Genetic identification of cell types underlying brain complex traits yields insights into the etiology of Parkinson's disease.


Journal

Nature genetics
ISSN: 1546-1718
Titre abrégé: Nat Genet
Pays: United States
ID NLM: 9216904

Informations de publication

Date de publication:
05 2020
Historique:
received: 23 07 2019
accepted: 06 03 2020
pubmed: 29 4 2020
medline: 4 8 2020
entrez: 29 4 2020
Statut: ppublish

Résumé

Genome-wide association studies have discovered hundreds of loci associated with complex brain disorders, but it remains unclear in which cell types these loci are active. Here we integrate genome-wide association study results with single-cell transcriptomic data from the entire mouse nervous system to systematically identify cell types underlying brain complex traits. We show that psychiatric disorders are predominantly associated with projecting excitatory and inhibitory neurons. Neurological diseases were associated with different cell types, which is consistent with other lines of evidence. Notably, Parkinson's disease was genetically associated not only with cholinergic and monoaminergic neurons (which include dopaminergic neurons) but also with enteric neurons and oligodendrocytes. Using post-mortem brain transcriptomic data, we confirmed alterations in these cells, even at the earliest stages of disease progression. Our study provides an important framework for understanding the cellular basis of complex brain maladies, and reveals an unexpected role of oligodendrocytes in Parkinson's disease.

Identifiants

pubmed: 32341526
doi: 10.1038/s41588-020-0610-9
pii: 10.1038/s41588-020-0610-9
pmc: PMC7930801
mid: NIHMS1672179
doi:

Types de publication

Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

482-493

Subventions

Organisme : Wellcome Trust
ID : 108726
Pays : United Kingdom
Organisme : NIMH NIH HHS
ID : R01 MH077139
Pays : United States
Organisme : Wellcome Trust
ID : 108726/Z/15/Z
Pays : United Kingdom
Organisme : Medical Research Council
Pays : United Kingdom
Organisme : Swiss National Science Foundation
ID : 165049
Pays : Switzerland
Organisme : NIMH NIH HHS
ID : R01 MH124871
Pays : United States
Organisme : NIGMS NIH HHS
ID : T32 GM007337
Pays : United States
Organisme : Wellcome Trust
Pays : United Kingdom
Organisme : European Research Council
ID : 819540
Pays : International
Organisme : NIMH NIH HHS
ID : U01 MH109528
Pays : United States

