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Grant support

R.H.R. was supported through the award of a Leonard Wolfson Doctoral Training Fellowship in Neurodegeneration. M.A.N. was supported by a consulting contract between Data Tecnica International and the National Institute on Aging, NIH, Bethesda, MD, USA. J.H. and M.R. were supported by the UK Medical Research Council (MRC), with J.H. supported by a grant (MR/N026004/) and M.R. through the award of a Tenure-track Clinician Scientist Fellowship (MR/N008324/1). J.H. was also supported by the UK Dementia Research Institute. Full consortia acknowledgements are available in the supplemental materials (Text S2).

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Article

Moving beyond neurons: the role of cell type-specific gene regulation in Parkinson's disease heritability

Publicated to:Npj Parkinsons Dis. 5 6- - 2019-04-17 5(), DOI: 10.1038/s41531-019-0076-6

Authors: Reynolds, Regina H; Botia, Juan; Nalls, Mike A; Hardy, John; Taliun, Sarah A Gagliano; Ryten, Mina; Noyce, Alastair J; Nicolas, Aude; Cookson, Mark R; Bandres-Ciga, Sara; Gibbs, J Raphael; Hernandez, Dena G; Singleton, Andrew B; Reed, Xylena; Leonard, Hampton; Blauwendraat, Cornelis; Faghri, Faraz; Bras, Jose; Guerreiro, Rita; Tucci, Arianna; Kia, Demis A; Houlden, Henry; Plun-Favreau, Helene; Mok, Kin Y; Wood, Nicholas W; Lovering, Ruth; R'Bibo, Lea; Rizig, Mie; Chelban, Viorica; Trabzuni, Daniah; Tan, Manuela; Morris, Huw R; Middlehurst, Ben; Quinn, John; Billingsley, Kimberley; Holmans, Peter; Kinghorn, Kerri J; Lewis, Patrick; Escott-Price, Valentina; Williams, Nigel; Foltynie, Thomas; Brice, Alexis; Danjou, Fabrice; Lesage, Suzanne; Corvol, Jean-Christophe; Martinez, Maria; Giri, Anamika; Schulte, Claudia; Brockmann, Kathrin; Simon-Sanchez, Javier; Heutink, Peter; Gasser, Thomas; Rizzu, Patrizia; Sharma, Manu; Shulman, Joshua M; Robak, Laurie; Lubbe, Steven; Mencacci, Niccolo E; Finkbeiner, Steven; Lungu, Codrin; Scholz, Sonja W; Gan-Or, Ziv; Rouleau, Guy A; Krohan, Lynne; van Hilten, Jacobus J; Marinus, Johan; Adarmes-Gomez, Astrid D; Bernal-Bernal, Inmaculada; Bonilla-Toribio, Marta; Buiza-Rueda, Dolores; Carrillo, Fatima; Carrion-Claro, Mario; Mir, Pablo; Gomez-Garre, Pilar; Jesus, Silvia; Labrador-Espinosa, Miguel A; Macias, Daniel; Vargas-Gonzalez, Laura; Mendez-del-Barrio, Carlota; Perinan-Tocino, Teresa; Tejera-Parrado, Cristina; Diez-Fairen, Monica; Aguilar, Miquel; Alvarez, Ignacio; Teresa Boungiorno, Mara; Carcel, Maria; Pastor, Pau; Pablo Tartari, Juan; Alvarez, Victoria; Menendez Gonzalez, Manuel; Blazquez, Marta; Garcia, Ciara; Suarez-Sanmartin, Esther; Javier Barrero, Francisco; Mondragon Rezola, Elisabet; Bergareche Yarza, Jesus Alberto; Gorostidi Pagola, Ana; de Munain Arregui, Adolfo Lopez; Ruiz-Martinez, Javier; Cerdan, Debora; Duarte, Jacinto; Clarimon, Jordi; Dols-Icardo, Oriol; Infante, Jon; Marin, Juan; Kulisevsky, Jaime; Pagonabarraga, Javier; Gonzalez-Aramburu, Isabel; Sanchez Rodriguez, Antonio; Sierra, Mara; Duran, Raquel; Ruz, Clara; Vives, Francisco; Escamilla-Sevilla, Francisco; Minguez, Adolfo; Camara, Ana; Compta, Yaroslau; Ezquerra, Mario; Jose Marti, Maria; Fernandez, Manel; Munoz, Esteban; Fernandez-Santiago, Ruben; Tolosa, Eduard; Valldeoriola, Francesc; Garcia-Ruiz, Pedro; Gomez Heredia, Maria Jose; Perez Errazquin, Francisco; Hoenicka, Janet; Jimenez-Escrig, Adriano; Carlos Martinez-Castrillo, Juan; Luis Lopez-Sendon, Jose; Martinez Torres, Irene; Tabernero, Cesar; Vela, Lydia; Zimprich, Alexander; Pihlstrom, Lasse; Koks, Sulev; Taba, Pille; Majamaa, Kari; Siitonen, Ari; Okubadejo, Njideka U; Ojo, Oluwadamilola O; Pitcher, Toni; Anderson, Tim; Bentley, Steven; Fowdar, Javed; Mellick, George; Dalrymple-Alford, John; Henders, Anjali K; Kassam, Irfahan; Montgomery, Grant; Sidorenko, Julia; Zhang, Futao; Xue, Angli; Vallerga, Costanza L; Wallace, Leanne; Wray, Naomi R; Yang, Jian; Visscher, Peter M; Gratten, Jacob; Silburn, Peter A; Halliday, Glenda; Hickie, Ian; Kwok, John; Lewis, Simon; Kennedy, Martin; Pearson, John

