department of Neurology, Gui-de-Chauliac Hospital, CHU Montpellier, University of Montpellier, Montpellier, France
| | - Nicolas Dupré
- Neuroscience axis, CHU de Québec-Université Laval, Québec, QC, Canada
- Department of Medicine, Faculty of Medicine, Université Laval, Quebec City, QC, Canada
| | | | - Alla Timofeeva
- First Pavlov State Medical University of St. Petersburg, Saint-Petersburg, Russia
| | - Anton Emelyanov
- First Pavlov State Medical University of St. Petersburg, Saint-Petersburg, Russia
| | - Sofya Pchelina
- First Pavlov State Medical University of St. Petersburg, Saint-Petersburg, Russia
| | - Lior Greenbaum
- Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- The Danek Gertner Institute of Human Genetics, Sheba Medical Center, Tel Hashomer, Israel
- The Joseph Sagol Neuroscience Center, Sheba Medical Center, Tel Hashomer, Israel
| | - Sharon Hassin-Baer
- Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- The Joseph Sagol Neuroscience Center, Sheba Medical Center, Tel Hashomer, Israel
- The Movement Disorders Institute, Department of Neurology, Sheba Medical Center, Tel Hashomer, Israel
| | - Roy N Alcalay
- Department of Neurology, College of Physicians and Surgeons, New York, Columbia City, NY, USA
- Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- Division of Movement Disorders, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Ziv Gan-Or
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada.
- Department of Neurology and neurosurgery, McGill University, Montréal, QC, Canada.
- Department of Human Genetics, McGill University, Montréal, QC, Canada.
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20
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Chahine LM, Louie N, Solle J, Akçimen F, Ameri A, Augenbraun S, Avripas S, Breaux S, Causey C, Chandra S, Dean M, Disbrow EA, Fanty L, Fernandez J, Foster ER, Furr Stimming E, Hall D, Hinson V, Johnson-Turbes A, Jonas C, Kilbane C, Norris SA, Nguyen BT, Padmanaban M, Paquette K, Parry C, Pessoa Rocha N, Rawls A, Shamim EA, Shulman LM, Sipma R, Staisch J, Traurig R, von Coelln R, Wild Crea P, Xie T, Fang ZH, O'Grady A, Kopil CM, McGuire Kuhl M, Singleton A, Blauwendraat C, Bandres-Ciga S. The Black and African American Connections to Parkinson's Disease (BLAAC PD) study protocol. BMC Neurol 2024; 24:403. [PMID: 39434044 PMCID: PMC11492614 DOI: 10.1186/s12883-024-03914-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2024] [Accepted: 10/07/2024] [Indexed: 10/23/2024] Open
Abstract
Determining the genetic contributions to Parkinson's disease (PD) across diverse ancestries is a high priority as this work can guide therapeutic development in a global setting. The genetics of PD spans the etiological risk spectrum, from rare, highly deleterious variants linked to monogenic forms with Mendelian patterns of inheritance, to common variation involved in sporadic disease. A major limitation in PD genomics research is lack of racial and ethnic diversity. Enrollment disparities have detrimental consequences on the generalizability of results and exacerbate existing inequities in care. The Black and African American Connections to Parkinson's Disease (BLAAC PD) study is part of the Global Parkinson's Genetics Program, supported by the Aligning Science Across Parkinson's initiative. The goal of the study is to investigate the genetic architecture underlying PD risk and progression in the Black and/or African American populations. This cross-sectional multicenter study in the United States has a recruitment target of up to 2,000 individuals with PD and up to 2,000 controls, all of Black and/or African American ancestry. The study design incorporates several strategies to reduce barriers to research participation. The multifaceted recruitment strategy aims to involve individuals with and without PD in various settings, emphasizing community outreach and engagement. The BLAAC PD study is an important first step toward informing understanding of the genetics of PD in a more diverse population.
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Affiliation(s)
- Lana M Chahine
- University of Pittsburgh, 3471 Fifth Avenue, Pittsburgh, PA, 15213, USA.
| | - Naomi Louie
- The Michael J. Fox Foundation for Parkinson's Research, New York, NY, USA
| | - J Solle
- The Michael J. Fox Foundation for Parkinson's Research, New York, NY, USA
| | - Fulya Akçimen
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Andrew Ameri
- Medical University of South Carolina, Charleston, SC, USA
| | | | | | | | - Christopher Causey
- Louisiana State University Health Sciences Center Shreveport, Shreveport, LA, USA
| | - Shivika Chandra
- The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Marissa Dean
- University of Alabama at Birmingham, Birmingham, AL, USA
| | - Elizabeth A Disbrow
- Louisiana State University Health Sciences Center Shreveport, Shreveport, LA, USA
| | | | | | - Erin R Foster
- University of Pittsburgh, 3471 Fifth Avenue, Pittsburgh, PA, 15213, USA
| | - Erin Furr Stimming
- The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Deborah Hall
- Rush University Medical Center, Chicago, IL, USA
| | - Vanessa Hinson
- Medical University of South Carolina, Charleston, SC, USA
| | | | - Cabell Jonas
- Kaiser Permanente Mid-Atlantic States, Largo, MD, USA
| | - Camilla Kilbane
- University Hospitals Cleveland Medical Center, Cleveland, OH, USA
| | | | | | | | - Kimberly Paquette
- Center for Alzheimer's Disease and Related Dementias, National Institute on Aging, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Carly Parry
- NORC at the University of Chicago, Chicago, IL, USA
| | | | | | - Ejaz A Shamim
- Kaiser Permanente Mid-Atlantic States, Largo, MD, USA
| | | | - Rebeka Sipma
- University of Alabama at Birmingham, Birmingham, AL, USA
| | | | - Rami Traurig
- Center for Alzheimer's Disease and Related Dementias, National Institute on Aging, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | | | - Peter Wild Crea
- Center for Alzheimer's Disease and Related Dementias, National Institute on Aging, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Tao Xie
- University of Chicago, Chicago, IL, USA
| | - Zih-Hua Fang
- German Center for Neurodegenerative Diseases (DZNE), Tübingen, Germany
| | - Alyssa O'Grady
- The Michael J. Fox Foundation for Parkinson's Research, New York, NY, USA
| | - Catherine M Kopil
- The Michael J. Fox Foundation for Parkinson's Research, New York, NY, USA
| | | | - Andrew Singleton
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Center for Alzheimer's Disease and Related Dementias, National Institute on Aging, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | | | - Sara Bandres-Ciga
- Center for Alzheimer's Disease and Related Dementias, National Institute on Aging, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
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21
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Towns C, Fang ZH, Tan MMX, Jasaityte S, Schmaderer TM, Stafford EJ, Pollard M, Tilney R, Hodgson M, Wu L, Labrum R, Hehir J, Polke J, Lange LM, Schapira AHV, Bhatia KP, Singleton AB, Blauwendraat C, Klein C, Houlden H, Wood NW, Jarman PR, Morris HR, Real R. Parkinson's families project: a UK-wide study of early onset and familial Parkinson's disease. NPJ Parkinsons Dis 2024; 10:188. [PMID: 39420034 PMCID: PMC11487259 DOI: 10.1038/s41531-024-00778-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2023] [Accepted: 08/12/2024] [Indexed: 10/19/2024] Open
Abstract
The Parkinson's Families Project is a UK-wide study aimed at identifying genetic variation associated with familial and early-onset Parkinson's disease (PD). We recruited individuals with a clinical diagnosis of PD and age at motor symptom onset ≤45 years and/or a family history of PD in up to third-degree relatives. Where possible, we also recruited affected and unaffected relatives. We analysed DNA samples with a combination of single nucleotide polymorphism (SNP) array genotyping, multiplex ligation-dependent probe amplification (MLPA), and whole-genome sequencing (WGS). We investigated the association between identified pathogenic mutations and demographic and clinical factors such as age at motor symptom onset, family history, motor symptoms (MDS-UPDRS) and cognitive performance (MoCA). We performed baseline genetic analysis in 718 families, of which 205 had sporadic early-onset PD (sEOPD), 113 had familial early-onset PD (fEOPD), and 400 had late-onset familial PD (fLOPD). 69 (9.6%) of these families carried pathogenic variants in known monogenic PD-related genes. The rate of a molecular diagnosis increased to 28.1% in PD with motor onset ≤35 years. We identified pathogenic variants in LRRK2 in 4.2% of families, and biallelic pathogenic variants in PRKN in 3.6% of families. We also identified two families with SNCA duplications and three families with a pathogenic repeat expansion in ATXN2, as well as single families with pathogenic variants in VCP, PINK1, PNPLA6, PLA2G6, SPG7, GCH1, and RAB32. An additional 73 (10.2%) families were carriers of at least one pathogenic or risk GBA1 variant. Most early-onset and familial PD cases do not have a known genetic cause, indicating that there are likely to be further monogenic causes for PD.
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Affiliation(s)
- Clodagh Towns
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, UK
| | - Zih-Hua Fang
- German Center for Neurodegenerative Diseases (DZNE), Tübingen, Germany
| | - Manuela M X Tan
- Department of Neurology, Oslo University Hospital, Oslo, Norway
| | - Simona Jasaityte
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, UK
| | - Theresa M Schmaderer
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, UK
| | - Eleanor J Stafford
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, UK
| | - Miriam Pollard
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, UK
| | - Russel Tilney
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, UK
| | - Megan Hodgson
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, UK
- UCL Movement Disorders Centre, University College London, London, UK
| | - Lesley Wu
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, UK
| | - Robyn Labrum
- Neurogenetics Laboratory, National Hospital for Neurology & Neurosurgery, Queen Square, London, UK
| | - Jason Hehir
- Neurogenetics Laboratory, National Hospital for Neurology & Neurosurgery, Queen Square, London, UK
| | - James Polke
- Neurogenetics Laboratory, National Hospital for Neurology & Neurosurgery, Queen Square, London, UK
| | - Lara M Lange
- Institute of Neurogenetics, University of Lübeck, Lübeck, Germany
- Department of Neurology, University Hospital Schleswig-Holstein, Lübeck, Germany
| | - Anthony H V Schapira
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, UK
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD, USA
| | - Kailash P Bhatia
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, UK
- UCL Movement Disorders Centre, University College London, London, UK
| | - Andrew B Singleton
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Cornelis Blauwendraat
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Christine Klein
- Institute of Neurogenetics, University of Lübeck, Lübeck, Germany
| | - Henry Houlden
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, London, UK
| | - Nicholas W Wood
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, UK
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD, USA
| | - Paul R Jarman
- National Hospital for Neurology & Neurosurgery, Queen Square, London, UK
| | - Huw R Morris
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, UK.
- UCL Movement Disorders Centre, University College London, London, UK.
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD, USA.
| | - Raquel Real
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, UK.
- UCL Movement Disorders Centre, University College London, London, UK.
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD, USA.
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22
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Lange LM, Levine K, Fox SH, Marras C, Ahmed N, Kuznetsov N, Vitale D, Iwaki H, Lohmann K, Marsili L, Espay AJ, Bauer P, Beetz C, Martin J, Factor SA, Higginbotham LA, Chen H, Leonard H, Nalls M, Mencacci NE, Morris HR, Klein C, Blauwendraat C, Fang ZH, Global Parkinson’s Genetics Program (GP2). The LRRK2 p.L1795F variant causes Parkinson's disease in the European population. RESEARCH SQUARE 2024:rs.3.rs-4772543. [PMID: 39372927 PMCID: PMC11451652 DOI: 10.21203/rs.3.rs-4772543/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/08/2024]
Abstract
Pathogenic variants in the LRRK2 gene represent the most common cause of autosomal dominant Parkinson's disease (PD) worldwide. We identified the LRRK2 p.L1795F variant in 14 White/European ancestry PD patients, including two families with multiple affected carriers and seven additional affected individuals with familial PD using genotyping and sequencing data from more than 50,000 individuals through GP2, AMP-PD, PDGENEration, and CENTOGENE. All variant carriers were of White/European ancestry, and those with available genotyping data shared a common haplotype. The clinical presentation of p.L1795F carriers resembles that of other LRRK2 pathogenic variant carriers. Combined with published functional evidence showing strongly enhanced LRRK2 kinase activity, our findings provide conclusive evidence that the LRRK2 p.L1795F variant is pathogenic. It represents a rare cause of PD in the European population but needs to be included in genetic testing efforts and considered for ongoing gene-specific clinical trials.
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Affiliation(s)
- Lara M. Lange
- Institute of Neurogenetics, University of Luebeck, Luebeck, Germany
- Department of Neurology, University Hospital Schleswig-Holstein, Luebeck, Germany
| | - Kristin Levine
- DataTecnica, Washington, DC, USA
- Center for Alzheimer’s and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Susan H. Fox
- Edmond J. Safra Program in Parkinson’s Disease and the Morton and Gloria Shulman Movement Disorders Clinic, Toronto Western Hospital, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Connie Marras
- Edmond J. Safra Program in Parkinson’s Disease and the Morton and Gloria Shulman Movement Disorders Clinic, Toronto Western Hospital, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Nazish Ahmed
- Edmond J. Safra Program in Parkinson’s Disease and the Morton and Gloria Shulman Movement Disorders Clinic, Toronto Western Hospital, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Nicole Kuznetsov
- DataTecnica, Washington, DC, USA
- Center for Alzheimer’s and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Dan Vitale
- DataTecnica, Washington, DC, USA
- Center for Alzheimer’s and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Hirotaka Iwaki
- DataTecnica, Washington, DC, USA
- Center for Alzheimer’s and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Katja Lohmann
- Institute of Neurogenetics, University of Luebeck, Luebeck, Germany
| | | | | | - Peter Bauer
- CENTOGENE GmbH, Am Strande 7, 18055 Rostock, Germany
| | | | - Jessica Martin
- Center for Alzheimer’s and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Stewart A. Factor
- Department of Neurology, Emory University School of Medicine, Atlanta, GA, USA
| | | | - Honglei Chen
- Department of Epidemiology and Biostatistics, Michigan State University, MI, USA
| | - Hampton Leonard
- DataTecnica, Washington, DC, USA
- Center for Alzheimer’s and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Mike Nalls
- DataTecnica, Washington, DC, USA
- Center for Alzheimer’s and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Niccolo E. Mencacci
- Department of Neurology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Huw R. Morris
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, UK
- UCL Movement Disorders Centre, University College London, London, UK
| | - Christine Klein
- Institute of Neurogenetics, University of Luebeck, Luebeck, Germany
- Department of Neurology, University Hospital Schleswig-Holstein, Luebeck, Germany
| | - Cornelis Blauwendraat
- Center for Alzheimer’s and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Zih-Hua Fang
- German Center for Neurodegenerative Diseases (DZNE), Tübingen, Germany
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23
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Skuladottir AT, Tragante V, Sveinbjornsson G, Helgason H, Sturluson A, Bjornsdottir A, Jonsson P, Palmadottir V, Sveinsson OA, Jensson BO, Gudjonsson SA, Ivarsdottir EV, Gisladottir RS, Gunnarsson AF, Walters GB, Jonsdottir GA, Thorgeirsson TE, Bjornsdottir G, Holm H, Gudbjartsson DF, Sulem P, Stefansson H, Stefansson K. Loss-of-function variants in ITSN1 confer high risk of Parkinson's disease. NPJ Parkinsons Dis 2024; 10:140. [PMID: 39147844 PMCID: PMC11327306 DOI: 10.1038/s41531-024-00752-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2024] [Accepted: 07/12/2024] [Indexed: 08/17/2024] Open
Abstract
Parkinson's disease (PD) is a debilitating neurodegenerative disorder and its rising global incidence highlights the need for the identification of modifiable risk factors. In a gene-based burden test of rare variants (8647 PD cases and 777,693 controls) we discovered a novel association between loss-of-function variants in ITSN1 and PD. This association was further supported with burden data from the Neurodegenerative Disease Knowledge Portal and the Accelerating Medicines Partnership Parkinson's Disease Knowledge Platform. Our findings show that Rho GTPases and disruptions in synaptic vesicle transport may be involved in the pathogenesis of PD, pointing to the possibility of novel therapeutic approaches.