Investigateurs

Roger Adan (R)
Lars Alfredsson (L)
Tetsuya Ando (T)
Ole Andreassen (O)
Jessica Baker (J)
Andrew Bergen (A)
Wade Berrettini (W)
Andreas Birgegård (A)
Joseph Boden (J)
Ilka Boehm (I)
Claudette Boni (C)
Vesna Boraska Perica (V)
Harry Brandt (H)
Gerome Breen (G)
Julien Bryois (J)
Katharina Buehren (K)
Cynthia Bulik (C)
Roland Burghardt (R)
Matteo Cassina (M)
Sven Cichon (S)
Maurizio Clementi (M)
Jonathan Coleman (J)
Roger Cone (R)
Philippe Courtet (P)
Steven Crawford (S)
Scott Crow (S)
James Crowley (J)
Unna Danner (U)
Oliver Davis (O)
Martina de Zwaan (M)
George Dedoussis (G)
Daniela Degortes (D)
Janiece DeSocio (J)
Danielle Dick (D)
Dimitris Dikeos (D)
Christian Dina (C)
Monika Dmitrzak-Weglarz (M)
Elisa Docampo Martinez (E)
Laramie Duncan (L)
Karin Egberts (K)
Stefan Ehrlich (S)
Geòrgia Escaramís (G)
Tõnu Esko (T)
Xavier Estivill (X)
Anne Farmer (A)
Angela Favaro (A)
Fernando Fernández-Aranda (F)
Manfred Fichter (M)
Krista Fischer (K)
Manuel Föcker (M)
Lenka Foretova (L)
Andreas Forstner (A)
Monica Forzan (M)
Christopher Franklin (C)
Steven Gallinger (S)
Héléna Gaspar (H)
Ina Giegling (I)
Johanna Giuranna (J)
Paola Giusti-Rodríquez (P)
Fragiskos Gonidakis (F)
Scott Gordon (S)
Philip Gorwood (P)
Monica Gratacos Mayora (M)
Jakob Grove (J)
Sébastien Guillaume (S)
Yiran Guo (Y)
Hakon Hakonarson (H)
Katherine Halmi (K)
Ken Hanscombe (K)
Konstantinos Hatzikotoulas (K)
Joanna Hauser (J)
Johannes Hebebrand (J)
Sietske Helder (S)
Anjali Henders (A)
Stefan Herms (S)
Beate Herpertz-Dahlmann (B)
Wolfgang Herzog (W)
Anke Hinney (A)
L John Horwood (LJ)
Christopher Hübel (C)
Laura Huckins (L)
James Hudson (J)
Hartmut Imgart (H)
Hidetoshi Inoko (H)
Vladimir Janout (V)
Susana Jiménez-Murcia (S)
Craig Johnson (C)
Jennifer Jordan (J)
Antonio Julià (A)
Anders Juréus (A)
Gursharan Kalsi (G)
Deborah Kaminská (D)
Allan Kaplan (A)
Jaakko Kaprio (J)
Leila Karhunen (L)
Andreas Karwautz (A)
Martien Kas (M)
Walter Kaye (W)
James Kennedy (J)
Martin Kennedy (M)
Anna Keski-Rahkonen (A)
Kirsty Kiezebrink (K)
Youl-Ri Kim (YR)
Katherine Kirk (K)
Lars Klareskog (L)
Kelly Klump (K)
Gun Peggy Knudsen (GP)
Maria La Via (M)
Mikael Landén (M)
Janne Larsen (J)
Stephanie Le Hellard (S)
Virpi Leppä (V)
Robert Levitan (R)
Dong Li (D)
Paul Lichtenstein (P)
Lisa Lilenfeld (L)
Bochao Danae Lin (BD)
Jolanta Lissowska (J)
Jurjen Luykx (J)
Pierre Magistretti (P)
Mario Maj (M)
Katrin Mannik (K)
Sara Marsal (S)
Christian Marshall (C)
Nicholas Martin (N)
Manuel Mattheisen (M)
Morten Mattingsdal (M)
Sara McDevitt (S)
Peter McGuffin (P)
Sarah Medland (S)
Andres Metspalu (A)
Ingrid Meulenbelt (I)
Nadia Micali (N)
James Mitchell (J)
Karen Mitchell (K)
Palmiero Monteleone (P)
Alessio Maria Monteleone (AM)
Grant Montgomery (G)
Preben Bo Mortensen (PB)
Melissa Munn-Chernoff (M)
Benedetta Nacmias (B)
Marie Navratilova (M)
Claes Norring (C)
Ioanna Ntalla (I)
Catherine Olsen (C)
Roel Ophoff (R)
Julie O'Toole (J)
Leonid Padyukov (L)
Aarno Palotie (A)
Jacques Pantel (J)
Hana Papezova (H)
Richard Parker (R)
John Pearson (J)
Nancy Pedersen (N)
Liselotte Petersen (L)