Affiliations

Baylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA - Author
Baylor Coll Med, Dept Neurol, Houston, TX 77030 USA - Author
Baylor Coll Med, Dept Neurosci, Houston, TX 77030 USA - Author
Cardiff Univ, Sch Med, MRC Ctr Neuropsychiat Genet & Genom, Cardiff, S Glam, Wales - Author
Ctr Invest Biomed Red Enfermedades Neurodegenerat, Madrid, Spain - Author
Data Tecn Int, Glen Echo, MD USA - Author
Estonian Univ Life Sci, Dept Reprod Biol, Tartu, Estonia - Author
German Ctr Neurodegenerat Dis, DZNE, Tubingen, Germany - Author
Griffith Univ, Griffith Inst Drug Discovery, Brisbane, Qld, Australia - Author
Hosp Clin Barcelona, Barcelona, Spain - Author
Hosp Gen Segovia, Segovia, Spain - Author
Hosp Univ & Politecn La Fe, Inst Invest Sanitaria La Fe, Dept Neurol, Valencia, Spain - Author
Hosp Univ Cent Asturias, Oviedo, Spain - Author
Hosp Univ Fdn Alcorcon, Dept Neurol, Madrid, Spain - Author
Hosp Univ Marques Valdecilla, IDIVAL, Santander, Spain - Author
Hosp Univ Parque Tecnol Salud, Granada, Spain - Author
Hosp Univ Ramon & Cajal, Madrid, Spain - Author
Hosp Univ Virgen Nieves, Inst Invest Biosanitaria Granada, Granada, Spain - Author
Hosp Univ Virgen Victoria, Malaga, Spain - Author
Inst Invest Sanitaria Biodonostia, San Sebastian, Spain - Author
Inst Invest Sanitaria Fdn Jimenez Diaz, Madrid, Spain - Author
Inst Recerca St Joan Deu, Barcelona, Spain - Author
King Faisal Specialist Hosp & Res Ctr, Dept Genet, Riyadh 1121, Saudi Arabia - Author
Leiden Univ, Dept Neurol, Med Ctr, Leiden, Netherlands - Author
McGill Univ, Dept Human Genet, Montreal Neurol Inst & Hosp, Dept Neurol, Montreal, PQ H3A 0G4, Canada - Author
McGill Univ, Dept Human Genet, Montreal Neurol Inst & Hosp, Dept Neurosurg, Montreal, PQ H3A 0G4, Canada - Author
McGill Univ, Dept Human Genet, Montreal, PQ H3A 0G4, Canada - Author
Med Univ Vienna, Dept Neurol, Vienna, Austria - Author
MRC Ctr Neuropsychiat Genet & Genom, Inst Psychol Med & Clin Neurosci, Biostat & Bioinformat Unit, Cardiff, S Glam, Wales - Author
New Zealand Brain Res Inst, Christchurch, New Zealand - Author
NIH, Lab Neurogenet, US Natl Inst Hlth, Bldg 10, Bethesda, MD 20892 USA - Author
NINDS, Bldg 36,Rm 4D04, Bethesda, MD 20892 USA - Author
NINDS, Neurodegenerat Dis Res Unit, Bldg 36,Rm 4D04, Bethesda, MD 20892 USA - Author
NINDS, NIH, Div Clin Res, Bldg 36,Rm 4D04, Bethesda, MD 20892 USA - Author
Northwestern Univ, Feinberg Sch Med, Chicago, IL 60611 USA - Author
Northwestern Univ, Ken & Ruth Davee Dept Neurol, Feinberg Sch Med, Chicago, IL 60611 USA - Author
Oslo Univ Hosp, Dept Neurol, Oslo, Norway - Author
Oulu Univ Hosp, Dept Neurol, Oulu, Finland - Author
Oulu Univ Hosp, Med Res Ctr, Oulu, Finland - Author
Paul Sabatier Univ, Toulouse, France - Author
Perron Inst Neurol & Translat Sci, Perth, WA, Australia - Author