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Affiliation(s)
- Astros Th Skuladottir
- deCODE genetics/Amgen Inc., Reykjavik, Iceland.
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland.
| | | | | | | | | | | | - Palmi Jonsson
- Department of Geriatric Medicine, Landspitali University Hospital, Reykjavik, Iceland
| | - Vala Palmadottir
- Department of Internal Medicine, Landspitali University Hospital, Reykjavik, Iceland
| | | | | | | | | | - Rosa S Gisladottir
- deCODE genetics/Amgen Inc., Reykjavik, Iceland
- Faculty of Icelandic and Comparative Cultural Studies, University of Iceland, Reykjavik, Iceland
| | | | | | | | | | | | - Hilma Holm
- deCODE genetics/Amgen Inc., Reykjavik, Iceland
| | - Daniel F Gudbjartsson
- deCODE genetics/Amgen Inc., Reykjavik, Iceland
- Faculty of Engineering and Natural Sciences, University of Iceland, Reykjavik, Iceland
| | | | | | - Kari Stefansson
- deCODE genetics/Amgen Inc., Reykjavik, Iceland.
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland.
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24
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Senkevich K, Liu L, Alvarado CX, Leonard HL, Nalls MA, Gan-Or Z. Lack of genetic evidence for NLRP3 inflammasome involvement in Parkinson's disease pathogenesis. NPJ Parkinsons Dis 2024; 10:145. [PMID: 39103393 DOI: 10.1038/s41531-024-00744-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2023] [Accepted: 06/26/2024] [Indexed: 08/07/2024] Open
Abstract
Activation of the NLRP3 inflammasome has been implicated in Parkinson's disease (PD) based on in vitro and in vivo studies. Clinical trials targeting the NLRP3 inflammasome in PD are ongoing. However, the evidence supporting NLRP3's involvement in PD from human genetics data is limited. We analyzed common and rare variants in NLRP3 inflammasome-related genes in PD cohorts, performed pathway-specific polygenic risk score (PRS) analyses, and studied causal associations using Mendelian randomization (MR) with the NLRP3 components and the cytokines IL-1β and IL-18. Our findings showed no associations of common or rare variants, nor of the pathway PRS with PD. MR suggests that altering the expression of the NLRP3 inflammasome, IL-1β, or IL-18, does not affect PD risk or progression. Therefore, our results do not support a role for the NLRP3 inflammasome in PD pathogenesis or as a target for drug development.
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Affiliation(s)
- Konstantin Senkevich
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, QC, Canada
- Department of Neurology and neurosurgery, McGill University, Montréal, QC, Canada
| | - Lang Liu
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, QC, Canada
- Department of Neurology and neurosurgery, McGill University, Montréal, QC, Canada
- Department of Human Genetics, McGill University, Montréal, QC, Canada
| | - Chelsea X Alvarado
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, 20814, USA
- Data Tecnica, Washington, DC, 200373, USA
| | - Hampton L Leonard
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, 20814, USA
- Data Tecnica, Washington, DC, 200373, USA
- DZNE Tübingen, Tübingen, Germany
| | - Mike A Nalls
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, 20814, USA
- Data Tecnica, Washington, DC, 200373, USA
| | - Ziv Gan-Or
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, QC, Canada.
- Department of Neurology and neurosurgery, McGill University, Montréal, QC, Canada.
- Department of Human Genetics, McGill University, Montréal, QC, Canada.
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25
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Chahine LM, Lafontant DE, Ho Choi S, Iwaki H, Blauwendraat C, Singleton AB, Brumm MC, Alcalay RN, Merchant K, Nudelman KNH, Dagher A, Vo A, Tao Q, Venuto CS, Kieburtz K, Poston KL, Bressman S, Gonzalez-Latapi P, Avants B, Coffey C, Jennings D, Tolosa E, Siderowf A, Marek K, Simuni T. LRRK2-Associated Parkinsonism With and Without In Vivo Evidence of Alpha-Synuclein Aggregates. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.07.22.24310806. [PMID: 39108519 PMCID: PMC11302724 DOI: 10.1101/2024.07.22.24310806] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/13/2024]
Abstract
Background Among LRRK2-associated parkinsonism cases with nigral degeneration, over two-thirds demonstrate evidence of pathologic alpha-synuclein, but many do not. Understanding the clinical phenotype and underlying biology in such individuals is critical for therapeutic development. Our objective was to compare clinical and biomarker features, and rate of progression over 4 years follow-up, among LRRK2-associated parkinsonism cases with and without in vivo evidence of alpha-synuclein aggregates. Methods Data were from the Parkinson's Progression Markers Initiative, a multicenter prospective cohort study. The sample included individuals diagnosed with Parkinson disease with pathogenic variants in LRRK2. Presence of CSF alpha-synuclein aggregation was assessed with seed amplification assay. A range of clinician- and patient- reported outcome assessments were administered. Biomarkers included dopamine transporter SPECT scan, CSF amyloid-beta1-42, total tau, phospho-tau181, urine bis(monoacylglycerol)phosphate levels, and serum neurofilament light chain. Linear mixed effects models examined differences in trajectory in CSF negative and positive groups. Results 148 LRRK2-parkinsonism cases (86% with G2019S variant), 46 negative and 102 positive for CSF alpha-synuclein seed amplification assay were included. At baseline, the negative group were older than the positive group (median [interquartile range] 69.1 [65.2-72.3] vs 61.5 [55.6-66.9] years, p<0.001) and a greater proportion were female (28 (61%) vs 43 (42%), p=0.035). Despite being older, the negative group had similar duration since diagnosis, and similar motor rating scale (16 [11-23] vs 16 [10-22], p=0.480) though lower levodopa equivalents. Only 13 (29%) of the negative group were hyposmic, compared to 75 (77%) of the positive group. Lowest putamen dopamine transporter binding expected for age and sex was greater in the negative vs positive groups (0.36 [0.29-0.45] vs 0.26 [0.22-0.37], p<0.001). Serum neurofilament light chain was higher in the negative group compared to the positive group (17.10 [13.60-22.10] vs 10.50 [8.43-14.70]; age-adjusted p-value=0.013). In terms of longitudinal change, the negative group remained stable in functional rating scale score in contrast to the positive group who had a significant increase (worsening) of 0.729 per year (p=0.037), but no other differences in trajectory were found. Conclusion Among individuals diagnosed with Parkinson disease with pathogenic variants in the LRRK2 gene, we found clinical and biomarker differences in cases without versus with in vivo evidence of CSF alpha-synuclein aggregates. LRRK2 parkinsonism cases without evidence of alpha-synuclein aggregates as a group exhibit less severe motor manifestations and decline may have more significant cognitive dysfunction. The underlying biology in LRRK2-parkinsonism cases without evidence of alpha-synuclein aggregates requires further investigation.
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Affiliation(s)
- Lana M Chahine
- Department of Neurology, University of Pittsburgh, Pittsburgh, PA, USA, 15213
| | - David-Erick Lafontant
- Department of Biostatistics, College of Public Health, University of Iowa, Iowa City, IA, USA
| | - Seung Ho Choi
- Department of Biostatistics, College of Public Health, University of Iowa, Iowa City, IA, USA
| | - Hirotaka Iwaki
- DataTecnica LLC, Washington, District of Columbia, USA. (2) Center for Alzheimer's and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Maryland, USA
- Center for Alzheimer's and Related Dementias, National Institute on Aging and Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
| | - Cornelis Blauwendraat
- Center for Alzheimer's and Related Dementias, National Institute on Aging and Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
| | - Andrew B Singleton
- Center for Alzheimer's and Related Dementias, National Institute on Aging and Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
- National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Maryland, USA
| | - Michael C Brumm
- Department of Biostatistics, College of Public Health, University of Iowa, Iowa City, IA, USA
| | - Roy N Alcalay
- Neurological Institute, Tel-Aviv Medical Center, Tel-Aviv, Israel and Department of Neurology; Columbia University Irving Medical Center
| | - Kalpana Merchant
- Department of Neurology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | | | - Alain Dagher
- Montreal Neurological Institute, McGill University, Montreal, Canada
| | - Andrew Vo
- Montreal Neurological Institute, McGill University, Montreal, Canada
| | - Qin Tao
- Montreal Neurological Institute, McGill University, Montreal, Canada
| | - Charles S Venuto
- Department of Neurology, Center for Health and Technology, University of Rochester Medical Center, Rochester, NY
| | - Karl Kieburtz
- Department of Neurology, Center for Health and Technology, University of Rochester Medical Center, Rochester, NY
| | - Kathleen L Poston
- Department of Neurology, Stanford University School of Medicine, Palo Alto, CA, USA
| | - Susan Bressman
- Department of Neurology, Mount Sinai Beth Israel and Icahn School of Medicine, Mount Sinai, New York City, New York, USA
| | - Paulina Gonzalez-Latapi
- Department of Neurology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | | | - Christopher Coffey
- Department of Biostatistics, College of Public Health, University of Iowa, Iowa City, IA, USA
| | | | - Eduard Tolosa
- Parkinson's disease & Movement Disorders Unit, Neurology Service, Hospital Clínic de Barcelona, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), University of Barcelona. Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas (CIBERNED: CB06/05/0018-ISCIII) Barcelona, Spain
| | - Andrew Siderowf
- Department of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Ken Marek
- Institute for Neurodegenerative Disorders, New Haven, CT, USA
| | - Tanya Simuni
- Department of Neurology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
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Gabbert C, Blöbaum L, Lüth T, König IR, Caliebe A, Sendel S, Laabs BH, Klein C, Trinh J. The combined effect of lifestyle factors and polygenic scores on age at onset in Parkinson's disease. Sci Rep 2024; 14:14670. [PMID: 38918550 PMCID: PMC11199580 DOI: 10.1038/s41598-024-65640-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2024] [Accepted: 06/21/2024] [Indexed: 06/27/2024] Open
Abstract
The objective of this study was to investigate the association between a Parkinson's disease (PD)-specific polygenic score (PGS) and protective lifestyle factors on age at onset (AAO) in PD. We included data from 4367 patients with idiopathic PD, 159 patients with GBA1-PD, and 3090 healthy controls of European ancestry from AMP-PD, PPMI, and Fox Insight cohorts. The association between PGS and lifestyle factors on AAO was assessed with linear and Cox proportional hazards models. The PGS showed a negative association with AAO (β = - 1.07, p = 6 × 10-7) in patients with idiopathic PD. The use of one, two, or three of the protective lifestyle factors showed a reduction in the hazard ratio by 21% (p = 0.0001), 44% (p < 2 × 10-16), and 55% (p < 2 × 10-16), compared to no use. An additive effect of aspirin (β = 7.62, p = 9 × 10-7) and PGS (β = - 1.58, p = 0.0149) was found for AAO without an interaction (p = 0.9993) in the linear regressions, and similar effects were seen for tobacco. In contrast, no association between aspirin intake and AAO was found in GBA1-PD (p > 0.05). In our cohort, coffee, tobacco, aspirin, and PGS are independent predictors of PD AAO. Additionally, lifestyle factors seem to have a greater influence on AAO than common genetic risk variants with aspirin presenting the largest effect.
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Affiliation(s)
- Carolin Gabbert
- Institute of Neurogenetics, University of Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
| | - Leonie Blöbaum
- Institute of Neurogenetics, University of Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
| | - Theresa Lüth
- Institute of Neurogenetics, University of Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
| | - Inke R König
- Institute of Medical Biometry and Statistics, University of Lübeck, Lübeck, Germany
| | - Amke Caliebe
- Institute of Medical Informatics and Statistics, Kiel University, University Hospital Schleswig-Holstein, Kiel, Germany
| | - Sebastian Sendel
- Institute of Medical Informatics and Statistics, Kiel University, University Hospital Schleswig-Holstein, Kiel, Germany
| | - Björn-Hergen Laabs
- Institute of Medical Biometry and Statistics, University of Lübeck, Lübeck, Germany
| | - Christine Klein
- Institute of Neurogenetics, University of Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany
| | - Joanne Trinh
- Institute of Neurogenetics, University of Lübeck, Ratzeburger Allee 160, 23538, Lübeck, Germany.
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27
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Magrinelli F, Tesson C, Angelova PR, Salazar-Villacorta A, Rodriguez JA, Scardamaglia A, Chung BHY, Jaconelli M, Vona B, Esteras N, Kwong AKY, Courtin T, Maroofian R, Alavi S, Nirujogi R, Severino M, Lewis PA, Efthymiou S, O’Callaghan B, Buchert R, Sofan L, Lis P, Pinon C, Breedveld GJ, Chui MMC, Murphy D, Pitz V, Makarious MB, Cassar M, Hassan BA, Iftikhar S, Rocca C, Bauer P, Tinazzi M, Svetel M, Samanci B, Hanağası HA, Bilgiç B, Obeso JA, Kurtis MM, Cogan G, Başak AN, Kiziltan G, Gül T, Yalçın G, Elibol B, Barišić N, Ng EWS, Fan SS, Hershkovitz T, Weiss K, Raza Alvi J, Sultan T, Azmi Alkhawaja I, Froukh T, E Alrukban HA, Fauth C, Schatz UA, Zöggeler T, Zech M, Stals K, Varghese V, Gandhi S, Blauwendraat C, Hardy JA, Lesage S, Bonifati V, Haack TB, Bertoli-Avella AM, Steinfeld R, Alessi DR, Steller H, Brice A, Abramov AY, Bhatia KP, Houlden H. PSMF1 variants cause a phenotypic spectrum from early-onset Parkinson's disease to perinatal lethality by disrupting mitochondrial pathways. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.06.19.24308302. [PMID: 39148840 PMCID: PMC11326324 DOI: 10.1101/2024.06.19.24308302] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/17/2024]
Abstract
Dissecting biological pathways highlighted by Mendelian gene discovery has provided critical insights into the pathogenesis of Parkinson's disease (PD) and neurodegeneration. This approach ultimately catalyzes the identification of potential biomarkers and therapeutic targets. Here, we identify PSMF1 as a new gene implicated in PD and childhood neurodegeneration. We find that biallelic PSMF1 missense and loss-of-function variants co-segregate with phenotypes from early-onset PD and parkinsonism to perinatal lethality with neurological manifestations across 15 unrelated pedigrees with 22 affected subjects, showing clear genotype-phenotype correlation. PSMF1 encodes the proteasome regulator PSMF1/PI31, a highly conserved, ubiquitously expressed partner of the 20S proteasome and neurodegeneration-associated F-box-O 7 and valosin-containing proteins. We demonstrate that PSMF1 variants impair mitochondrial membrane potential, dynamics and mitophagy in patient-derived fibroblasts. Additionally, we develop models of psmf1 knockdown Drosophila and Psmf1 conditional knockout mouse exhibiting age-dependent motor impairment, with diffuse gliosis in mice. These findings unequivocally link defective PSMF1 to early-onset PD and neurodegeneration and suggest mitochondrial dysfunction as a mechanistic contributor.