Dalila Pinto (D)
Kirstin Purves (K)
Raquel Rabionet (R)
Anu Raevuori (A)
Nicolas Ramoz (N)
Ted Reichborn-Kjennerud (T)
Valdo Ricca (V)
Samuli Ripatti (S)
Stephan Ripke (S)
Franziska Ritschel (F)
Marion Roberts (M)
Alessandro Rotondo (A)
Dan Rujescu (D)
Filip Rybakowski (F)
Paolo Santonastaso (P)
André Scherag (A)
Stephen Scherer (S)
Ulrike Schmidt (U)
Nicholas Schork (N)
Alexandra Schosser (A)
Jochen Seitz (J)
Lenka Slachtova (L)
P Eline Slagboom (PE)
Margarita Slof-Op 't Landt (M)
Agnieszka Slopien (A)
Sandro Sorbi (S)
Michael Strober (M)
Garret Stuber (G)
Patrick Sullivan (P)
Beata Świątkowska (B)
Jin Szatkiewicz (J)
Ioanna Tachmazidou (I)
Elena Tenconi (E)
Laura Thornton (L)
Alfonso Tortorella (A)
Federica Tozzi (F)
Janet Treasure (J)
Artemis Tsitsika (A)
Marta Tyszkiewicz-Nwafor (M)
Konstantinos Tziouvas (K)
Annemarie van Elburg (A)
Eric van Furth (E)
Tracey Wade (T)
Gudrun Wagner (G)
Esther Walton (E)
Hunna Watson (H)
Thomas Werge (T)
David Whiteman (D)
Elisabeth Widen (E)
D Blake Woodside (DB)
Shuyang Yao (S)
Zeynep Yilmaz (Z)
Eleftheria Zeggini (E)
Stephanie Zerwas (S)
Stephan Zipfel (S)
Verneri Anttila (V)
Ville Artto (V)
Andrea Carmine Belin (AC)
Irene de Boer (I)
Dorret I Boomsma (DI)
Sigrid Børte (S)
Daniel I Chasman (DI)
Lynn Cherkas (L)
Anne Francke Christensen (AF)
Bru Cormand (B)
Ester Cuenca-Leon (E)
George Davey-Smith (G)
Martin Dichgans (M)
Cornelia van Duijn (C)
Tonu Esko (T)
Ann Louise Esserlind (AL)
Michel Ferrari (M)
Rune R Frants (RR)
Tobias Freilinger (T)
Nick Furlotte (N)
Padhraig Gormley (P)
Lyn Griffiths (L)
Eija Hamalainen (E)
Thomas Folkmann Hansen (TF)
Marjo Hiekkala (M)
M Arfan Ikram (MA)
Andres Ingason (A)
Marjo-Riitta Järvelin (MR)
Risto Kajanne (R)
Mikko Kallela (M)
Jaakko Kaprio (J)
Mari Kaunisto (M)
Lisette J A Kogelman (LJA)
Christian Kubisch (C)
Mitja Kurki (M)
Tobias Kurth (T)
Lenore Launer (L)
Terho Lehtimaki (T)
Davor Lessel (D)
Lannie Ligthart (L)
Nadia Litterman (N)
Arn van den Maagdenberg (AVD)
Alfons Macaya (A)
Rainer Malik (R)
Massimo Mangino (M)
George McMahon (G)
Bertram Muller-Myhsok (B)
Benjamin M Neale (BM)
Carrie Northover (C)
Dale R Nyholt (DR)
Jes Olesen (J)
Aarno Palotie (A)
Priit Palta (P)
Linda Pedersen (L)
Nancy Pedersen (N)
Danielle Posthuma (D)
Patricia Pozo-Rosich (P)
Alice Pressman (A)
Olli Raitakari (O)
Markus Schürks (M)
Celia Sintas (C)
Kari Stefansson (K)
Hreinn Stefansson (H)
Stacy Steinberg (S)
David Strachan (D)
Gisela Terwindt (G)
Marta Vila-Pueyo (M)
Maija Wessman (M)
Bendik S Winsvold (BS)
Huiying Zhao (H)
John Anker Zwart (JA)
Michelle Agee (M)
Babak Alipanahi (B)
Adam Auton (A)
Robert Bell (R)
Katarzyna Bryc (K)
Sarah Elson (S)
Pierre Fontanillas (P)
Nicholas Furlotte (N)
Karl Heilbron (K)
David Hinds (D)
Karen Huber (K)
Aaron Kleinman (A)
Nadia Litterman (N)
Jennifer McCreight (J)
Matthew McIntyre (M)
Joanna Mountain (J)
Elizabeth Noblin (E)
Carrie Northover (C)
Steven Pitts (S)
J Sathirapongsasuti (J)
Olga Sazonova (O)
Janie Shelton (J)
Suyash Shringarpure (S)
Chao Tian (C)
Joyce Tung (J)
Vladimir Vacic (V)
Catherine Wilson (C)