QMUL, Wolfson Inst Prevent Med, Prevent Neurol Unit, London, England - Author
Taube Koret Ctr Neurodegenerat Dis Res, Gladstone Inst Neurol Dis, San Francisco, CA USA - Author
Texas Childrens Hosp, Jan & Dan Duncan Neurol Res Inst, Houston, TX 77030 USA - Author
UCL Inst Neurol, London, England - Author
UCL, Dept Clin Neurosci, London, England - Author
UCL, Dept Mol Neurosci, London, England - Author
UCL, Dept Neurodegenerat Dis, Inst Neurol, London, England - Author
UCL, Inst Hlth Ageing, London, England - Author
UCL, UK Dementia Res Inst, London, England - Author
Univ Autonoma Barcelona, Hosp Santa Creu & St Pau, IIB St Pau, Memory Unit,Dept Neurol, Barcelona, Spain - Author
Univ Autonoma Barcelona, Hosp Santa Creu & St Pau, IIB St Pau, Movement Disorders Unit,Dept Neurol, Barcelona, Spain - Author
Univ Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA - Author
Univ Calif San Francisco, Dept Physiol, San Francisco, CA 94143 USA - Author
Univ Cantabria, Santander, Spain - Author
Univ Canterbury, New Zealand Brain Res Inst, Dept Psychol, Christchurch, New Zealand - Author
Univ Granada, Ctr Invest Biomed, Granada, Spain - Author
Univ Hosp Mutua Terrassa, Dept Neurol, Fundacio Docencia & Recerca Mutua Terrassa, Barcelona, Spain - Author
Univ Hosp Mutua Terrassa, Dept Neurol, Movement Disorders Unit, Barcelona, Spain - Author
Univ Illinois, Dept Comp Sci, Urbana, IL USA - Author
Univ Lagos, Lagos, Lagos State, Nigeria - Author
Univ Liverpool, Inst Translat Med, Liverpool, Merseyside, England - Author
Univ Michigan, Ctr Stat Genet, Ann Arbor, MI 48109 USA - Author
Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USA - Author
Univ Murcia, Dept Ingn Informat & Comunicac, Murcia, Spain - Author
Univ Otago, Dept Med, Christchurch, New Zealand - Author
Univ Otago, Dept Pathol, Christchurch, New Zealand - Author
Univ Oulu, Dept Neurol, Inst Clin Med, Oulu, Finland - Author
Univ Queensland, Inst Mol Biosci, Brisbane, Qld, Australia - Author
Univ Queensland, Queensland Brain Inst, Brisbane, Qld, Australia - Author
Univ Reading, Reading, Berks, England - Author
Univ Seville, CSIC, Hosp Univ Virgen Rocio, Inst Biomed Sevilla IBiS, Seville, Spain - Author
Univ Sydney, Sydney Med Sch, Brain & Mind Ctr, Sydney, NSW, Australia - Author
Univ Tartu, Dept Neurol, Tartu, Estonia - Author
Univ Tartu, Dept Neurosurg, Tartu, Estonia - Author
Univ Tartu, Dept Pathophysiol, Tartu, Estonia - Author
Univ Tubingen, Hertie Inst Clin Brain Res, Dept Neurodegenerat Dis, Tubingen, Germany - Author
Univ Tubingen, Inst Clin Epidemiol & Appl Biometry, Ctr Genet Epidemiol, Tubingen, Germany - Author
UPMC Univ Paris 06, Sorbonne Univ, AP HP,ICM,Inserm U 1127,CNRS,UMR 7225, Pitie Salpetriere Hosp,Inst Cerveau & Moelle Epin, Paris, France - Author
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Abstract