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Affiliation(s)
- Francesca Magrinelli
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
| | - Christelle Tesson
- Institut du Cerveau et de la Moelle épinière, ICM, Inserm, CNRS, Sorbonne Université, Paris, France
| | - Plamena R. Angelova
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
| | - Ainara Salazar-Villacorta
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
| | - Jose A. Rodriguez
- Laboratory of Apoptosis and Cancer Biology, The Rockefeller University, New York, NY, USA
| | - Annarita Scardamaglia
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
| | - Brian Hon-Yin Chung
- Department of Paediatrics and Adolescent Medicine, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
- Hong Kong Genome Institute, Hong Kong SAR, China
| | - Matthew Jaconelli
- Medical Research Council (MRC) Protein Phosphorylation and Ubiquitylation Unit, School of Life Sciences, University of Dundee, Dundee, United Kingdom
| | - Barbara Vona
- Institute of Human Genetics, University Medical Center Göttingen, Göttingen, Germany
- Institute for Auditory Neuroscience and Inner Ear Lab, University Medical Center Göttingen, Göttingen, Germany
| | - Noemi Esteras
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
- Neurochemistry Research Institute, Department of Biochemistry and Molecular Biology, School of Medicine, Complutense University of Madrid, Madrid, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, Madrid, Spain
| | - Anna Ka-Yee Kwong
- Department of Paediatrics and Adolescent Medicine, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - Thomas Courtin
- Institut du Cerveau et de la Moelle épinière, ICM, Inserm, CNRS, Sorbonne Université, Paris, France
| | - Reza Maroofian
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
| | - Shahryar Alavi
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
| | - Raja Nirujogi
- Medical Research Council (MRC) Protein Phosphorylation and Ubiquitylation Unit, School of Life Sciences, University of Dundee, Dundee, United Kingdom
| | | | - Patrick A. Lewis
- Royal Veterinary College, London, United Kingdom
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
| | - Stephanie Efthymiou
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
| | - Benjamin O’Callaghan
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
| | - Rebecca Buchert
- Institute of Medical Genetics and Applied Genomics, University of Tübingen, Tübingen, Germany
| | - Linda Sofan
- Institute of Medical Genetics and Applied Genomics, University of Tübingen, Tübingen, Germany
| | - Pawel Lis
- Medical Research Council (MRC) Protein Phosphorylation and Ubiquitylation Unit, School of Life Sciences, University of Dundee, Dundee, United Kingdom
| | - Chloé Pinon
- Institut du Cerveau et de la Moelle épinière, ICM, Inserm, CNRS, Sorbonne Université, Paris, France
| | - Guido J. Breedveld
- Department of Clinical Genetics, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Martin Man-Chun Chui
- Department of Paediatrics and Adolescent Medicine, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - David Murphy
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
| | - Vanessa Pitz
- Integrative Neurogenomics Unit, Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Mary B. Makarious
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Marlene Cassar
- Institut du Cerveau et de la Moelle épinière, ICM, Inserm, CNRS, Sorbonne Université, Paris, France
| | - Bassem A. Hassan
- Institut du Cerveau et de la Moelle épinière, ICM, Inserm, CNRS, Sorbonne Université, Paris, France
| | - Sana Iftikhar
- Department of Real-World evidence studies, CENTOGENE GmbH, Rostock, Germany
| | - Clarissa Rocca
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
| | - Peter Bauer
- Department of Medical Genetics, CENTOGENE GmbH, Rostock, Germany
| | - Michele Tinazzi
- Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy
| | - Marina Svetel
- Movement Disorders Department, Neurology Clinic, University Clinical Center of Serbia, Belgrade, Serbia
| | - Bedia Samanci
- Behavioral Neurology and Movement Disorders Unit, Department of Neurology, Istanbul Faculty of Medicine, Istanbul University, Istanbul, Turkey
| | - Haşmet A. Hanağası
- Behavioral Neurology and Movement Disorders Unit, Department of Neurology, Istanbul Faculty of Medicine, Istanbul University, Istanbul, Turkey
| | - Basar Bilgiç
- Behavioral Neurology and Movement Disorders Unit, Department of Neurology, Istanbul Faculty of Medicine, Istanbul University, Istanbul, Turkey
| | - José A. Obeso
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, Madrid, Spain
- HM CINAC, Hospital Universitario HM Puerta del Sur, HM Hospitales, Madrid, Spain
- University CEU-San Pablo, Madrid, Spain
| | - Monica M. Kurtis
- Neurology Department, Hospital Ruber Internacional, Madrid, Spain
| | - Guillaume Cogan
- Institut du Cerveau et de la Moelle épinière, ICM, Inserm, CNRS, Sorbonne Université, Paris, France
| | - Ayşe Nazlı Başak
- Koç University, School of Medicine, Research Center for Translational Medicine KUTTAM-Neurodegeneration Research Laboratory NDAL, Istanbul, Turkey
| | - Güneş Kiziltan
- Department of Neurology, Cerrahpasa Medical Faculty, Istanbul University-Cerrahpasa, Istanbul, Turkey
| | - Tuğçe Gül
- Koç University, School of Medicine, Research Center for Translational Medicine KUTTAM-Neurodegeneration Research Laboratory NDAL, Istanbul, Turkey
| | - Gül Yalçın
- Department of Neurology, School of Medicine, Hacettepe University, Ankara, Turkey
| | - Bülent Elibol
- Department of Neurology, School of Medicine, Hacettepe University, Ankara, Turkey
| | - Nina Barišić
- Department of Pediatrics, University of Zagreb Medical School and University Hospital Center Zagreb, Zagreb, Croatia
| | - Earny Wei-Sen Ng
- Department of Paediatrics and Adolescent Medicine, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - Sze-Shing Fan
- Department of Paediatrics and Adolescent Medicine, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - Tova Hershkovitz
- The Genetics Institute, Galilee Medical Center, Nahariya, Israel
| | - Karin Weiss
- Genetics Institute, Rambam Health Care Center, Haifa, Israel
- Ruth and Bruce Rappaport Faculty of Medicine, Technion Israel Institute of Technology, Haifa, Israel
| | - Javeria Raza Alvi
- Department of Paediatric Neurology, The Children’s Hospital and the University of Child Health Sciences, Lahore, Punjab, Pakistan
| | - Tipu Sultan
- Department of Paediatric Neurology, The Children’s Hospital and the University of Child Health Sciences, Lahore, Punjab, Pakistan
| | - Issam Azmi Alkhawaja
- Pediatric Neurology Unit, Pediatric Department, Albashir Hospital, Amman, Jordan
| | - Tawfiq Froukh
- Department of Biotechnology and Genetics Engineering, Philadelphia University, Jordan
| | | | - Christine Fauth
- Institute of Human Genetics, Medical University Innsbruck, Innsbruck, Austria
| | - Ulrich A. Schatz
- Institute of Human Genetics, Medical University Innsbruck, Innsbruck, Austria
- Institute of Human Genetics, School of Medicine and Health, Technical University of Munich, Munich, Germany
| | - Thomas Zöggeler
- Department of Pediatrics I, Medical University Innsbruck, Innsbruck, Austria
| | - Michael Zech
- Institute of Human Genetics, School of Medicine and Health, Technical University of Munich, Munich, Germany
- Institute of Neurogenomics, Helmholtz Zentrum Munich, Munich, Germany
- Institute for Advanced Study, Technical University of Munich, Garching, Germany
| | - Karen Stals
- Exeter Genomics Laboratory, Royal Devon University Healthcare NHS Foundation Trust, Exeter, United Kingdom
| | - Vinod Varghese
- All Wales Medical Genomics Service, Cardiff, United Kingdom
| | - Sonia Gandhi
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
- The Francis Crick Institute, London, United Kingdom
| | - Cornelis Blauwendraat
- Integrative Neurogenomics Unit, Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Center for Alzheimer’s and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - John A. Hardy
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
| | - Suzanne Lesage
- Institut du Cerveau et de la Moelle épinière, ICM, Inserm, CNRS, Sorbonne Université, Paris, France
| | - Vincenzo Bonifati
- Department of Clinical Genetics, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Tobias B. Haack
- Institute of Medical Genetics and Applied Genomics, University of Tübingen, Tübingen, Germany
- Institute of Neurogenomics, Helmholtz Zentrum Munich, Munich, Germany
| | | | - Robert Steinfeld
- Department of Pediatrics and Pediatric Neurology, University of Göttingen, Göttingen, Germany
- Department of Pediatric Neurology, Charité University Medicine, Berlin, Germany
| | - Dario R. Alessi
- Medical Research Council (MRC) Protein Phosphorylation and Ubiquitylation Unit, School of Life Sciences, University of Dundee, Dundee, United Kingdom
| | - Hermann Steller
- Laboratory of Apoptosis and Cancer Biology, The Rockefeller University, New York, NY, USA
| | - Alexis Brice
- Institut du Cerveau et de la Moelle épinière, ICM, Inserm, CNRS, Sorbonne Université, Paris, France
| | - Andrey Y. Abramov
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
| | - Kailash P. Bhatia
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
| | - Henry Houlden
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
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28
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Senkevich K, Parlar SC, Chantereault C, Yu E, Ahmad J, Ruskey JA, Asayesh F, Spiegelman D, Waters C, Monchi O, Dauvilliers Y, Dupré N, Miliukhina I, Timofeeva A, Emelyanov A, Pchelina S, Greenbaum L, Hassin-Baer S, Alcalay RN, Gan-Or Z. Are rare heterozygous SYNJ1 variants associated with Parkinson's disease? MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.05.29.24307986. [PMID: 38853950 PMCID: PMC11160829 DOI: 10.1101/2024.05.29.24307986] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2024]
Abstract
Previous studies have suggested that rare biallelic SYNJ1 mutations may cause autosomal recessive parkinsonism and Parkinson's disease (PD). Our study explored the impact of rare SYNJ1 variants in non-familial settings, including 8,165 PD cases, 818 early-onset PD (EOPD, <50 years) and 70,363 controls. Burden meta-analysis using optimized sequence Kernel association test (SKAT-O) revealed an association between rare nonsynonymous variants in the Sac1 SYNJ1 domain and PD (Pfdr=0.040). Additionally, a meta-analysis focusing on patients with EOPD demonstrated an association between all rare SYNJ1 variants and PD (Pfdr=0.029). Rare SYNJ1 variants may be associated with sporadic PD, and more specifically with EOPD.
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Affiliation(s)
- Konstantin Senkevich
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
- Department of Neurology and neurosurgery, McGill University, Montréal, QC, Canada, Canada
- Department of Human Genetics, McGill University, Montréal, QC, Canada
| | - Sitki Cem Parlar
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
- Department of Human Genetics, McGill University, Montréal, QC, Canada
| | - Cloe Chantereault
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
- Department of Human Genetics, McGill University, Montréal, QC, Canada
| | - Eric Yu
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
- Department of Human Genetics, McGill University, Montréal, QC, Canada
| | - Jamil Ahmad
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
- Department of Neurology and neurosurgery, McGill University, Montréal, QC, Canada, Canada
| | - Jennifer A. Ruskey
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
- Department of Neurology and neurosurgery, McGill University, Montréal, QC, Canada, Canada
| | - Farnaz Asayesh
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
- Department of Human Genetics, McGill University, Montréal, QC, Canada
| | - Dan Spiegelman
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
| | - Cheryl Waters
- Department of Neurology, College of Physicians and Surgeons, Columbia University Medical Center, NY, USA
| | - Oury Monchi
- Department of Neurology and neurosurgery, McGill University, Montréal, QC, Canada, Canada
- Département de radiologie, radio-oncologie et médecine nucléaire, Université de Montréal, Montréal, QC, Canada
- Centre de recherche de l’Institut universitaire de gériatrie de Montréal, Montréal, QC, Canada
| | - Yves Dauvilliers
- National Reference Center for Narcolepsy, Sleep Unit, Department of Neurology, Guide-Chauliac Hospital, CHU Montpellier, University of Montpellier, Montpellier, France
| | - Nicolas Dupré
- Neuroscience axis, CHU de Québec-Université Laval, Québec, QC, Canada
- Department of Medicine, Faculty of Medicine, Université Laval, Quebec City, QC, Canada
| | | | - Alla Timofeeva
- First Pavlov State Medical University of St. Petersburg, Saint-Petersburg, Russia
| | - Anton Emelyanov
- First Pavlov State Medical University of St. Petersburg, Saint-Petersburg, Russia
| | - Sofya Pchelina
- First Pavlov State Medical University of St. Petersburg, Saint-Petersburg, Russia
| | - Lior Greenbaum
- Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- The Danek Gertner Institute of Human Genetics, Sheba Medical Center, Tel Hashomer, Israel
- The Joseph Sagol Neuroscience Center, Sheba Medical Center, Tel Hashomer, Israel
| | - Sharon Hassin-Baer
- Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- The Joseph Sagol Neuroscience Center, Sheba Medical Center, Tel Hashomer, Israel
- The Movement Disorders Institute, Department of Neurology, Sheba Medical Center, Tel Hashomer, Israel
| | - Roy N. Alcalay
- Department of Neurology, College of Physicians and Surgeons, Columbia University Medical Center, NY, USA
- Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- Division of Movement Disorders, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Ziv Gan-Or
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
- Department of Neurology and neurosurgery, McGill University, Montréal, QC, Canada, Canada
- Department of Human Genetics, McGill University, Montréal, QC, Canada
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Senkevich K, Liu L, Alvarado CX, Leonard HL, Nalls MA, Gan-Or Z. Lack of genetic evidence for NLRP3-inflammasome involvement in Parkinson's disease pathogenesis. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2023.09.20.23295790. [PMID: 37886468 PMCID: PMC10602039 DOI: 10.1101/2023.09.20.23295790] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/28/2023]
Abstract
Activation of the NLRP3-inflammasome has been implicated in Parkinson's disease based on in vitro and in vivo studies. Clinical trials targeting the NLRP3-inflammasome in Parkinson's disease are ongoing. However, the evidence supporting NLRP3's involvement in Parkinson's disease from human genetics data is limited. In this study, we conducted analyses of common and rare variants in NLRP3-inflammasome related genes in Parkinson's disease cohorts. We performed pathway-specific analyses using polygenic risk scores and studied potential causal associations using Mendelian randomization with the NLRP3 components and the cytokines IL-1β and IL-18. Our findings showed no associations of common or rare variants, nor of the pathway polygenic risk score with Parkinson's disease. Mendelian randomization suggests that altering the expression of the NLRP3-inflammasome, IL-1β or IL-18, does not affect Parkinson's disease risk or progression. Therefore, our results do not support a role for the NLRP3-inflammasome in Parkinson's disease pathogenesis or as a target for drug development.
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30
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Alvarez Jerez P, Daida K, Miano-Burkhardt A, Iwaki H, Malik L, Cogan G, Makarious MB, Sullivan R, Vandrovcova J, Ding J, Gibbs JR, Markham A, Nalls MA, Kesharwani RK, Sedlazeck FJ, Casey B, Hardy J, Houlden H, Blauwendraat C, Singleton AB, Billingsley KJ. Profiling complex repeat expansions in RFC1 in Parkinson's disease. NPJ Parkinsons Dis 2024; 10:108. [PMID: 38789445 PMCID: PMC11126591 DOI: 10.1038/s41531-024-00723-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2023] [Accepted: 05/10/2024] [Indexed: 05/26/2024] Open
Abstract
A biallelic (AAGGG) expansion in the poly(A) tail of an AluSx3 transposable element within the gene RFC1 is a frequent cause of cerebellar ataxia, neuropathy, vestibular areflexia syndrome (CANVAS), and more recently, has been reported as a rare cause of Parkinson's disease (PD) in the Finnish population. Here, we investigate the prevalence of RFC1 (AAGGG) expansions in PD patients of non-Finnish European ancestry in 1609 individuals from the Parkinson's Progression Markers Initiative study. We identified four PD patients carrying the biallelic RFC1 (AAGGG) expansion and did not identify any carriers in controls.