Références

Pardiñas, A. F. et al. Common schizophrenia alleles are enriched in mutation-intolerant genes and in regions under strong background selection. Nat. Genet. 50, 381–389 (2018).
pubmed: 29483656 pmcid: 5918692 doi: 10.1038/s41588-018-0059-2
Lee, J. J., Wedow, R. & Okbay Gene discovery and polygenic prediction from a genome-wide association study of educational attainment in 1.1 million individuals. Nat. Genet. 50, 1112–1121 (2018).
pubmed: 30038396 pmcid: 6393768 doi: 10.1038/s41588-018-0147-3
Nagel, M. et al. Meta-analysis of genome-wide association studies for neuroticism in 449,484 individuals identifies novel genetic loci and pathways. Nat. Genet. 50, 920–927 (2018).
pubmed: 29942085 doi: 10.1038/s41588-018-0151-7
Yengo, L. et al. Meta-analysis of genome-wide association studies for height and body mass index in ∼700000 individuals of European ancestry. Hum. Mol. Genet. 27, 3641–3649 (2018).
pubmed: 30124842 pmcid: 6488973 doi: 10.1093/hmg/ddy271
Maurano, M. T. et al. Systematic localization of common disease-associated variation in regulatory DNA. Science 337, 1190–1195 (2012).
pubmed: 22955828 pmcid: 3771521 doi: 10.1126/science.1222794
Akbarian, S. et al. The PsychENCODE project. Nat. Neurosci. 18, 1707–1712 (2015).
pubmed: 26605881 pmcid: 4675669 doi: 10.1038/nn.4156
Aguet, F. et al. Genetic effects on gene expression across human tissues. Nature 550, 204–213 (2017).
doi: 10.1038/nature24277
Roadmap Epigenomics Consortium et al. Integrative analysis of 111 reference human epigenomes. Nature 518, 317–329 (2015).
pmcid: 4530010 doi: 10.1038/nature14248
Ongen, H. et al. Estimating the causal tissues for complex traits and diseases. Nat. Genet. 49, 1676–1683 (2017).
pubmed: 29058715 doi: 10.1038/ng.3981
Skene, N. G. & Grant, S. G. N. Identification of vulnerable cell types in major brain disorders using single cell transcriptomes and expression weighted cell type enrichment. Front. Neurosci. 10, 1–11 (2016).
doi: 10.3389/fnins.2016.00016
Skene, N. G. et al. Genetic identification of brain cell types underlying schizophrenia. Nat. Genet. 50, 825–833 (2018).
pubmed: 29785013 pmcid: 6477180 doi: 10.1038/s41588-018-0129-5
Finucane, H. K. et al. Heritability enrichment of specifically expressed genes identifies disease-relevant tissues and cell types. Nat. Genet. 50, 621–629 (2018).
pubmed: 29632380 pmcid: 5896795 doi: 10.1038/s41588-018-0081-4
Calderon, D. et al. Inferring relevant cell types for complex traits by using single-cell gene expression. Am. J. Hum. Genet. 101, 686–699 (2017).
pubmed: 29106824 pmcid: 5673624 doi: 10.1016/j.ajhg.2017.09.009
Savage, J. E. et al. Genome-wide association meta-analysis in 269,867 individuals identifies new genetic and functional links to intelligence. Nat. Genet. 50, 912–919 (2018).
pubmed: 29942086 pmcid: 6411041 doi: 10.1038/s41588-018-0152-6
Coleman, J. R. I. et al. Biological annotation of genetic loci associated with intelligence in a meta-analysis of 87,740 individuals. Mol. Psychiatry 24, 182–197 (2019).
pubmed: 29520040 doi: 10.1038/s41380-018-0040-6
Jansen, I. E. et al. Genome-wide meta-analysis identifies new loci and functional pathways influencing Alzheimer’s disease risk. Nat. Genet. 51, 404–413 (2019).
pubmed: 30617256 pmcid: 6836675 doi: 10.1038/s41588-018-0311-9
Nalls, M. A. et al. Identification of novel risk loci, causal insights, and heritable risk for Parkinson’s disease: a meta-analysis of genome-wide association studies. Lancet Neurol. 18, 1091–1102 (2019).
pubmed: 31701892 doi: 10.1016/S1474-4422(19)30320-5 pmcid: 8422160
de Leeuw, C. A., Mooij, J. M., Heskes, T. & Posthuma, D. MAGMA: generalized gene-set analysis of GWAS data. PLoS Comput. Biol. 11, 1–19 (2015).
doi: 10.1371/journal.pcbi.1004219
Finucane, H. K. et al. Partitioning heritability by functional annotation using genome-wide association summary statistics. Nat. Genet. 47, 1228–1235 (2015).
pubmed: 26414678 pmcid: 4626285 doi: 10.1038/ng.3404
Jevtic, S., Sengar, A. S., Salter, M. W. & McLaurin, J. A. The role of the immune system in Alzheimer disease: etiology and treatment. Ageing Res. Rev. 40, 84–94 (2017).