Parkinson's disease (PD), with its characteristic loss of nigrostriatal dopaminergic neurons and deposition of a-synuclein in neurons, is often considered a neuronal disorder. However, in recent years substantial evidence has emerged to implicate glial cell types, such as astrocytes and microglia. In this study, we used stratified LD score regression and expression-weighted cell-type enrichment together with several brain-related and cell-type-specific genomic annotations to connect human genomic PD findings to specific brain cell types. We found that PD heritability attributable to common variation does not enrich in global and regional brain annotations or brain-related cell-type-specific annotations. Likewise, we found no enrichment of PD susceptibility genes in brain-related cell types. In contrast, we demonstrated a significant enrichment of PD heritability in a curated lysosomal gene set highly expressed in astrocytic, microglial, and oligodendrocyte subtypes, and in LoF-intolerant genes, which were found highly expressed in almost all tested cellular subtypes. Our results suggest that PD risk loci do not lie in specific cell types or individual brain regions, but rather in global cellular processes detectable across several cell types.

Keywords

alpha-synucleincomplex traitidentificationmetaanalysismutationneurosciencerisk locischizophreniatranscriptomevariantsAlpha-synucleinAmygdalaArticleAstrocyteAutophagosomeAutophagyBasal ganglionBrain analysisCerebellum cortexComplex traitDementiaDopamine receptorDopaminergic nerve cellDorsolateral prefrontal cortexEpilepsyFrontal cortexGene controlGene expressionGene frequencyGene linkage disequilibriumGene ontologyGene structureGenetic susceptibilityGenetic variationGenome-wide associationGlia cellGliomaHeritabilityHippocampusHumanIdentificatioIdentificationMedium spiny neuronMetaanalysisMicrogliaMissense mutationMutationNucleus accumbensOligodendrogliaParkinson diseaseParkinson's diseasePrincipal component analysisPriority journalPutamenRisk lociRna sequenceSchizophreniaSingle nucleotide polymorphismSubstantia nigraTranscriptomeUpregulationVariants

Quality index

Bibliometric impact. Analysis of the contribution and dissemination channel

The work has been published in the journal Npj Parkinsons Dis due to its progression and the good impact it has achieved in recent years, according to the agency WoS (JCR), it has become a reference in its field. In the year of publication of the work, 2019, it was in position 24/272, thus managing to position itself as a Q1 (Primer Cuartil), in the category Neurosciences. Notably, the journal is positioned above the 90th percentile.

From a relative perspective, and based on the normalized impact indicator calculated from World Citations provided by WoS (ESI, Clarivate), it yields a value for the citation normalization relative to the expected citation rate of: 2.57. This indicates that, compared to works in the same discipline and in the same year of publication, it ranks as a work cited above average. (source consulted: ESI Nov 14, 2024)

This information is reinforced by other indicators of the same type, which, although dynamic over time and dependent on the set of average global citations at the time of their calculation, consistently position the work at some point among the top 50% most cited in its field:

  • Field Citation Ratio (FCR) from Dimensions: 22.34 (source consulted: Dimensions Jun 2025)

Specifically, and according to different indexing agencies, this work has accumulated citations as of 2025-06-22, the following number of citations:

  • WoS: 66
  • Europe PMC: 50
  • OpenCitations: 92

Impact and social visibility

From the perspective of influence or social adoption, and based on metrics associated with mentions and interactions provided by agencies specializing in calculating the so-called "Alternative or Social Metrics," we can highlight as of 2025-06-22:

  • The use, from an academic perspective evidenced by the Altmetric agency indicator referring to aggregations made by the personal bibliographic manager Mendeley, gives us a total of: 176.
  • The use of this contribution in bookmarks, code forks, additions to favorite lists for recurrent reading, as well as general views, indicates that someone is using the publication as a basis for their current work. This may be a notable indicator of future more formal and academic citations. This claim is supported by the result of the "Capture" indicator, which yields a total of: 176 (PlumX).

With a more dissemination-oriented intent and targeting more general audiences, we can observe other more global scores such as:

  • The Total Score from Altmetric: 21.1.
  • The number of mentions on the social network X (formerly Twitter): 21 (Altmetric).
  • The number of mentions in news outlets: 1 (Altmetric).

It is essential to present evidence supporting full alignment with institutional principles and guidelines on Open Science and the Conservation and Dissemination of Intellectual Heritage. A clear example of this is:

  • The work has been submitted to a journal whose editorial policy allows open Open Access publication.

Leadership analysis of institutional authors

This work has been carried out with international collaboration, specifically with researchers from: Australia; Austria; Canada; Estonia; Finland; France; Germany; Netherlands; New Zealand; Niger; Norway; Saudi Arabia; United Kingdom; United States of America.