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Affiliation(s)
- Pilar Alvarez Jerez
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, MD, USA
- Center for Alzheimer's and Related Dementias, National Institute on Aging, Bethesda, MD, USA
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, University College London, London, UK
| | - Kensuke Daida
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, MD, USA
- Center for Alzheimer's and Related Dementias, National Institute on Aging, Bethesda, MD, USA
| | - Abigail Miano-Burkhardt
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, MD, USA
- Center for Alzheimer's and Related Dementias, National Institute on Aging, Bethesda, MD, USA
| | - Hirotaka Iwaki
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, MD, USA
- Center for Alzheimer's and Related Dementias, National Institute on Aging, Bethesda, MD, USA
- DataTecnica LLC, Washington, DC, USA
| | - Laksh Malik
- Center for Alzheimer's and Related Dementias, National Institute on Aging, Bethesda, MD, USA
| | - Guillaume Cogan
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, MD, USA
- Sorbonne Université, Institut du Cerveau-Paris Brain Institute-ICM, Institut National de la Recherche Médicale-U1127, Centre National de la Recherche Scientifique, Paris, France
| | - Mary B Makarious
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, MD, USA
- UCL Movement Disorders Centre, University College London, London, UK
| | - Roisin Sullivan
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, London, UK
| | - Jana Vandrovcova
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, London, UK
| | - Jinhui Ding
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, MD, USA
| | - J Raphael Gibbs
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, MD, USA
| | | | - Mike A Nalls
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, MD, USA
- Center for Alzheimer's and Related Dementias, National Institute on Aging, Bethesda, MD, USA
- DataTecnica LLC, Washington, DC, USA
| | - Rupesh K Kesharwani
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | - Fritz J Sedlazeck
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
- Department of Computer Science, Rice University, Houston, TX, USA
| | - Bradford Casey
- The Michael J. Fox Foundation for Parkinson's Research, New York, NY, USA
| | - John Hardy
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, University College London, London, UK
| | - Henry Houlden
- UCL Movement Disorders Centre, University College London, London, UK
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, London, UK
| | - Cornelis Blauwendraat
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, MD, USA
- Center for Alzheimer's and Related Dementias, National Institute on Aging, Bethesda, MD, USA
| | - Andrew B Singleton
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, MD, USA
- Center for Alzheimer's and Related Dementias, National Institute on Aging, Bethesda, MD, USA
| | - Kimberley J Billingsley
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, MD, USA.
- Center for Alzheimer's and Related Dementias, National Institute on Aging, Bethesda, MD, USA.
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31
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Bhore N, Bogacki EC, O'Callaghan B, Plun-Favreau H, Lewis PA, Herbst S. Common genetic risk for Parkinson's disease and dysfunction of the endo-lysosomal system. Philos Trans R Soc Lond B Biol Sci 2024; 379:20220517. [PMID: 38368938 PMCID: PMC10874702 DOI: 10.1098/rstb.2022.0517] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Accepted: 10/18/2023] [Indexed: 02/20/2024] Open
Abstract
Parkinson's disease is a progressive neurological disorder, characterized by prominent movement dysfunction. The past two decades have seen a rapid expansion of our understanding of the genetic basis of Parkinson's, initially through the identification of monogenic forms and, more recently, through genome-wide association studies identifying common risk variants. Intriguingly, a number of cellular pathways have emerged from these analysis as playing central roles in the aetiopathogenesis of Parkinson's. In this review, the impact of data deriving from genome-wide analyses for Parkinson's upon our functional understanding of the disease will be examined, with a particular focus on examples of endo-lysosomal and mitochondrial dysfunction. The challenges of moving from a genetic to a functional understanding of common risk variants for Parkinson's will be discussed, with a final consideration of the current state of the genetic architecture of the disorder. This article is part of a discussion meeting issue 'Understanding the endo-lysosomal network in neurodegeneration'.
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Affiliation(s)
- Noopur Bhore
- Comparative Biomedical Sciences, Royal Veterinary College, University of London, London NW1 0TU, UK
- Neurodegenerative Diseases, UCL Queen Square Institute of Neurology, University of London, London WC1N 3BG, UK
| | - Erin C. Bogacki
- Comparative Biomedical Sciences, Royal Veterinary College, University of London, London NW1 0TU, UK
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD 20815, USA
| | - Benjamin O'Callaghan
- Neurodegenerative Diseases, UCL Queen Square Institute of Neurology, University of London, London WC1N 3BG, UK
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD 20815, USA
| | - Helene Plun-Favreau
- Neurodegenerative Diseases, UCL Queen Square Institute of Neurology, University of London, London WC1N 3BG, UK
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD 20815, USA
| | - Patrick A. Lewis
- Comparative Biomedical Sciences, Royal Veterinary College, University of London, London NW1 0TU, UK
- Neurodegenerative Diseases, UCL Queen Square Institute of Neurology, University of London, London WC1N 3BG, UK
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD 20815, USA
| | - Susanne Herbst
- Comparative Biomedical Sciences, Royal Veterinary College, University of London, London NW1 0TU, UK
- Neurodegenerative Diseases, UCL Queen Square Institute of Neurology, University of London, London WC1N 3BG, UK
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD 20815, USA
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32
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Jones-Tabah J, He K, Senkevich K, Karpilovsky N, Deyab G, Cousineau Y, Nikanorova D, Goldsmith T, Del-Cid Pellitero E, Chen CX, Luo W, You Z, Abdian N, Pietrantonio I, Goiran T, Ahmad J, Ruskey JA, Asayesh F, Spiegelman D, Waters C, Monchi O, Dauvilliers Y, Dupre N, Miliukhina I, Timofeeva A, Emelyanov A, Pchelina S, Greenbaum L, HassinBaer S, Alcalay RN, Milnerwood A, Durcan TM, Gan-Or Z, Fon EA. The Parkinson's disease risk gene cathepsin B promotes fibrillar alpha-synuclein clearance, lysosomal function and glucocerebrosidase activity in dopaminergic neurons. RESEARCH SQUARE 2024:rs.3.rs-3979098. [PMID: 38562709 PMCID: PMC10984014 DOI: 10.21203/rs.3.rs-3979098/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Abstract
Background Variants in the CTSB gene encoding the lysosomal hydrolase cathepsin B (catB) are associated with increased risk of Parkinson's disease (PD). However, neither the specific CTSB variants driving these associations nor the functional pathways that link catB to PD pathogenesis have been characterized. CatB activity contributes to lysosomal protein degradation and regulates signaling processes involved in autophagy and lysosome biogenesis. Previous in vitro studies have found that catB can cleave monomeric and fibrillar alpha-synuclein, a key protein involved in the pathogenesis of PD that accumulates in the brains of PD patients. However, truncated synuclein isoforms generated by catB cleavage have an increased propensity to aggregate. Thus, catB activity could potentially contribute to lysosomal degradation and clearance of pathogenic alpha synuclein from the cell, but also has the potential of enhancing synuclein pathology by generating aggregation-prone truncations. Therefore, the mechanisms linking catB to PD pathophysiology remain to be clarified. Methods Here, we conducted genetic analyses of the association between common and rare CTSB variants and risk of PD. We then used genetic and pharmacological approaches to manipulate catB expression and function in cell lines and induced pluripotent stem cell-derived dopaminergic neurons and assessed lysosomal activity and the handling of aggregated synuclein fibrils. Results We first identified specific non-coding variants in CTSB that drive the association with PD and are linked to changes in brain CTSB expression levels. Using iPSC-derived dopaminergic neurons we then find that catB inhibition impairs autophagy, reduces glucocerebrosidase (encoded by GBA1) activity, and leads to an accumulation of lysosomal content. Moreover, in cell lines, reduction of CTSB gene expression impairs the degradation of pre-formed alpha-synuclein fibrils, whereas CTSB gene activation enhances fibril clearance. Similarly, in midbrain organoids and dopaminergic neurons treated with alpha-synuclein fibrils, catB inhibition or knockout potentiates the formation of inclusions which stain positively for phosphorylated alpha-synuclein. Conclusions The results of our genetic and functional studies indicate that the reduction of catB function negatively impacts lysosomal pathways associated with PD pathogenesis, while conversely catB activation could promote the clearance of pathogenic alpha-synuclein.
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Affiliation(s)
| | - Kathy He
- Montreal Neurological Institute-Hospital
| | | | | | | | | | | | | | | | | | - Wen Luo
- Montreal Neurological Institute-Hospital
| | | | | | | | | | | | | | | | | | - Cheryl Waters
- Columbia University Medical Center: Columbia University Irving Medical Center
| | - Oury Monchi
- Université de Montréal: Universite de Montreal
| | | | | | - Irina Miliukhina
- Institute of the Human Brain RAS: FGBUN Institut mozga celoveka im N P Behterevoj Rossijskoj akademii nauk
| | | | | | | | - Lior Greenbaum
- Sheba Medical Center: Sheba Medical Center at Tel Hashomer
| | | | - Roy N Alcalay
- Tel Aviv Ichilov-Sourasky Medical Center: Tel Aviv Sourasky Medical Center
| | | | | | - Ziv Gan-Or
- Montreal Neurological Institute-Hospital
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Danek BP, Makarious MB, Dadu A, Vitale D, Lee PS, Singleton AB, Nalls MA, Sun J, Faghri F. Federated learning for multi-omics: A performance evaluation in Parkinson's disease. PATTERNS (NEW YORK, N.Y.) 2024; 5:100945. [PMID: 38487808 PMCID: PMC10935499 DOI: 10.1016/j.patter.2024.100945] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/09/2023] [Revised: 01/29/2024] [Accepted: 02/02/2024] [Indexed: 03/17/2024]
Abstract
While machine learning (ML) research has recently grown more in popularity, its application in the omics domain is constrained by access to sufficiently large, high-quality datasets needed to train ML models. Federated learning (FL) represents an opportunity to enable collaborative curation of such datasets among participating institutions. We compare the simulated performance of several models trained using FL against classically trained ML models on the task of multi-omics Parkinson's disease prediction. We find that FL model performance tracks centrally trained ML models, where the most performant FL model achieves an AUC-PR of 0.876 ± 0.009, 0.014 ± 0.003 less than its centrally trained variation. We also determine that the dispersion of samples within a federation plays a meaningful role in model performance. Our study implements several open-source FL frameworks and aims to highlight some of the challenges and opportunities when applying these collaborative methods in multi-omics studies.
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Affiliation(s)
- Benjamin P. Danek
- Department of Computer Science, University of Illinois at Urbana-Champaign, Champaign, IL 61820, USA
- Center for Alzheimer’s and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, USA
- DataTecnica, Washington, DC 20037, USA
| | - Mary B. Makarious
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20892, USA
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, UK
- UCL Movement Disorders Centre, University College London, London, UK
| | - Anant Dadu
- Center for Alzheimer’s and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, USA
- DataTecnica, Washington, DC 20037, USA
| | - Dan Vitale
- Center for Alzheimer’s and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, USA
- DataTecnica, Washington, DC 20037, USA
| | - Paul Suhwan Lee
- Center for Alzheimer’s and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, USA
| | - Andrew B. Singleton
- Center for Alzheimer’s and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20892, USA
| | - Mike A. Nalls
- Center for Alzheimer’s and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, USA
- DataTecnica, Washington, DC 20037, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20892, USA
| | - Jimeng Sun
- Department of Computer Science, University of Illinois at Urbana-Champaign, Champaign, IL 61820, USA
- Carle Illinois College of Medicine, University of Illinois at Urbana-Champaign, Champaign, IL 61820, USA
| | - Faraz Faghri
- Center for Alzheimer’s and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, USA
- DataTecnica, Washington, DC 20037, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20892, USA
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Yu E, Larivière R, Thomas RA, Liu L, Senkevich K, Rahayel S, Trempe JF, Fon EA, Gan-Or Z. Machine learning nominates the inositol pathway and novel genes in Parkinson's disease. Brain 2024; 147:887-899. [PMID: 37804111 PMCID: PMC10907089 DOI: 10.1093/brain/awad345] [Citation(s) in RCA: 14] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2023] [Revised: 09/01/2023] [Accepted: 09/24/2023] [Indexed: 10/08/2023] Open
Abstract
There are 78 loci associated with Parkinson's disease in the most recent genome-wide association study (GWAS), yet the specific genes driving these associations are mostly unknown. Herein, we aimed to nominate the top candidate gene from each Parkinson's disease locus and identify variants and pathways potentially involved in Parkinson's disease. We trained a machine learning model to predict Parkinson's disease-associated genes from GWAS loci using genomic, transcriptomic and epigenomic data from brain tissues and dopaminergic neurons. We nominated candidate genes in each locus and identified novel pathways potentially involved in Parkinson's disease, such as the inositol phosphate biosynthetic pathway (INPP5F, IP6K2, ITPKB and PPIP5K2). Specific common coding variants in SPNS1 and MLX may be involved in Parkinson's disease, and burden tests of rare variants further support that CNIP3, LSM7, NUCKS1 and the polyol/inositol phosphate biosynthetic pathway are associated with the disease. Functional studies are needed to further analyse the involvements of these genes and pathways in Parkinson's disease.
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Affiliation(s)
- Eric Yu
- Department of Human Genetics, McGill University, Montreal, Quebec H3A 0G4, Canada
- The Neuro (Montreal Neurological Institute-Hospital), Montreal, Quebec H3A 2B4, Canada
| | - Roxanne Larivière
- Department of Neurology and Neurosurgery, McGill University, Montreal, Quebec H3A 0G4, Canada
| | - Rhalena A Thomas
- Department of Neurology and Neurosurgery, McGill University, Montreal, Quebec H3A 0G4, Canada
- Early Drug Discovery Unit (EDDU), Montreal Neurological Institute-Hospital (The Neuro), Montreal, Quebec H3A 2B4, Canada
| | - Lang Liu
- Department of Human Genetics, McGill University, Montreal, Quebec H3A 0G4, Canada
- The Neuro (Montreal Neurological Institute-Hospital), Montreal, Quebec H3A 2B4, Canada
| | - Konstantin Senkevich
- The Neuro (Montreal Neurological Institute-Hospital), Montreal, Quebec H3A 2B4, Canada
- Department of Neurology and Neurosurgery, McGill University, Montreal, Quebec H3A 0G4, Canada
| | - Shady Rahayel
- Centre for Advanced Research in Sleep Medicine, Hôpital du Sacré-Cœur de Montréal, Montreal, Quebec H4J 1C5, Canada
- Department of Medicine, University of Montreal, Montreal, Quebec H3C 3J7, Canada
| | - Jean-François Trempe
- Department of Pharmacology and Therapeutics and Centre de Recherche en Biologie Structurale, McGill University, Montreal, Quebec H3A 0G4, Canada
| | - Edward A Fon
- Department of Neurology and Neurosurgery, McGill University, Montreal, Quebec H3A 0G4, Canada
- Early Drug Discovery Unit (EDDU), Montreal Neurological Institute-Hospital (The Neuro), Montreal, Quebec H3A 2B4, Canada
| | - Ziv Gan-Or
- Department of Human Genetics, McGill University, Montreal, Quebec H3A 0G4, Canada
- The Neuro (Montreal Neurological Institute-Hospital), Montreal, Quebec H3A 2B4, Canada
- Department of Neurology and Neurosurgery, McGill University, Montreal, Quebec H3A 0G4, Canada
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35
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Jerez PÁ, Wild Crea PA, Ramos DM, Gustavsson EK, Radefeldt M, Makarious MB, Ojo OO, Billingsley KJ, Malik L, Daida K, Bromberek S, Hu C, Schneider Z, Surapaneni AL, Stadler J, Rizig M, Morris HR, Pantazis CB, Leonard HL, Screven L, Qi YA, Nalls MA, Bandres-Ciga S, Hardy J, Houlden H, Eng C, Burchard EG, Kachuri L, Global Parkinson’s Genetics Program (GP2), Singleton AB, Fischer S, Bauer P, Reed X, Ryten M, Beetz C, Ward M, Okubadejo NU, Blauwendraat C. African ancestry neurodegeneration risk variant disrupts an intronic branchpoint in GBA1. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.02.20.24302827. [PMID: 39802803 PMCID: PMC11722498 DOI: 10.1101/2024.02.20.24302827] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 01/16/2025]
Abstract
Recently, a novel African ancestry specific Parkinson's disease (PD) risk signal was identified at the gene encoding glucocerebrosidase (GBA1). This variant (rs3115534-G) is carried by ~50% of West African PD cases and imparts a dose-dependent increase in risk for disease. The risk variant has varied frequencies across African ancestry groups, but is almost absent in European and Asian ancestry populations. GBA1 is a gene of high clinical and therapeutic interest. Damaging bi-allelic protein-coding variants cause Gaucher disease and mono-allelic variants confer risk for PD and Dementia with Lewy Bodies, likely by reducing the function of glucocerebrosidase. Interestingly, the novel African ancestry specific GBA1 risk variant is a non-coding variant, suggesting a different mechanism of action. Using full length RNA transcript sequencing, we identified intron 8 expression in risk variant carriers (G) but not in non-variant carriers (T). Antibodies targeting the N-terminus of glucocerebrosidase showed that this intron-retained isoform is likely not protein coding and subsequent proteomics did not identify a shorter protein isoform, suggesting the disease mechanism is RNA-based. CRISPR editing of the reported index variant (rs3115534) revealed that this is the responsible sequence alteration driving production of these intron 8 containing transcripts. Follow-up analysis of this variant showed that it is in a key intronic branchpoint sequence and therefore has important implications in splicing and disease. In addition, when measuring glucocerebrosidase activity we identified a dose-dependent reduction in risk variant carriers (G). Overall, we report the functional effect of a GBA1 non-coding risk variant, which acts by interfering with the splicing of functional GBA1 transcripts, resulting in reduced protein levels and reduced glucocerebrosidase activity. This understanding reveals a novel therapeutic target in an underserved and underrepresented population.