pubmed: 28941639 doi: 10.1016/j.arr.2017.08.005
Kunkle, B. W. et al. Genetic meta-analysis of diagnosed Alzheimer’s disease identifies new risk loci and implicates Aβ, tau, immunity and lipid processing. Nat. Genet. 51, 414–430 (2019).
pubmed: 30820047 pmcid: 6463297 doi: 10.1038/s41588-019-0358-2
O’Leary, D. H. et al. Carotid-artery intima and media thickness as a risk factor for myocardial infarction and stroke in older adults. N. Engl. J. Med. 340, 14–22 (1999).
pubmed: 9878640 doi: 10.1056/NEJM199901073400103
Zeisel, A. et al. Molecular architecture of the mouse nervous system. Cell 174, 999–1014.e22 (2018).
pubmed: 30096314 pmcid: 6086934 doi: 10.1016/j.cell.2018.06.021
Anttila, V. et al. Analysis of shared heritability in common disorders of the brain. Science 360, (2018).
Keren-Shaul, H. et al. A unique microglia type associated with restricting development of Alzheimer’s disease. Cell 169, 1276–1290.e17 (2017).
pubmed: 28602351 doi: 10.1016/j.cell.2017.05.018
Braak, H. et al. Staging of brain pathology related to sporadic Parkinson’s disease. Neurobiol. Aging 24, 197–211 (2003).
pubmed: 12498954 doi: 10.1016/S0197-4580(02)00065-9
Sulzer, D. & Surmeier, D. J. Neuronal vulnerability, pathogenesis, and Parkinson’s disease. Mov. Disord. 28, 41–50 (2013).
pubmed: 22791686 doi: 10.1002/mds.25095
Poewe, W. et al. Parkinson disease. Nat. Rev. Dis. Primers 3, 17013 (2017).
pubmed: 28332488 doi: 10.1038/nrdp.2017.13
Halliday, G. M. et al. Neuropathology of immunohistochemically identified brainstem neurons in Parkinson’s disease. Ann. Neurol. 27, 373–385 (1990).
pubmed: 1972319 doi: 10.1002/ana.410270405
Delaville, C., de Deurwaerdère, P. & Benazzouz, A. Noradrenaline and Parkinson’s disease. Front. Syst. Neurosci. https://doi.org/10.3389/fnsys.2011.00031 (2011).
Rinne, J. O., Ma, S. Y., Lee, M. S., Collan, Y. & Röyttä, M. Loss of cholinergic neurons in the pedunculopontine nucleus in Parkinson’s disease is related to disability of the patients. Parkinsonism Relat. Disord. 14, 553–557 (2008).
doi: 10.1016/j.parkreldis.2008.01.006
Braak, H., Rüb, U., Gai, W. P. & Del Tredici, K. Idiopathic Parkinson’s disease: possible routes by which vulnerable neuronal types may be subject to neuroinvasion by an unknown pathogen. J. Neural Transm. 110, 517–536 (2003).
pubmed: 12721813 doi: 10.1007/s00702-002-0808-2
Liddle, R. A. Parkinson’s disease from the gut. Brain Res. 1693, 201–206 (2018).
pubmed: 29360467 pmcid: 6003841 doi: 10.1016/j.brainres.2018.01.010
Saunders, A. et al. Molecular diversity and specializations among the cells of the adult mouse brain. Cell 174, 1015–1030.e16 (2018).
pubmed: 30096299 pmcid: 6447408 doi: 10.1016/j.cell.2018.07.028
Habib, N. et al. Massively parallel single-nucleus RNA-seq with DroNc-seq. Nat. Methods 14, 955 (2017).
pubmed: 28846088 pmcid: 5623139 doi: 10.1038/nmeth.4407
Lake, B. B. et al. Integrative single-cell analysis of transcriptional and epigenetic states in the human adult brain. Nat. Biotechnol. 36, 70–80 (2018).
pubmed: 29227469 doi: 10.1038/nbt.4038
Lesnick, T. G. et al. A genomic pathway approach to a complex disease: axon guidance and Parkinson disease. PLoS Genet. 3, 0984–0995 (2007).
doi: 10.1371/journal.pgen.0030098
Moran, L. B. et al. Whole genome expression profiling of the medial and lateral substantia nigra in Parkinson’s disease. Neurogenetics 7, 1–11 (2006).
pubmed: 16344956 doi: 10.1007/s10048-005-0020-2
Kannarkat, G. T., Boss, J. M. & Tansey, M. G. The role of innate and adaptive immunity in Parkinson’s disease. J. Parkinsons Dis. 3, 493–514 (2013).
pubmed: 24275605 pmcid: 4102262 doi: 10.3233/JPD-130250
Gagliano, S. A. et al. Genomics implicates adaptive and innate immunity in Alzheimer’s and Parkinson’s diseases. Ann. Clin. Transl. Neurol. 3, 924–933 (2016).
pubmed: 28097204 pmcid: 5224821 doi: 10.1002/acn3.369
Dijkstra, A. A. et al. Evidence for immune response, axonal dysfunction and reduced endocytosis in the substantia nigra in early stage Parkinson’s disease. PLoS ONE 10, e0128651 (2015).
pubmed: 26087293 pmcid: 4472235 doi: 10.1371/journal.pone.0128651