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Affiliation(s)
- Pilar Álvarez Jerez
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, Maryland, USA
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, University College London, London, UK
| | - Peter A. Wild Crea
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, Maryland, USA
| | - Daniel M. Ramos
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Emil K. Gustavsson
- Genetics and Genomic Medicine, Great Ormond Street Institute of Child Health, University College London, London, UK
| | | | - Mary B. Makarious
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, Maryland, USA
- UCL Movement Disorders Centre, University College London, London, UK
| | - Oluwadamilola O. Ojo
- College of Medicine, University of Lagos, Idi Araba, Lagos State, Nigeria
- Lagos University Teaching Hospital, Idi Araba, Lagos State, Nigeria
| | - Kimberley J. Billingsley
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, Maryland, USA
| | - Laksh Malik
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Kensuke Daida
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, Maryland, USA
| | - Sarah Bromberek
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Carol Hu
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Zachary Schneider
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, Maryland, USA
| | - Aditya L. Surapaneni
- Department of Medicine, New York University Langone School of Medicine, New York, New York, USA
| | - Julia Stadler
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Mie Rizig
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, London, UK
| | - Huw R. Morris
- UCL Movement Disorders Centre, University College London, London, UK
| | - Caroline B. Pantazis
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Hampton L. Leonard
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- DataTecnica LLC, Washington, DC, USA
| | - Laurel Screven
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Yue A. Qi
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Mike A. Nalls
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- DataTecnica LLC, Washington, DC, USA
| | - Sara Bandres-Ciga
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - John Hardy
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, University College London, London, UK
| | - Henry Houlden
- Department of Medicine, New York University Langone School of Medicine, New York, New York, USA
| | - Celeste Eng
- Department of Biotherapeutic Sciences and Department of Medicine, University of California, San Francisco, CA, USA
| | - Esteban González Burchard
- Department of Biotherapeutic Sciences and Department of Medicine, University of California, San Francisco, CA, USA
| | - Linda Kachuri
- Department of Epidemiology and Population Health, Stanford University School of Medicine, Stanford, CA, USA
- Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, USA
| | | | - Andrew B. Singleton
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, Maryland, USA
| | | | | | - Xylena Reed
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Mina Ryten
- Genetics and Genomic Medicine, Great Ormond Street Institute of Child Health, University College London, London, UK
- UK Dementia Research Institute at the University of Cambridge and Department of Clinical Neurosciences, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
- Aligning Science Across Parkinson’s (ASAP) Collaborative Research Network, Chevy Chase, MD, USA
| | | | - Michael Ward
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- Neurogenetics Branch, National Institute of Neurological Disorders and Stroke, Bethesda, MD, USA
| | - Njideka U. Okubadejo
- College of Medicine, University of Lagos, Idi Araba, Lagos State, Nigeria
- Lagos University Teaching Hospital, Idi Araba, Lagos State, Nigeria
| | - Cornelis Blauwendraat
- Center for Alzheimer’s and Related Dementias, National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, Maryland, USA
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Danek B, Makarious MB, Dadu A, Vitale D, Lee PS, Nalls MA, Sun J, Faghri F. Federated Learning for multi-omics: a performance evaluation in Parkinson's disease. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.10.04.560604. [PMID: 37986893 PMCID: PMC10659429 DOI: 10.1101/2023.10.04.560604] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2023]
Abstract
While machine learning (ML) research has recently grown more in popularity, its application in the omics domain is constrained by access to sufficiently large, high-quality datasets needed to train ML models. Federated Learning (FL) represents an opportunity to enable collaborative curation of such datasets among participating institutions. We compare the simulated performance of several models trained using FL against classically trained ML models on the task of multi-omics Parkinson's Disease prediction. We find that FL model performance tracks centrally trained ML models, where the most performant FL model achieves an AUC-PR of 0.876 ± 0.009, 0.014 ± 0.003 less than its centrally trained variation. We also determine that the dispersion of samples within a federation plays a meaningful role in model performance. Our study implements several open source FL frameworks and aims to highlight some of the challenges and opportunities when applying these collaborative methods in multi-omics studies.
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Affiliation(s)
- Benjamin Danek
- Department of Computer Science, University of Illinois at Urbana-Champaign, Champaign, IL, 61820, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, 20892, USA
- DataTecnica, Washington, DC, 20037, USA
| | - Mary B. Makarious
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, 20892, USA
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, UK
- UCL Movement Disorders Centre, University College London, London, UK
| | - Anant Dadu
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, 20892, USA
- DataTecnica, Washington, DC, 20037, USA
| | - Dan Vitale
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, 20892, USA
- DataTecnica, Washington, DC, 20037, USA
| | - Paul Suhwan Lee
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Mike A Nalls
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, 20892, USA
- DataTecnica, Washington, DC, 20037, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Jimeng Sun
- Department of Computer Science, University of Illinois at Urbana-Champaign, Champaign, IL, 61820, USA
- Carle Illinois College of Medicine, University of Illinois at Urbana-Champaign, Champaign, IL, 61820, USA
| | - Faraz Faghri
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, 20892, USA
- DataTecnica, Washington, DC, 20037, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, 20892, USA
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Pitz V, Makarious MB, Bandres-Ciga S, Iwaki H, Singleton AB, Nalls M, Heilbron K, Blauwendraat C. Analysis of rare Parkinson's disease variants in millions of people. NPJ Parkinsons Dis 2024; 10:11. [PMID: 38191580 PMCID: PMC10774311 DOI: 10.1038/s41531-023-00608-8] [Citation(s) in RCA: 17] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Accepted: 11/24/2023] [Indexed: 01/10/2024] Open
Abstract
Although many rare variants have been reportedly associated with Parkinson's disease (PD), many have not been replicated or have failed to replicate. Here, we conduct a large-scale replication of rare PD variants. We assessed a total of 27,590 PD cases, 6701 PD proxies, and 3,106,080 controls from three data sets: 23andMe, Inc., UK Biobank, and AMP-PD. Based on well-known PD genes, 834 variants of interest were selected from the ClinVar annotated 23andMe dataset. We performed a meta-analysis using summary statistics of all three studies. The meta-analysis resulted in five significant variants after Bonferroni correction, including variants in GBA1 and LRRK2. Another eight variants are strong candidate variants for their association with PD. Here, we provide the largest rare variant meta-analysis to date, providing information on confirmed and newly identified variants for their association with PD using several large databases. Additionally we also show the complexities of studying rare variants in large-scale cohorts.
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Affiliation(s)
- Vanessa Pitz
- Integrative Neurogenomics Unit, Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA.
| | - Mary B Makarious
- Molecular Genetics Section, Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, UK
- UCL Movement Disorders Centre, University College London, London, UK
| | - Sara Bandres-Ciga
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Hirotaka Iwaki
- Molecular Genetics Section, Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- Data Tecnica International, Washington, DC, USA
| | - Andrew B Singleton
- Molecular Genetics Section, Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Mike Nalls
- Molecular Genetics Section, Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- Data Tecnica International, Washington, DC, USA
| | | | - Cornelis Blauwendraat
- Integrative Neurogenomics Unit, Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
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Faouzi J, Tan M, Casse F, Lesage S, Tesson C, Brice A, Mangone G, Mariani LL, Iwaki H, Colliot O, Pihlstrøm L, Corvol JC. Proxy-analysis of the genetics of cognitive decline in Parkinson's disease through polygenic scores. NPJ Parkinsons Dis 2024; 10:8. [PMID: 38177146 PMCID: PMC10767119 DOI: 10.1038/s41531-023-00619-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2023] [Accepted: 12/08/2023] [Indexed: 01/06/2024] Open
Abstract
Cognitive decline is common in Parkinson's disease (PD) and its genetic risk factors are not well known to date, besides variants in the GBA and APOE genes. However, variation in complex traits is caused by numerous variants and is usually studied with genome-wide association studies (GWAS), requiring a large sample size, which is difficult to achieve for outcome measures in PD. Taking an alternative approach, we computed 100 polygenic scores (PGS) related to cognitive, dementia, stroke, and brain anatomical phenotypes and investigated their association with cognitive decline in six longitudinal cohorts. The analysis was adjusted for age, sex, genetic ancestry, follow-up duration, GBA and APOE status. Then, we meta-analyzed five of these cohorts, comprising a total of 1702 PD participants with 6156 visits, using the Montreal Cognitive Assessment as a cognitive outcome measure. After correction for multiple comparisons, we found four PGS significantly associated with cognitive decline: intelligence (p = 5.26e-13), cognitive performance (p = 1.46e-12), educational attainment (p = 8.52e-10), and reasoning (p = 3.58e-5). Survival analyses highlighted an offset of several years between the first and last quartiles of PGS, with significant differences for the PGS of cognitive performance (5 years) and educational attainment (7 years). In conclusion, we found four PGS associated with cognitive decline in PD, all associated with general cognitive phenotypes. This study highlights the common genetic factors between cognitive decline in PD and the general population, and the importance of the participant's cognitive reserve for cognitive outcome in PD.
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Affiliation(s)
- Johann Faouzi
- Sorbonne Université, Institut du Cerveau-Paris Brain Institute-ICM, CNRS, Inria, Inserm, AP-HP, Hôpital de la Pitié Salpêtrière, F-75013, Paris, France
- Univ Rennes, Ensai, CNRS, CREST-UMR 9194, F-35000, Rennes, France
| | - Manuela Tan
- Department of Neurology, Oslo University Hospital, Oslo, Norway
| | - Fanny Casse
- Sorbonne Université, Institut du Cerveau-Paris Brain Institute-ICM, CNRS, Inserm, AP-HP, Hôpital de la Pitié Salpêtrière, Paris, France
| | - Suzanne Lesage
- Sorbonne Université, Institut du Cerveau-Paris Brain Institute-ICM, CNRS, Inserm, AP-HP, Hôpital de la Pitié Salpêtrière, Paris, France
| | - Christelle Tesson
- Sorbonne Université, Institut du Cerveau-Paris Brain Institute-ICM, CNRS, Inserm, AP-HP, Hôpital de la Pitié Salpêtrière, Paris, France
| | - Alexis Brice
- Sorbonne Université, Institut du Cerveau-Paris Brain Institute-ICM, CNRS, Inserm, AP-HP, Hôpital de la Pitié Salpêtrière, DMU Neurosciences, Département de Génétique, F-75013, Paris, France
| | - Graziella Mangone
- Sorbonne Université, Institut du Cerveau-Paris Brain Institute-ICM, CNRS, Inserm, AP-HP, Hôpital de la Pitié Salpêtrière, DMU Neurosciences, Département de Neurologie, F-75013, Paris, France
- Department of Neurology, Movement Disorder Division, Rush University Medical Center, 1725 W. Harrison Street, Chicago, IL, 60612, USA
| | - Louise-Laure Mariani
- Sorbonne Université, Institut du Cerveau-Paris Brain Institute-ICM, CNRS, Inserm, AP-HP, Hôpital de la Pitié Salpêtrière, DMU Neurosciences, Département de Neurologie, F-75013, Paris, France
| | - Hirotaka Iwaki
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- Data Tecnica International LLC, Washington, DC, USA
| | - Olivier Colliot
- Sorbonne Université, Institut du Cerveau-Paris Brain Institute-ICM, CNRS, Inria, Inserm, AP-HP, Hôpital de la Pitié Salpêtrière, F-75013, Paris, France
| | - Lasse Pihlstrøm
- Department of Neurology, Oslo University Hospital, Oslo, Norway
| | - Jean-Christophe Corvol
- Sorbonne Université, Institut du Cerveau-Paris Brain Institute-ICM, CNRS, Inserm, AP-HP, Hôpital de la Pitié Salpêtrière, DMU Neurosciences, Département de Neurologie, F-75013, Paris, France.
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Christine CW, Auinger P, Forti EA, Tat L, Cannizzaro N, Mustafa A, Iyer JM, Oakes D, Green R. Relationships of B12 and Homocysteine with Outcomes in the SURE-PD, SURE-PD3, and STEADY-PDIII Trials. JOURNAL OF PARKINSON'S DISEASE 2024; 14:1243-1255. [PMID: 39240650 PMCID: PMC11380300 DOI: 10.3233/jpd-240035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 06/04/2024] [Indexed: 09/07/2024]
Abstract
Background DATATOP was a study of early Parkinson's disease (PD) conducted in the 1980 s, before mandatory folic acid fortification in the United States. Our analysis of its baseline serum samples revealed a geometric mean vitamin B12 of 369 pg/mL and homocysteine (tHcy) of 9.5μmol/l. We also found that low B12 predicted greater worsening of ambulatory capacity (AC) and elevated tHcy (>15μmol/L) predicted greater declines in cognitive function. Objective We sought to measure B12 and tHcy in contemporary trial participants with early PD who had not started dopaminergic treatment and to determine whether these analytes were associated with clinical progression. Methods We measured B12 and tHcy from baseline and end-of-study blood samples from three recent clinical trials. Results Baseline geometric mean B12 levels for these studies ranged from 484- 618 pg/ml and for tHcy ranged from 7.4- 10μmol/L. Use of B12-containing supplements ranged from 41- 61%, and those taking supplements had higher B12 and lower tHcy. Those who began levodopa, but were not taking B12-supplements, had greater end-of-study tHcy. There was no association of baseline tHcy > 15μmol/L with annualized change in Montreal Cognitive Assessment and no association of baseline B12 tertiles with change in AC. Conclusions In these longitudinal trials, B12 levels were higher than for DATATOP, due in large part to increased B12-supplement intake, while tHcy levels were similar. Initiation of levodopa was associated with increases of tHcy in those not taking a B12-containing supplement. These smaller studies did not replicate prior findings of low B12 and elevated tHcy with features of progression, possibly due to higher baseline B12.
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Affiliation(s)
- Chadwick W. Christine
- Department of Neurology, University of California San Francisco, San Francisco, CA, USA
| | - Peggy Auinger
- Department of Neurology, Center for Health and Technology, University of Rochester, Rochester, NY, USA
| | - Esther A.R. Forti
- Department of Pathology and Laboratory Medicine, University of California Davis, Davis, CA, USA
| | - Lyvin Tat
- Department of Pathology and Laboratory Medicine, University of California Davis, Davis, CA, USA
| | - Noemi Cannizzaro
- Department of Pathology and Laboratory Medicine, University of California Davis, Davis, CA, USA
| | - Arshi Mustafa
- Department of Pathology and Laboratory Medicine, University of California Davis, Davis, CA, USA
| | - Jay M. Iyer
- Departments of Molecular and Cellular Biology and Statistics, Harvard University, Cambridge, MA, USA
| | - David Oakes
- Department of Biostatistics and Computational Biology, University of Rochester, Rochester, NY, USA
| | - Ralph Green
- Department of Pathology and Laboratory Medicine, University of California Davis, Davis, CA, USA
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40
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Grabb MC, Brady LS. Biomarker Methodologies: A NIMH Perspective. ADVANCES IN NEUROBIOLOGY 2024; 40:3-44. [PMID: 39562439 DOI: 10.1007/978-3-031-69491-2_1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/21/2024]
Abstract
Biomarkers are critically important in the development of drugs, biologics, medical devices, and psychosocial interventions for psychiatric disorders. As the lead federal agency charged with setting and supporting the national agenda for mental health research, the National Institute of Mental Health (NIMH) funds a broad portfolio of basic, translational, and clinical research focused on identifying, developing, and validating biomarkers for serious mental illnesses and neurodevelopmental conditions. In psychiatric research over the past 10 years, there has been an intensive effort to identify biomarkers as potential tools to improve treatment options for individuals with mental health concerns and increase success in the development of novel interventions. This chapter highlights examples of biomarker technologies that have been utilized to advance understanding of the pathophysiology of psychiatric disorders and the development of novel therapeutics.
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Affiliation(s)
- Margaret C Grabb
- National Institutes of Health, National Institute of Mental Health, Rockville, MD, USA.
| | - Linda S Brady
- National Institutes of Health, National Institute of Mental Health, Rockville, MD, USA
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41
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Bettencourt C, Skene N, Bandres-Ciga S, Anderson E, Winchester LM, Foote IF, Schwartzentruber J, Botia JA, Nalls M, Singleton A, Schilder BM, Humphrey J, Marzi SJ, Toomey CE, Kleifat AA, Harshfield EL, Garfield V, Sandor C, Keat S, Tamburin S, Frigerio CS, Lourida I, Ranson JM, Llewellyn DJ. Artificial intelligence for dementia genetics and omics. Alzheimers Dement 2023; 19:5905-5921. [PMID: 37606627 PMCID: PMC10841325 DOI: 10.1002/alz.13427] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Revised: 07/14/2023] [Accepted: 07/18/2023] [Indexed: 08/23/2023]
Abstract
Genetics and omics studies of Alzheimer's disease and other dementia subtypes enhance our understanding of underlying mechanisms and pathways that can be targeted. We identified key remaining challenges: First, can we enhance genetic studies to address missing heritability? Can we identify reproducible omics signatures that differentiate between dementia subtypes? Can high-dimensional omics data identify improved biomarkers? How can genetics inform our understanding of causal status of dementia risk factors? And which biological processes are altered by dementia-related genetic variation? Artificial intelligence (AI) and machine learning approaches give us powerful new tools in helping us to tackle these challenges, and we review possible solutions and examples of best practice. However, their limitations also need to be considered, as well as the need for coordinated multidisciplinary research and diverse deeply phenotyped cohorts. Ultimately AI approaches improve our ability to interrogate genetics and omics data for precision dementia medicine. HIGHLIGHTS: We have identified five key challenges in dementia genetics and omics studies. AI can enable detection of undiscovered patterns in dementia genetics and omics data. Enhanced and more diverse genetics and omics datasets are still needed. Multidisciplinary collaborative efforts using AI can boost dementia research.
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Affiliation(s)
- Conceicao Bettencourt
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, London, UK
- Queen Square Brain Bank for Neurological Disorders, UCL Queen Square Institute of Neurology, London, UK
| | - Nathan Skene
- UK Dementia Research Institute, Imperial College London, London, UK
- Department of Brain Sciences, Imperial College London, London, UK
| | - Sara Bandres-Ciga
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Maryland, USA
| | - Emma Anderson
- Department of Mental Health of Older People, Division of Psychiatry, University College London, London, UK
| | | | - Isabelle F Foote
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, Colorado, USA
| | - Jeremy Schwartzentruber
- Open Targets, Cambridge, UK
- Wellcome Sanger Institute, Cambridge, UK
- Illumina Artificial Intelligence Laboratory, Illumina Inc, Foster City, California, USA
| | - Juan A Botia
- Departamento de Ingeniería de la Información y las Comunicaciones, Universidad de Murcia, Murcia, Spain
| | - Mike Nalls
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Maryland, USA
- Data Tecnica International LLC, Washington, DC, USA
| | - Andrew Singleton
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Maryland, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, USA
| | - Brian M Schilder
- UK Dementia Research Institute, Imperial College London, London, UK
- Department of Brain Sciences, Imperial College London, London, UK
| | - Jack Humphrey
- Nash Family Department of Neuroscience and Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, USA
| | - Sarah J Marzi
- UK Dementia Research Institute, Imperial College London, London, UK
- Department of Brain Sciences, Imperial College London, London, UK
| | - Christina E Toomey
- Queen Square Brain Bank for Neurological Disorders, UCL Queen Square Institute of Neurology, London, UK
- Department of Clinical and Movement Neuroscience, UCL Queen Square Institute of Neurology, London, UK
- The Francis Crick Institute, London, UK
| | - Ahmad Al Kleifat
- Department of Basic and Clinical Neuroscience, Maurice Wohl Clinical Neuroscience Institute, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Eric L Harshfield
- Stroke Research Group, Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
| | - Victoria Garfield
- MRC Unit for Lifelong Health and Ageing, Institute of Cardiovascular Science, University College London, London, UK
| | - Cynthia Sandor
- UK Dementia Research Institute. School of Medicine, Cardiff University, Cardiff, UK
| | - Samuel Keat
- UK Dementia Research Institute. School of Medicine, Cardiff University, Cardiff, UK
| | - Stefano Tamburin
- Department of Neurosciences, Biomedicine and Movement Sciences, Neurology Section, University of Verona, Verona, Italy
| | - Carlo Sala Frigerio
- UK Dementia Research Institute, Queen Square Institute of Neurology, University College London, London, UK
| | | | | | - David J Llewellyn
- University of Exeter Medical School, Exeter, UK
- The Alan Turing Institute, London, UK
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Pal G, Corcos DM, Metman LV, Israel Z, Bergman H, Arkadir D. Cognitive Effects of Subthalamic Nucleus Deep Brain Stimulation in Parkinson's Disease with GBA1 Pathogenic Variants. Mov Disord 2023; 38:2155-2162. [PMID: 37916476 PMCID: PMC10990226 DOI: 10.1002/mds.29647] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Revised: 10/09/2023] [Accepted: 10/13/2023] [Indexed: 11/03/2023] Open
Abstract
Genetic subtyping of patients with Parkinson's disease (PD) may assist in predicting the cognitive and motor outcomes of subthalamic deep brain stimulation (STN-DBS). Practical questions were recently raised with the emergence of new data regarding suboptimal cognitive outcomes after STN-DBS in individuals with PD associated with pathogenic variants in glucocerebrosidase gene (GBA1-PD). However, a variety of gaps and controversies remain. (1) Does STN-DBS truly accelerate cognitive deterioration in GBA1-PD? If so, what is the clinical significance of this acceleration? (2) How should the overall risk-to-benefit ratio of STN-DBS in GBA1-PD be established? (3) If STN-DBS has a negative effect on cognition in GBA1-PD, how can this effect be minimized? (4) Should PD patients be genetically tested before STN-DBS? (5) How should GBA1-PD patients considering STN-DBS be counseled? We aim to summarize the currently available relevant data and detail the gaps and controversies that exist pertaining to these questions. In the absence of evidence-based data, all authors strongly agree that clinicians should not categorically deny DBS to PD patients based solely on genotype (GBA1 status). We suggest that PD patients considering DBS may be offered genetic testing for GBA1, where available and feasible, so the potential risks and benefits of STN-DBS can be properly weighed by both the patient and clinician. © 2023 The Authors. Movement Disorders published by Wiley Periodicals LLC on behalf of International Parkinson and Movement Disorder Society.
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Affiliation(s)
- Gian Pal
- Rutgers Robert Wood Johnson Medical School, New Brunswick, New Jersey, United States
| | - Daniel M. Corcos
- Department of Physical Therapy and Human Movement Sciences, Northwestern University, Chicago, Illinois, United States
| | - Leo Verhagen Metman
- Parkinson’s Disease and Movement Disorders Center, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Zvi Israel
- Faculty of Medicine, The Hebrew University and Hadassah, Jerusalem, Jerusalem, Israel
- Department of Neurosurgery, Hadassah Medical Center, Jerusalem, Israel
| | - Hagai Bergman
- Faculty of Medicine, The Hebrew University and Hadassah, Jerusalem, Jerusalem, Israel
- Department of Medical Neurobiology, Institute of Medical Research Israel–Canada (IMRIC), The Hebrew University–Hadassah Medical School, Jerusalem, Israel
- The Edmond and Lily Safra Center for Brain Sciences, The Hebrew University, Jerusalem, Israel
| | - David Arkadir
- Faculty of Medicine, The Hebrew University and Hadassah, Jerusalem, Jerusalem, Israel
- Department of Neurology, Hadassah Medical Center, Jerusalem, Israel
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Jones-Tabah J, He K, Senkevich K, Karpilovsky N, Deyab G, Cousineau Y, Nikanorova D, Goldsmith T, Del Cid Pellitero E, Chen CXQ, Luo W, You Z, Abdian N, Pietrantonio I, Goiran T, Ahmad J, Ruskey JA, Asayesh F, Spiegelman D, Waters C, Monchi O, Dauvilliers Y, Dupré N, Miliukhina I, Timofeeva A, Emelyanov A, Pchelina S, Greenbaum L, Hassin-Baer S, Alcalay RN, Milnerwood A, Durcan TM, Gan-Or Z, Fon EA. The Parkinson's disease risk gene cathepsin B promotes fibrillar alpha-synuclein clearance, lysosomal function and glucocerebrosidase activity in dopaminergic neurons. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.11.11.566693. [PMID: 38014143 PMCID: PMC10680785 DOI: 10.1101/2023.11.11.566693] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2023]
Abstract
Variants in the CTSB gene encoding the lysosomal hydrolase cathepsin B (catB) are associated with increased risk of Parkinson's disease (PD). However, neither the specific CTSB variants driving these associations nor the functional pathways that link catB to PD pathogenesis have been characterized. CatB activity contributes to lysosomal protein degradation and regulates signaling processes involved in autophagy and lysosome biogenesis. Previous in vitro studies have found that catB can cleave monomeric and fibrillar alpha-synuclein, a key protein involved in the pathogenesis of PD that accumulates in the brains of PD patients. However, truncated synuclein isoforms generated by catB cleavage have an increased propensity to aggregate. Thus, catB activity could potentially contribute to lysosomal degradation and clearance of pathogenic alpha synuclein from the cell, but also has the potential of enhancing synuclein pathology by generating aggregation-prone truncations. Therefore, the mechanisms linking catB to PD pathophysiology remain to be clarified. Here, we conducted genetic analyses of the association between common and rare CTSB variants and risk of PD. We then used genetic and pharmacological approaches to manipulate catB expression and function in cell lines and induced pluripotent stem cell-derived dopaminergic neurons and assessed lysosomal activity and the handling of aggregated synuclein fibrils. We find that catB inhibition impairs autophagy, reduces glucocerebrosidase (encoded by GBA1) activity, and leads to an accumulation of lysosomal content. In cell lines, reduction of CTSB gene expression impairs the degradation of pre-formed alpha-synuclein fibrils, whereas CTSB gene activation enhances fibril clearance. In midbrain organoids and dopaminergic neurons treated with alpha-synuclein fibrils, catB inhibition potentiates the formation of inclusions which stain positively for phosphorylated alpha-synuclein. These results indicate that the reduction of catB function negatively impacts lysosomal pathways associated with PD pathogenesis, while conversely catB activation could promote the clearance of pathogenic alpha-synuclein.