Lake, B. B. et al. Neuronal subtypes and diversity revealed by single-nucleus RNA sequencing of the human brain. Science 352, 1586–1590 (2016).
pubmed: 27339989 pmcid: 5038589 doi: 10.1126/science.aaf1204
Sathyamurthy, A. et al. Massively parallel single nucleus transcriptional profiling defines spinal cord neurons and their activity during behavior. Cell Rep. 22, 2216–2225 (2018).
pubmed: 29466745 pmcid: 5849084 doi: 10.1016/j.celrep.2018.02.003
Lake, B. B. et al. A comparative strategy for single-nucleus and single-cell transcriptomes confirms accuracy in predicted cell-type expression from nuclear RNA. Sci. Rep. 7, 6031 (2017).
pubmed: 28729663 pmcid: 5519641 doi: 10.1038/s41598-017-04426-w
Caspi, A. et al. The p factor: one general psychopathology factor in the structure of psychiatric disorders? Clin. Psychol. Sci. 2, 119–137 (2014).
pubmed: 25360393 pmcid: 4209412 doi: 10.1177/2167702613497473
Sullivan, P. F. & Geschwind, D. H. Defining the genetic, genomic, cellular, and diagnostic architectures of psychiatric disorders. Cell 177, 162–183 (2019).
pubmed: 30901538 pmcid: 6432948 doi: 10.1016/j.cell.2019.01.015
Reynolds, R. H. et al. Moving beyond neurons: the role of cell type-specific gene regulation in Parkinson’s disease heritability. NPJ Parkinsons Dis. 5, 6 (2019).
pubmed: 31016231 pmcid: 6470136 doi: 10.1038/s41531-019-0076-6
Singaram, C. et al. Dopaminergic defect of enteric nervous system in Parkinson’s disease patients with chronic constipation. Lancet 346, 861–864 (1995).
pubmed: 7564669 doi: 10.1016/S0140-6736(95)92707-7
Wakabayashi, K., Takahashi, H., Takeda, S., Ohama, E. & Ikuta, F. Lewy bodies in the enteric nervous system in Parkinson’s disease. Arch. Histol. Cytol. 52, 191–194 (1989).
pubmed: 2554944 doi: 10.1679/aohc.52.Suppl_191
Stokholm, M. G., Danielsen, E. H., Hamilton-Dutoit, S. J. & Borghammer, P. Pathological α-synuclein in gastrointestinal tissues from prodromal Parkinson disease patients. Ann. Neurol. 79, 940–949 (2016).
pubmed: 27015771 doi: 10.1002/ana.24648
Svensson, E. et al. Vagotomy and subsequent risk of Parkinson’s disease. Ann. Neurol. 78, 522–529 (2015).
pubmed: 26031848 doi: 10.1002/ana.24448
Gilman, S. et al. Second consensus statement on the diagnosis of multiple system atrophy. Neurology 71, 670–676 (2008).
pubmed: 18725592 pmcid: 2676993 doi: 10.1212/01.wnl.0000324625.00404.15
Nalls, M. A. et al. Large-scale meta-analysis of genome-wide association data identifies six new risk loci for Parkinson’s disease. Nat. Genet. 46, 989–993 (2014).
pubmed: 25064009 pmcid: 4146673 doi: 10.1038/ng.3043
Wakabayashi, K., Hayashi, S., Yoshimoto, M., Kudo, H. & Takahashi, H. NACP/α-synuclein-positive filamentous inclusions in astrocytes and oligodendrocytes of Parkinson’s disease brains. Acta Neuropathol. 99, 14–20 (2000).
pubmed: 10651022 doi: 10.1007/PL00007400
Seidel, K. et al. The brainstem pathologies of Parkinson’s disease and dementia with Lewy bodies. Brain Pathol. 25, 121–135 (2015).
pubmed: 24995389 doi: 10.1111/bpa.12168
Stahl, E. A. et al. Genome-wide association study identifies 30 loci associated with bipolar disorder. Nat. Genet. 51, 793–803 (2019).
pubmed: 31043756 pmcid: 6956732 doi: 10.1038/s41588-019-0397-8
Wray, N. R. et al. Genome-wide association analyses identify 44 risk variants and refine the genetic architecture of major depression. Nat. Genet. 50, 668–681 (2018).
pubmed: 29700475 pmcid: 5934326 doi: 10.1038/s41588-018-0090-3
Perry, J. R. B. et al. Parent-of-origin-specific allelic associations among 106 genomic loci for age at menarche. Nature 514, 92–97 (2014).
pubmed: 25231870 pmcid: 4185210 doi: 10.1038/nature13545
Grove, J. et al. Identification of common genetic risk variants for autism spectrum disorder. Nat. Genet. 51, 431–444 (2019).
pubmed: 30804558 pmcid: 6454898 doi: 10.1038/s41588-019-0344-8
Gormley, P. et al. Meta-analysis of 375,000 individuals identifies 38 susceptibility loci for migraine. Nat. Genet. 48, 1296 (2016).
pubmed: 27681292 doi: 10.1038/ng1016-1296c
Van Rheenen, W. et al. Genome-wide association analyses identify new risk variants and the genetic architecture of amyotrophic lateral sclerosis. Nat. Genet. 48, 1043–1048 (2016).
pubmed: 27455348 pmcid: 5556360 doi: 10.1038/ng.3622
Demontis, D. et al. Discovery of the first genome-wide significant risk loci for attention deficit/hyperactivity disorder. Nat. Genet. 51, 63–75 (2019).
pubmed: 30478444 doi: 10.1038/s41588-018-0269-7
Day, F. R. et al. Large-scale genomic analyses link reproductive aging to hypothalamic signaling, breast cancer susceptibility and BRCA1-mediated DNA repair. Nat. Genet. 47, 1294–1303 (2015).
pubmed: 26414677 pmcid: 4661791 doi: 10.1038/ng.3412
Nelson, C. P. et al. Association analyses based on false discovery rate implicate new loci for coronary artery disease. Nat. Genet. 49, 1385–1391 (2017).
pubmed: 28714975 doi: 10.1038/ng.3913
Wheeler, E. et al. Impact of common genetic determinants of Hemoglobin A1c on type 2 diabetes risk and diagnosis in ancestrally diverse populations. PLoS Med. 14, 1–30 (2017).
doi: 10.1371/journal.pmed.1002383
Hibar, D. P. et al. Novel genetic loci associated with hippocampal volume. Nat. Commun. 8, 13624 (2017).
pubmed: 28098162 pmcid: 5253632 doi: 10.1038/ncomms13624
de Lange, K. M. et al. Genome-wide association study implicates immune activation of multiple integrin genes in inflammatory bowel disease. Nat. Genet. 49, 256–261 (2017).
pubmed: 28067908 pmcid: 5289481 doi: 10.1038/ng.3760
Adams, H. H. H. et al. Novel genetic loci underlying human intracranial volume identified through genome-wide association. Nat. Neurosci. 19, 1569–1582 (2016).
pubmed: 27694991 pmcid: 5227112 doi: 10.1038/nn.4398
Malik, R. et al. Multiancestry genome-wide association study of 520,000 subjects identifies 32 loci associated with stroke and stroke subtypes. Nat. Genet. 50, 524–537 (2018).
pubmed: 29531354 pmcid: 5968830 doi: 10.1038/s41588-018-0058-3
Scott, R. A. et al. An expanded genome-wide association study of type 2 diabetes in Europeans. Diabetes 66, 2888–2902 (2017).
pubmed: 28566273 pmcid: 5652602 doi: 10.2337/db16-1253
Shungin, D. et al. New genetic loci link adipose and insulin biology to body fat distribution. Nature 518, 187–196 (2015).
pubmed: 25673412 pmcid: 4338562 doi: 10.1038/nature14132
Watson, H. J. et al. Genome-wide association study identifies eight risk loci and implicates metabo-psychiatric origins for anorexia nervosa. Nat. Genet. 51, 1207–1214 (2019).
pubmed: 31308545 pmcid: 6779477 doi: 10.1038/s41588-019-0439-2
Willer, C. J., Li, Y. & Abecasis, G. R. METAL: fast and efficient meta-analysis of genomewide association scans. Bioinformatics 26, 2190–2191 (2010).
pubmed: 20616382 pmcid: 2922887 doi: 10.1093/bioinformatics/btq340
Bulik-Sullivan, B. et al. An atlas of genetic correlations across human diseases and traits. Nat. Genet. 47, 1236–1241 (2015).
pubmed: 26414676 pmcid: 4797329 doi: 10.1038/ng.3406
Auton, A. et al. A global reference for human genetic variation. Nature 526, 68–74 (2015).
pubmed: 26432245 doi: 10.1038/nature15393
Watanabe, K., Umićević Mirkov, M., de Leeuw, C. A., van den Heuvel, M. P. & Posthuma, D. Genetic mapping of cell type specificity for complex traits. Nat. Commun. 10, 3222 (2019).
pubmed: 31324783 pmcid: 6642112 doi: 10.1038/s41467-019-11181-1
Cajigas, I. J. et al. The local transcriptome in the synaptic neuropil revealed by deep sequencing and high-resolution imaging. Neuron 74, 453–466 (2012).
pubmed: 22578497 pmcid: 3627340 doi: 10.1016/j.neuron.2012.02.036
Alexa, A. & Rahnenfuhrer, J. topGO: enrichment analysis for Gene Ontology v.2.36 (2016).
Gautier, L., Cope, L., Bolstad, B. M. & Irizarry, R. A. Affy - analysis of Affymetrix GeneChip data at the probe level. Bioinformatics 20, 307–315 (2004).
doi: 10.1093/bioinformatics/btg405 pubmed: 14960456
Durinck, S., Spellman, P. T., Birney, E. & Huber, W. Mapping identifiers for the integration of genomic datasets with the R/Bioconductor package biomaRt. Nat. Protoc. 4, 1184–1191 (2009).
pubmed: 19617889 pmcid: 3159387 doi: 10.1038/nprot.2009.97
Ritchie, M. E. et al. Limma powers differential expression analyses for RNA-sequencing and microarray studies. Nucleic Acids Res. 43, e47 (2015).
pubmed: 25605792 pmcid: 4402510 doi: 10.1093/nar/gkv007