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Affiliation(s)
- Jace Jones-Tabah
- McGill Parkinson Program, Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
- Department of Neurology and Neurosurgery, McGill University, Montréal, Canada
| | - Kathy He
- McGill Parkinson Program, Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
| | - Konstantin Senkevich
- McGill Parkinson Program, Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
- Department of Neurology and Neurosurgery, McGill University, Montréal, Canada
| | - Nathan Karpilovsky
- McGill Parkinson Program, Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
| | - Ghislaine Deyab
- McGill Parkinson Program, Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
| | - Yuting Cousineau
- Department of Neurology and Neurosurgery, McGill University, Montréal, Canada
| | - Daria Nikanorova
- Research Department, Bioinformatics Institute, Saint-Petersburg, Russia
| | - Taylor Goldsmith
- Early Drug Discovery Unit (EDDU), Montreal Neurological Institute-Hospital, McGill University, Montreal, Canada
| | - Esther Del Cid Pellitero
- McGill Parkinson Program, Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
| | - Carol X-Q Chen
- Early Drug Discovery Unit (EDDU), Montreal Neurological Institute-Hospital, McGill University, Montreal, Canada
| | - Wen Luo
- Early Drug Discovery Unit (EDDU), Montreal Neurological Institute-Hospital, McGill University, Montreal, Canada
| | - Zhipeng You
- Early Drug Discovery Unit (EDDU), Montreal Neurological Institute-Hospital, McGill University, Montreal, Canada
| | - Narges Abdian
- Early Drug Discovery Unit (EDDU), Montreal Neurological Institute-Hospital, McGill University, Montreal, Canada
| | - Isabella Pietrantonio
- McGill Parkinson Program, Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
| | - Thomas Goiran
- McGill Parkinson Program, Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
| | - Jamil Ahmad
- McGill Parkinson Program, Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
- Department of Neurology and Neurosurgery, McGill University, Montréal, Canada
| | - Jennifer A Ruskey
- McGill Parkinson Program, Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
- Department of Neurology and Neurosurgery, McGill University, Montréal, Canada
| | - Farnaz Asayesh
- McGill Parkinson Program, Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
- Department of Human Genetics, McGill University, Montréal, Canada
| | - Dan Spiegelman
- McGill Parkinson Program, Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
| | - Cheryl Waters
- Department of Neurology, College of Physicians and Surgeons, Columbia University Medical Center, NY, USA
| | - Oury Monchi
- Department of Neurology and Neurosurgery, McGill University, Montréal, Canada
- Département de radiologie, radio-oncologie et médecine nucléaire, Université de Montréal, Montréal, QC, Canada
- Centre de recherche de l'Institut universitaire de gériatrie de Montréal, Montréal, QC, Canada
| | - Yves Dauvilliers
- National Reference Center for Narcolepsy, Sleep Unit, Department of Neurology, Gui-de-Chauliac Hospital, CHU Montpellier, University of Montpellier, Montpellier, France
| | - Nicolas Dupré
- Neuroscience Axis, CHU de Québec - Université Laval, Quebec City, G1V 4G2, Canada
- Department of Medicine, Faculty of Medicine, Université Laval, Québec, QC, G1V 0A6, Canada
| | | | - Alla Timofeeva
- First Pavlov State Medical University of St. Petersburg, Saint-Petersburg, Russia
| | - Anton Emelyanov
- First Pavlov State Medical University of St. Petersburg, Saint-Petersburg, Russia
| | - Sofya Pchelina
- First Pavlov State Medical University of St. Petersburg, Saint-Petersburg, Russia
| | - Lior Greenbaum
- Institute of the Human Brain of RAS, St. Petersburg, Russia
- First Pavlov State Medical University of St. Petersburg, Saint-Petersburg, Russia
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Sharon Hassin-Baer
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- The Joseph Sagol Neuroscience Center, Sheba Medical Center, Tel Hashomer, Israel
- The Movement Disorders Institute, Department of Neurology, Sheba Medical Center, Tel Hashomer, Israel
| | - Roy N Alcalay
- Department of Neurology, College of Physicians and Surgeons, Columbia University Medical Center, NY, USA
- Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Austen Milnerwood
- Department of Neurology and Neurosurgery, McGill University, Montréal, Canada
| | - Thomas M Durcan
- Early Drug Discovery Unit (EDDU), Montreal Neurological Institute-Hospital, McGill University, Montreal, Canada
| | - Ziv Gan-Or
- McGill Parkinson Program, Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
- Department of Human Genetics, McGill University, Montréal, Canada
| | - Edward A Fon
- McGill Parkinson Program, Neurodegenerative Diseases Group, Department of Neurology and Neurosurgery, Montreal Neurological Institute-Hospital, McGill University, Montreal, Québec, Canada
- Department of Neurology and Neurosurgery, McGill University, Montréal, Canada
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44
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Makarious MB, Lake J, Pitz V, Ye Fu A, Guidubaldi JL, Solsberg CW, Bandres-Ciga S, Leonard HL, Kim JJ, Billingsley KJ, Grenn FP, Jerez PA, Alvarado CX, Iwaki H, Ta M, Vitale D, Hernandez D, Torkamani A, Ryten M, Hardy J, UK Brain Expression Consortium (UKBEC),, Scholz SW, Traynor BJ, Dalgard CL, Ehrlich DJ, Tanaka T, Ferrucci L, Beach TG, Serrano GE, Real R, Morris HR, Ding J, Gibbs JR, Singleton AB, Nalls MA, Bhangale T, Blauwendraat C. Large-scale rare variant burden testing in Parkinson's disease. Brain 2023; 146:4622-4632. [PMID: 37348876 PMCID: PMC10629770 DOI: 10.1093/brain/awad214] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Revised: 05/01/2023] [Accepted: 05/30/2023] [Indexed: 06/24/2023] Open
Abstract
Parkinson's disease has a large heritable component and genome-wide association studies have identified over 90 variants with disease-associated common variants, providing deeper insights into the disease biology. However, there have not been large-scale rare variant analyses for Parkinson's disease. To address this gap, we investigated the rare genetic component of Parkinson's disease at minor allele frequencies <1%, using whole genome and whole exome sequencing data from 7184 Parkinson's disease cases, 6701 proxy cases and 51 650 healthy controls from the Accelerating Medicines Partnership Parkinson's disease (AMP-PD) initiative, the National Institutes of Health, the UK Biobank and Genentech. We performed burden tests meta-analyses on small indels and single nucleotide protein-altering variants, prioritized based on their predicted functional impact. Our work identified several genes reaching exome-wide significance. Two of these genes, GBA1 and LRRK2, have variants that have been previously implicated as risk factors for Parkinson's disease, with some variants in LRRK2 resulting in monogenic forms of the disease. We identify potential novel risk associations for variants in B3GNT3, AUNIP, ADH5, TUBA1B, OR1G1, CAPN10 and TREML1 but were unable to replicate the observed associations across independent datasets. Of these, B3GNT3 and TREML1 could provide new evidence for the role of neuroinflammation in Parkinson's disease. To date, this is the largest analysis of rare genetic variants in Parkinson's disease.
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Affiliation(s)
- Mary B Makarious
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20814, USA
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London WC1N 3BG, UK
- UCL Movement Disorders Centre, University College London, London WC1N 3BG, UK
| | - Julie Lake
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20814, USA
| | - Vanessa Pitz
- Integrative Neurogenomics Unit, Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20814, USA
| | - Allen Ye Fu
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20814, USA
- Department of Cell Biology and Neuroscience, Rutgers University, Piscataway, NJ 08854, USA
| | - Joseph L Guidubaldi
- Integrative Neurogenomics Unit, Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20814, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20814, USA
| | - Caroline Warly Solsberg
- Memory and Aging Center, Department of Neurology, University of California San Francisco, San Francisco, CA 94158, USA
- Pharmaceutical Sciences and Pharmacogenomics, University of California San Francisco, San Francisco, CA 94143, USA
| | - Sara Bandres-Ciga
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20814, USA
| | - Hampton L Leonard
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20814, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20814, USA
- Data Tecnica International, Washington, DC 20812, USA
| | - Jonggeol Jeffrey Kim
- Integrative Neurogenomics Unit, Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20814, USA
- Preventive Neurology Unit, Wolfson Institute of Preventive Medicine, Queen Mary University of London, London EC1M 6BQ, UK
| | - Kimberley J Billingsley
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20814, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20814, USA
| | - Francis P Grenn
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20814, USA
| | - Pilar Alvarez Jerez
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20814, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20814, USA
| | - Chelsea X Alvarado
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20814, USA
- Data Tecnica International, Washington, DC 20812, USA
| | - Hirotaka Iwaki
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20814, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20814, USA
- Data Tecnica International, Washington, DC 20812, USA
| | - Michael Ta
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20814, USA
- Data Tecnica International, Washington, DC 20812, USA
| | - Dan Vitale
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20814, USA
- Data Tecnica International, Washington, DC 20812, USA
| | - Dena Hernandez
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20814, USA
| | - Ali Torkamani
- Department of Integrative Structural and Computational Biology, Scripps Research Institute, La Jolla, CA 92037, USA
| | - Mina Ryten
- NIHR Great Ormond Street Hospital Biomedical Research Centre, University College London, London WC1N 1EH, UK
- Department of Genetics and Genomic Medicine, Great Ormond Street Institute of Child Health, University College London, London WC1N 1EH, UK
| | - John Hardy
- UK Dementia Research Institute and Department of Neurodegenerative Disease and Reta Lila Weston Institute, UCL Queen Square Institute of Neurology and UCL Movement Disorders Centre, University College London, London WC1N 3BG, UK
- Institute for Advanced Study, The Hong Kong University of Science and Technology, Hong Kong SAR, China
| | | | - Sonja W Scholz
- Neurodegenerative Diseases Research Unit, National Institute of Neurological Disorders and Stroke, Bethesda, MD 20814, USA
- Department of Neurology, Johns Hopkins University Medical Center, Baltimore, MD 21287, USA
| | - Bryan J Traynor
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20814, USA
- Department of Neurology, Johns Hopkins University Medical Center, Baltimore, MD 21287, USA
| | - Clifton L Dalgard
- The American Genome Center, Uniformed Services University of the Health Sciences, Bethesda, MD 20814, USA
| | - Debra J Ehrlich
- Parkinson’s Disease Clinic, Office of the Clinical Director, National Institute of Neurological Disorders and Stroke, Bethesda, MD 20814, USA
| | - Toshiko Tanaka
- Translational Gerontology Branch, National Institute on Aging, NIH, Baltimore, MD 21224, USA
| | - Luigi Ferrucci
- Translational Gerontology Branch, National Institute on Aging, NIH, Baltimore, MD 21224, USA
| | - Thomas G Beach
- Civin Laboratory for Neuropathology, Banner Sun Health Research Institute, Sun City, AZ 85351, USA
| | - Geidy E Serrano
- Civin Laboratory for Neuropathology, Banner Sun Health Research Institute, Sun City, AZ 85351, USA
| | - Raquel Real
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London WC1N 3BG, UK
- UCL Movement Disorders Centre, University College London, London WC1N 3BG, UK
| | - Huw R Morris
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London WC1N 3BG, UK
- UCL Movement Disorders Centre, University College London, London WC1N 3BG, UK
| | - Jinhui Ding
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20814, USA
| | - J Raphael Gibbs
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20814, USA
| | - Andrew B Singleton
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20814, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20814, USA
| | - Mike A Nalls
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20814, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20814, USA
- Data Tecnica International, Washington, DC 20812, USA
| | - Tushar Bhangale
- Department of Human Genetics, Genentech, Inc., South San Francisco, CA 94080, USA
| | - Cornelis Blauwendraat
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20814, USA
- Integrative Neurogenomics Unit, Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20814, USA
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20814, USA
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45
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Koretsky MJ, Alvarado C, Makarious MB, Vitale D, Levine K, Bandres-Ciga S, Dadu A, Scholz SW, Sargent L, Faghri F, Iwaki H, Blauwendraat C, Singleton A, Nalls M, Leonard H. Genetic risk factor clustering within and across neurodegenerative diseases. Brain 2023; 146:4486-4494. [PMID: 37192343 PMCID: PMC10629980 DOI: 10.1093/brain/awad161] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Revised: 04/11/2023] [Accepted: 04/26/2023] [Indexed: 05/18/2023] Open
Abstract
Overlapping symptoms and co-pathologies are common in closely related neurodegenerative diseases (NDDs). Investigating genetic risk variants across these NDDs can give further insight into disease manifestations. In this study we have leveraged genome-wide single nucleotide polymorphisms and genome-wide association study summary statistics to cluster patients based on their genetic status across identified risk variants for five NDDs (Alzheimer's disease, Parkinson's disease, amyotrophic lateral sclerosis, Lewy body dementia and frontotemporal dementia). The multi-disease and disease-specific clustering results presented here provide evidence that NDDs have more overlapping genetic aetiology than previously expected and how neurodegeneration should be viewed as a spectrum of symptomology. These clustering analyses also show potential subsets of patients with these diseases that are significantly depleted for any known common genetic risk factors suggesting environmental or other factors at work. Establishing that NDDs with overlapping pathologies share genetic risk loci, future research into how these variants might have different effects on downstream protein expression, pathology and NDD manifestation in general is important for refining and treating NDDs.
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Affiliation(s)
- Mathew J Koretsky
- Center for Alzheimer’s Disease and Related Dementias, National Institutes of Health, Bethesda, MD 20892, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20892, USA
| | - Chelsea Alvarado
- Center for Alzheimer’s Disease and Related Dementias, National Institutes of Health, Bethesda, MD 20892, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20892, USA
- Data Tecnica International LLC, Washington, DC 20037, USA
| | - Mary B Makarious
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20892, USA
- UCL Movement Disorders Centre, University College London, London, WC1E 6BT, UK
| | - Dan Vitale
- Center for Alzheimer’s Disease and Related Dementias, National Institutes of Health, Bethesda, MD 20892, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20892, USA
- Data Tecnica International LLC, Washington, DC 20037, USA
| | - Kristin Levine
- Center for Alzheimer’s Disease and Related Dementias, National Institutes of Health, Bethesda, MD 20892, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20892, USA
- Data Tecnica International LLC, Washington, DC 20037, USA
| | - Sara Bandres-Ciga
- Center for Alzheimer’s Disease and Related Dementias, National Institutes of Health, Bethesda, MD 20892, USA
| | - Anant Dadu
- Center for Alzheimer’s Disease and Related Dementias, National Institutes of Health, Bethesda, MD 20892, USA
- Data Tecnica International LLC, Washington, DC 20037, USA
- Department of Computer Science, University of Illinois at Urbana-Champaign, Champaign, IL 61820, USA
| | - Sonja W Scholz
- Neurodegenerative Diseases Research Unit, National Institute of Neurological Disorders and Stroke, Bethesda, MD 20892, USA
- Department of Neurology, Johns Hopkins University, Baltimore, MD 21287, USA
| | - Lana Sargent
- Center for Alzheimer’s Disease and Related Dementias, National Institutes of Health, Bethesda, MD 20892, USA
| | - Faraz Faghri
- Center for Alzheimer’s Disease and Related Dementias, National Institutes of Health, Bethesda, MD 20892, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20892, USA
- Data Tecnica International LLC, Washington, DC 20037, USA
| | - Hirotaka Iwaki
- Center for Alzheimer’s Disease and Related Dementias, National Institutes of Health, Bethesda, MD 20892, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20892, USA
- Data Tecnica International LLC, Washington, DC 20037, USA
| | - Cornelis Blauwendraat
- Center for Alzheimer’s Disease and Related Dementias, National Institutes of Health, Bethesda, MD 20892, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20892, USA
| | - Andrew Singleton
- Center for Alzheimer’s Disease and Related Dementias, National Institutes of Health, Bethesda, MD 20892, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20892, USA
| | - Mike Nalls
- Center for Alzheimer’s Disease and Related Dementias, National Institutes of Health, Bethesda, MD 20892, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20892, USA
- Data Tecnica International LLC, Washington, DC 20037, USA
| | - Hampton Leonard
- Center for Alzheimer’s Disease and Related Dementias, National Institutes of Health, Bethesda, MD 20892, USA
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20892, USA
- Data Tecnica International LLC, Washington, DC 20037, USA
- DZNE, Tuebingen 72076, Germany
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46
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Senkevich K, Beletskaia M, Dworkind A, Yu E, Ahmad J, Ruskey JA, Asayesh F, Spiegelman D, Fahn S, Waters C, Monchi O, Dauvilliers Y, Dupré N, Greenbaum L, Hassin-Baer S, Nagornov I, Tyurin A, Miliukhina I, Timofeeva A, Emelyanov A, Trempe JF, Zakharova E, Alcalay RN, Pchelina S, Gan-Or Z. Association of Rare Variants in ARSA with Parkinson's Disease. Mov Disord 2023; 38:1806-1812. [PMID: 37381728 PMCID: PMC10615669 DOI: 10.1002/mds.29521] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Revised: 05/25/2023] [Accepted: 06/12/2023] [Indexed: 06/30/2023] Open
Abstract
BACKGROUND Several lysosomal genes are associated with Parkinson's disease (PD), yet the association between PD and ARSA remains unclear. OBJECTIVES To study rare ARSA variants in PD. METHODS To study rare ARSA variants (minor allele frequency < 0.01) in PD, we performed burden analyses in six independent cohorts with 5801 PD patients and 20,475 controls, followed by a meta-analysis. RESULTS We found evidence for associations between functional ARSA variants and PD in four cohorts (P ≤ 0.05 in each) and in the meta-analysis (P = 0.042). We also found an association between loss-of-function variants and PD in the United Kingdom Biobank cohort (P = 0.005) and in the meta-analysis (P = 0.049). These results should be interpreted with caution as no association survived multiple comparisons correction. Additionally, we describe two families with potential co-segregation of ARSA p.E382K and PD. CONCLUSIONS Rare functional and loss-of-function ARSA variants may be associated with PD. Further replications in large case-control/familial cohorts are required. © 2023 The Authors. Movement Disorders published by Wiley Periodicals LLC on behalf of International Parkinson and Movement Disorder Society.
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Affiliation(s)
- Konstantin Senkevich
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
- Department of Neurology and neurosurgery, McGill University, Montréal, QC, Canada, Canada
| | - Mariia Beletskaia
- First Pavlov State Medical University of St. Petersburg, Saint-Petersburg, Russia
| | - Aliza Dworkind
- Department of Physiology, McGill University, Montréal, QC, Canada
| | - Eric Yu
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
- Department of Human Genetics, McGill University, Montréal, QC, Canada
| | - Jamil Ahmad
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
- Department of Neurology and neurosurgery, McGill University, Montréal, QC, Canada, Canada
| | - Jennifer A. Ruskey
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
- Department of Neurology and neurosurgery, McGill University, Montréal, QC, Canada, Canada
| | - Farnaz Asayesh
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
- Department of Human Genetics, McGill University, Montréal, QC, Canada
| | - Dan Spiegelman
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
| | - Stanley Fahn
- Department of Neurology, College of Physicians and Surgeons, Columbia University Medical Center, NY, USA
| | - Cheryl Waters
- Department of Neurology, College of Physicians and Surgeons, Columbia University Medical Center, NY, USA
| | - Oury Monchi
- Department of Neurology and neurosurgery, McGill University, Montréal, QC, Canada, Canada
- Department of Clinical Neurosciences and Department of Radiology, University of Calgary, Calgary, Alberta, Canada
- Hotchkiss Brain Institute, Cumming School of Medicine, Calgary, Alberta, T2N 4N1 Canada
| | - Yves Dauvilliers
- National Reference Center for Narcolepsy, Sleep Unit, Department of Neurology, Gui-de-Chauliac Hospital, CHU Montpellier, University of Montpellier, Montpellier, France
| | - Nicolas Dupré
- Division of Neurosciences, CHU de Québec, Université Laval, Quebec City, Quebec, Canada
- Department of Medicine, Faculty of Medicine, Université Laval, Québec, Canada
| | - Lior Greenbaum
- The Danek Gertner Institute of Human Genetics, Sheba Medical Center, Tel Hashomer, Israel
- The Joseph Sagol Neuroscience Center, Sheba Medical Center, Tel Hashomer, Israel
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Sharon Hassin-Baer
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- The Movement Disorders Institute, Department of Neurology, Sheba Medical Center, Tel Hashomer, Israel
| | - Ilya Nagornov
- Research Centre for Medical Genetics, Moscow, Russia
| | - Alexandr Tyurin
- First Pavlov State Medical University of St. Petersburg, Saint-Petersburg, Russia
| | | | - Alla Timofeeva
- First Pavlov State Medical University of St. Petersburg, Saint-Petersburg, Russia
| | - Anton Emelyanov
- First Pavlov State Medical University of St. Petersburg, Saint-Petersburg, Russia
| | - Jean-François Trempe
- Department of Pharmacology and Therapeutics and Centre de Recherche en Biologie Structurale, McGill University, Montreal H3A 1A3, Canada
| | | | - Roy N. Alcalay
- Department of Neurology, College of Physicians and Surgeons, Columbia University Medical Center, NY, USA
- Division of Movement Disorders, Tel Aviv Sourasky Medical Center; Tel Aviv, Israel
| | - Sofya Pchelina
- First Pavlov State Medical University of St. Petersburg, Saint-Petersburg, Russia
| | - Ziv Gan-Or
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montreal, Quebec, Canada
- Department of Neurology and neurosurgery, McGill University, Montréal, QC, Canada, Canada
- Department of Human Genetics, McGill University, Montréal, QC, Canada
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47
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Lüth T, Gabbert C, Koch S, König IR, Caliebe A, Laabs BH, Hentati F, Sassi SB, Amouri R, Spielmann M, Klein C, Grünewald A, Farrer MJ, Trinh J. Interaction of Mitochondrial Polygenic Score and Lifestyle Factors in LRRK2 p.Gly2019Ser Parkinsonism. Mov Disord 2023; 38:1837-1849. [PMID: 37482924 DOI: 10.1002/mds.29563] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Revised: 06/15/2023] [Accepted: 07/05/2023] [Indexed: 07/25/2023] Open
Abstract
BACKGROUND A mitochondrial polygenic score (MGS) is composed of genes related to mitochondrial function and found to be associated with Parkinson's disease (PD) risk. OBJECTIVE To investigate the impact of the MGS and lifestyle/environment on age at onset (AAO) in LRRK2 p.Gly2019Ser parkinsonism (LRRK2-PD) and idiopathic PD (iPD). METHODS We included N = 486 patients with LRRK2-PD and N = 9259 with iPD from the Accelerating Medicines Partnership® Parkinson's Disease Knowledge Platform (AMP-PD), Fox Insight, and a Tunisian Arab-Berber founder population. Genotyping data were used to perform the MGS analysis. Additionally, lifestyle/environmental data were obtained from the PD Risk Factor Questionnaire (PD-RFQ). Linear regression models were used to assess the relationship between MGS, lifestyle/environment, and AAO. RESULTS Our derived MGS was significantly higher in PD cases compared with controls (P = 1.1 × 10-8 ). We observed that higher MGS was significantly associated with earlier AAO in LRRK2-PD (P = 0.047, β = -1.40) and there was the same trend with a smaller effect size in iPD (P = 0.231, β = 0.22). There was a correlation between MGS and AAO in LRRK2-PD patients of European descent (P = 0.049, r = -0.12) that was visibly less pronounced in Tunisians (P = 0.449, r = -0.05). We found that the MGS interacted with caffeinated soda consumption (P = 0.003, β = -5.65) in LRRK2-PD and with tobacco use (P = 0.010, β = 1.32) in iPD. Thus, patients with a high MGS had an earlier AAO only if they consumed caffeinated soda or were non-smokers. CONCLUSIONS The MGS was more strongly associated with earlier AAO in LRRK2-PD compared with iPD. Caffeinated soda consumption or tobacco use interacted with MGS to predict AAO. Our study suggests gene-environment interactions as modifiers of AAO in LRRK2-PD. © 2023 The Authors. Movement Disorders published by Wiley Periodicals LLC on behalf of International Parkinson and Movement Disorder Society.
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Affiliation(s)
- Theresa Lüth
- Institute of Neurogenetics, University of Lübeck, Lübeck, Germany
| | - Carolin Gabbert
- Institute of Neurogenetics, University of Lübeck, Lübeck, Germany
| | - Sebastian Koch
- Institute of Medical Informatics and Statistics, Kiel University, University Hospital Schleswig-Holstein, Kiel, Germany
| | - Inke R König
- Institute of Medical Biometry and Statistics, University of Lübeck, Lübeck, Germany
| | - Amke Caliebe
- Institute of Medical Informatics and Statistics, Kiel University, University Hospital Schleswig-Holstein, Kiel, Germany
| | - Björn-Hergen Laabs
- Institute of Medical Biometry and Statistics, University of Lübeck, Lübeck, Germany
| | - Faycel Hentati
- Neurology Department, National Institute of Neurology, Tunis, Tunisia
| | - Samia Ben Sassi
- Neurology Department, National Institute of Neurology, Tunis, Tunisia
| | - Rim Amouri
- Neurology Department, National Institute of Neurology, Tunis, Tunisia
| | - Malte Spielmann
- Institute of Human Genetics, University of Lübeck, Lübeck, Germany
| | - Christine Klein
- Institute of Neurogenetics, University of Lübeck, Lübeck, Germany
| | - Anne Grünewald
- Institute of Neurogenetics, University of Lübeck, Lübeck, Germany
- Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg
| | | | - Joanne Trinh
- Institute of Neurogenetics, University of Lübeck, Lübeck, Germany
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48
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Martinez-Carrasco A, Real R, Lawton M, Iwaki H, Tan MMX, Wu L, Williams NM, Carroll C, Hu MTM, Grosset DG, Hardy J, Ryten M, Foltynie T, Ben-Shlomo Y, Shoai M, Morris HR. Genetic meta-analysis of levodopa induced dyskinesia in Parkinson's disease. NPJ Parkinsons Dis 2023; 9:128. [PMID: 37652906 PMCID: PMC10471743 DOI: 10.1038/s41531-023-00573-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2023] [Accepted: 08/16/2023] [Indexed: 09/02/2023] Open
Abstract
The genetic basis of levodopa-induced-dyskinesia (LiD) is poorly understood, and there have been few well-powered genome-wide studies. We performed a genome-wide survival meta-analyses to study the effect of genetic variation on the development of LiD in five separate longitudinal cohorts, and meta-analysed the results. We included 2784 PD patients, of whom 14.6% developed LiD. We found female sex (HR = 1.35, SE = 0.11, P = 0.007) and younger age at onset (HR = 1.8, SE = 0.14, P = 2 × 10-5) increased the probability of developing LiD. We identified three genetic loci significantly associated with time-to-LiD onset. rs72673189 on chromosome 1 (HR = 2.77, SE = 0.18, P = 1.53 × 10-8) located at the LRP8 locus, rs189093213 on chromosome 4 (HR = 3.06, SE = 0.19, P = 2.81 × 10-9) in the non-coding RNA LINC02353 locus, and rs180924818 on chromosome 16 (HR = 3.13, SE = 0.20, P = 6.27 × 10-9) in the XYLT1 locus. Based on a functional annotation analysis on chromosome 1, we determined that changes in DNAJB4 gene expression, close to LRP8, are an additional potential cause of increased susceptibility to LiD. Baseline anxiety status was significantly associated with LiD (OR = 1.14, SE = 0.03, P = 7.4 × 10-5). Finally, we performed a candidate variant analysis of previously reported loci, and found that genetic variability in ANKK1 (rs1800497, HR = 1.27, SE = 0.09, P = 8.89 × 10-3) and BDNF (rs6265, HR = 1.21, SE = 0.10, P = 4.95 × 10-2) loci were significantly associated with time to LiD in our large meta-analysis.
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Affiliation(s)
- Alejandro Martinez-Carrasco
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, University College London, London, UK.
- UCL Movement Disorders Centre, University College London, London, UK.
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD, 20815, USA.
| | - Raquel Real
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, University College London, London, UK
- UCL Movement Disorders Centre, University College London, London, UK
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD, 20815, USA
| | - Michael Lawton
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Hirotaka Iwaki
- Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- Data Tecnica International, Glen Echo, MD, USA
| | - Manuela M X Tan
- Department of Neurology, Oslo University Hospital, Oslo, Norway
| | - Lesley Wu
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, University College London, London, UK
- UCL Movement Disorders Centre, University College London, London, UK
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD, 20815, USA
| | - Nigel M Williams
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Camille Carroll
- Faculty of Health, University of Plymouth, Plymouth, UK
- Translational and Clinical Research Institute, Newcastle University, Newcastle, UK
| | - Michele T M Hu
- Nuffield Department of Clinical Neurosciences, Division of Clinical Neurology, University of Oxford, Oxford, UK
- Oxford Parkinson's Disease Centre, University of Oxford, Oxford, UK
| | - Donald G Grosset
- School of Neuroscience and Psychology, University of Glasgow, Glasgow, UK
| | - John Hardy
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD, 20815, USA
- Department of Neurodegenerative Diseases, UCL Queen Square Institute of Neurology, University College London, London, UK
- UK Dementia Research Institute, University College London, London, UK
- Reta Lila Weston Institute, UCL Queen Square Institute of Neurology, London, UK
- National Institute for Health Research (NIHR) University College London Hospitals Biomedical Research Centre, London, UK
- Institute for Advanced Study, The Hong Kong University of Science and Technology, Hong Kong SAR, China
| | - Mina Ryten
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD, 20815, USA
- Genetics and Genomic Medicine, UCL Great Ormond Street Institute of Child Health, University College London, London, UK
- NIHR Great Ormond Street Hospital Biomedical Research Centre, University College London, London, UK
| | - Tom Foltynie
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, University College London, London, UK
| | - Yoav Ben-Shlomo
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Maryam Shoai
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD, 20815, USA
- Department of Neurodegenerative Diseases, UCL Queen Square Institute of Neurology, University College London, London, UK
- UK Dementia Research Institute, University College London, London, UK
| | - Huw R Morris
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, University College London, London, UK.
- UCL Movement Disorders Centre, University College London, London, UK.
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD, 20815, USA.
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49
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Gabbert C, Blöbaum L, Lüth T, König IR, Caliebe A, Koch S, Björn-Hergen L, Klein C, Trinh J. The combined effect of lifestyle factors and polygenic scores on age at onset in Parkinson's disease. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.08.25.23294466. [PMID: 37662355 PMCID: PMC10473779 DOI: 10.1101/2023.08.25.23294466] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/05/2023]
Abstract
Objective To investigate the association between a Parkinson's disease (PD)-specific polygenic score (PGS) and protective lifestyle factors on age at onset (AAO) in PD. Methods We included data from 4375 patients with idiopathic PD, 167 patients with GBA1-PD, and 3091 healthy controls of European ancestry from AMP-PD, PPMI, and Fox Insight cohorts. The PGS was calculated based on a previously proposed composition of 1805 variants. The association between PGS and lifestyle factors (i.e., coffee, tobacco, and aspirin) on AAO was assessed with linear and Cox proportional hazards models. Results The PGS showed a negative association with AAO (β=-1.07, p=6×10-7). The use of one, two, or three of the protective lifestyle factors showed a reduction in the hazard ratio by 21% (p=0.0001), 45% (p<2×10-16), and 55% (p<2×10-16), respectively, compared to no use. An additive effect of aspirin (β=7.61, p=8×10-7) and PGS (β=-1.63, p=0.0112) was found for AAO without an interaction (p=0.9789) in the linear regressions, and similar effects were seen for tobacco. Aspirin is shown to be a better predictor of AAO (R2=0.1740) compared to coffee and tobacco use (R2=0.0243, R2=0.0295) or the PGS (R2=0.0141). In contrast, no association between aspirin and AAO was found in GBA1-PD (p>0.05). Interpretation In our cohort, coffee, tobacco, aspirin, and PGS are independent predictors of PD AAO. Additionally, lifestyle factors seem to have a greater influence on AAO than common genetic risk variants with aspirin presenting the largest effect. External validation of our findings is needed.
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Affiliation(s)
- Carolin Gabbert
- Institute of Neurogenetics, University of Lübeck, Lübeck, Germany
| | - Leonie Blöbaum
- Institute of Neurogenetics, University of Lübeck, Lübeck, Germany
| | - Theresa Lüth
- Institute of Neurogenetics, University of Lübeck, Lübeck, Germany
| | - Inke R. König
- Institute of Medical Biometry and Statistics, University of Lübeck, Lübeck, Germany
| | - Amke Caliebe
- Institute of Medical Informatics and Statistics, Kiel University, University Hospital Schleswig-Holstein, Kiel, Germany
| | - Sebastian Koch
- Institute of Medical Informatics and Statistics, Kiel University, University Hospital Schleswig-Holstein, Kiel, Germany
| | - Laabs Björn-Hergen
- Institute of Medical Biometry and Statistics, University of Lübeck, Lübeck, Germany
| | - Christine Klein
- Institute of Neurogenetics, University of Lübeck, Lübeck, Germany
| | - Joanne Trinh
- Institute of Neurogenetics, University of Lübeck, Lübeck, Germany
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50
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Rollo J, Crawford J, Hardy J. A dynamical systems approach for multiscale synthesis of Alzheimer's pathogenesis. Neuron 2023; 111:2126-2139. [PMID: 37172582 DOI: 10.1016/j.neuron.2023.04.018] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2022] [Revised: 12/15/2022] [Accepted: 04/13/2023] [Indexed: 05/15/2023]
Abstract
Alzheimer's disease (AD) is a spatially dynamic pathology that implicates a growing volume of multiscale data spanning genetic, cellular, tissue, and organ levels of the organization. These data and bioinformatics analyses provide clear evidence for the interactions within and between these levels. The resulting heterarchy precludes a linear neuron-centric approach and necessitates that the numerous interactions are measured in a way that predicts their impact on the emergent dynamics of the disease. This level of complexity confounds intuition, and we propose a new methodology that uses non-linear dynamical systems modeling to augment intuition and that links with a community-wide participatory platform to co-create and test system-level hypotheses and interventions. In addition to enabling the integration of multiscale knowledge, key benefits include a more rapid innovation cycle and a rational process for prioritization of data campaigns. We argue that such an approach is essential to support the discovery of multilevel-coordinated polypharmaceutical interventions.
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Affiliation(s)
- Jennifer Rollo
- Department of Neurodegenerative Diseases, UCL Queen Square Institute of Neurology, Queen Square, London WC1N 3BG, UK.
| | - John Crawford
- Adam Smith Business School, University of Glasgow, Glasgow G12 8QQ, UK
| | - John Hardy
- Department of Neurodegenerative Diseases, UCL Queen Square Institute of Neurology, Queen Square, London WC1N 3BG, UK
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