Auteurs

Julien Bryois (J)

Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.

Nathan G Skene (NG)

Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden.
UCL Institute of Neurology, Queen Square, London, UK.
Division of Brain Sciences, Department of Medicine, Imperial College, London, UK.
UK Dementia Research Institute at Imperial College, London, UK.

Thomas Folkmann Hansen (TF)

Danish Headache Center, Dept of Neurology, Copenhagen University Hospital, Glostrup, Denmark.
Institute of Biological Psychiatry, Copenhagen University Hospital MHC Sct Hans, Roskilde, Denmark.
Novo Nordic Foundations Center for Protein Research, Copenhagen University, Copenhagen, Denmark.

Lisette J A Kogelman (LJA)

Danish Headache Center, Dept of Neurology, Copenhagen University Hospital, Glostrup, Denmark.

Hunna J Watson (HJ)

Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
School of Psychology, Curtin University, Perth, Western Australia, Australia.
Division of Paediatrics, School of Medicine, The University of Western Australia, Perth, Western Australia, Australia.

Zijing Liu (Z)

Division of Brain Sciences, Department of Medicine, Imperial College, London, UK.
UK Dementia Research Institute at Imperial College, London, UK.

Leo Brueggeman (L)

Department of Psychiatry, University of Iowa Carver College of Medicine, University of Iowa, Iowa City, IA, USA.

Gerome Breen (G)

Institute of Psychiatry, MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK.
National Institute for Health Research Biomedical Research Centre, South London and Maudsley National Health Service Trust, London, UK.

Cynthia M Bulik (CM)

Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.
Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Department of Nutrition, University of North Carolina, Chapel Hill, NC, USA.

Ernest Arenas (E)

Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden.

Jens Hjerling-Leffler (J)

Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden. jens.hjerling-leffler@ki.se.

Patrick F Sullivan (PF)

Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden. patrick.sullivan@ki.se.
Department of Genetics, University of North Carolina, Chapel Hill, NC, USA. patrick.sullivan@ki.se.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH