Evidence map›Paper›PMID 41917433›Full record

ArticleNature genetics2026

Large-scale exome analyses reveal new rare variant contributions in amyotrophic lateral sclerosis.

Paul J Hop, Maarten Kooyman, Brendan J Kenna, Ramona A J Zwamborn, Kristel R van Eijk, Yan Wang, Charlotte H van Dijk, Erwin Bekema, Wouter van Rheenen, Paul Beele and 79 more

Abstract read
In one paragraph

Article in Nature genetics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

5 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
  4. Review
  5. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

89 authors.

Paul J HopDepartment of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.ORCID http://orcid.org/0000-0002-9007-7436
Maarten KooymanDepartment of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.ORCID http://orcid.org/0000-0002-9023-5617
Brendan J KennaDepartment of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.ORCID http://orcid.org/0000-0001-7591-2221
Ramona A J ZwambornDepartment of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
Kristel R van EijkDepartment of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
Yan WangDepartment of Translational Neuroscience, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht, The Netherlands.
Charlotte H van DijkDepartment of Translational Neuroscience, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht, The Netherlands.ORCID http://orcid.org/0009-0003-2503-0038
Erwin BekemaDepartment of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
Wouter van RheenenDepartment of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.ORCID http://orcid.org/0000-0002-5860-1533
Paul BeeleDepartment of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.ORCID http://orcid.org/0000-0003-0478-0836
Joke J F A van VugtDepartment of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.ORCID http://orcid.org/0000-0002-4161-4004
Project MinE ALS sequencing Consortium
NYGC ALS Consortium
FALS sequencing Consortium
GTAC Consortium
Ahmad Al KhleifatDepartment of Basic and Clinical Neuroscience, Maurice Wohl Clinical Neuroscience Institute, King's College London, London, UK.ORCID http://orcid.org/0000-0002-7406-9831
Alfredo IacoangeliDepartment of Biostatistics and Health Informatics, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK.ORCID http://orcid.org/0000-0002-5280-5017
Johnathan Cooper-KnockSheffield Institute for Translational Neuroscience (SITraN), University of Sheffield, Sheffield, UK.ORCID http://orcid.org/0000-0002-0873-8689
Bradley N SmithDepartment of Basic and Clinical Neuroscience, Maurice Wohl Clinical Neuroscience Institute, King's College London, London, UK.ORCID http://orcid.org/0000-0002-6980-2453
Simon ToppDepartment of Biostatistics and Health Informatics, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK.ORCID http://orcid.org/0000-0002-5200-3284
Anneke J van der KooiDepartment of Neurology, Amsterdam University Medical Center, Amsterdam Neuroscience, Amsterdam, The Netherlands.
Vera FominykhCentre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, Norway.ORCID http://orcid.org/0000-0001-5490-2390
Vivian DroryDepartment of Neurology, Neuromuscular Diseases Unit, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel.
Yossef LernerDepartment of Neurology, Hadassah Medical Organization and Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel.
Yehuda ShovmanDepartment of Neurology, Hadassah Medical Organization and Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel.ORCID http://orcid.org/0000-0003-1961-7695
Dominic B RoweMotor Neuron Disease Research Centre, Macquarie Medical School, Faculty of Medicine, Health and Human Sciences, Macquarie University, Sydney, New South Wales, Australia.
Kelly L WilliamsMotor Neuron Disease Research Centre, Macquarie Medical School, Faculty of Medicine, Health and Human Sciences, Macquarie University, Sydney, New South Wales, Australia.ORCID http://orcid.org/0000-0001-6319-9473
Russell L McLaughlinComplex Trait Genomics Laboratory, Smurfit Institute of Genetics, Trinity College Dublin, Dublin, Republic of Ireland.ORCID http://orcid.org/0000-0003-3915-2135
Jessica HurtResearch, Biogen, Cambridge, MA, USA.
Yunfeng HuangResearch, Biogen, Cambridge, MA, USA.ORCID http://orcid.org/0000-0003-2120-3328
Chia-Yen ChenResearch, Biogen, Cambridge, MA, USA.ORCID http://orcid.org/0000-0001-9548-5597
Ellen TsaiResearch, Biogen, Cambridge, MA, USA.ORCID http://orcid.org/0000-0002-5625-1189
Heiko RunzResearch, Biogen, Cambridge, MA, USA.ORCID http://orcid.org/0000-0002-2133-7345
Eleonora AronicaDepartment of (Neuro)Pathology, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands.ORCID http://orcid.org/0000-0002-3542-3770
Ewout J N GroenDepartment of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.ORCID http://orcid.org/0000-0002-2330-9444
Michael A van EsDepartment of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.ORCID http://orcid.org/0000-0002-7709-5883
R Jeroen PasterkampDepartment of Translational Neuroscience, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht, The Netherlands.ORCID http://orcid.org/0000-0003-1631-6440
Sali M K FarhanDepartment of Neurology and Neurosurgery, McGill University, Montreal, Quebec, Canada.
Fleur C GartonCentre for Clinical Research, University of Queensland, Brisbane, Queensland, Australia.
Allan F McRaeCentre for Clinical Research, University of Queensland, Brisbane, Queensland, Australia.
Pamela A McCombeCentre for Clinical Research, University of Queensland, Brisbane, Queensland, Australia.
Robert D HendersonCentre for Clinical Research, University of Queensland, Brisbane, Queensland, Australia.
Dongsheng FanDepartment of Neurology, Peking University Third Hospital, Beijing, China.
Lenka ŠlachtováInstitute of Biology and Medical Genetics, First Faculty of Medicine, Charles University in Prague, Prague, Czech Republic.ORCID http://orcid.org/0000-0002-8013-728X
Helle HøyerDepartment of Medical Genetics, Telemark Hospital Trust, Skien, Norway.ORCID http://orcid.org/0000-0002-5445-0520
Agnes L NishimuraCentre for Neuroscience, Surgery and Trauma, Blizard Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK.
Ruben J CauchiCentre for Molecular Medicine and Biobanking and Department of Physiology and Biochemistry, Faculty of Medicine and Surgery, University of Malta, Msida, Malta.ORCID http://orcid.org/0000-0001-6150-1608
Lev BrylevNew York University Abu Dhabi, Abu Dhabi, United Arab Emirates.
Boris RogeljDepartment of Biotechnology, Jozef Stefan Institute, Ljubljana, Slovenia.ORCID http://orcid.org/0000-0003-3898-1943
Blaž KoritnikLjubljana ALS Centre, University Medical Centre Ljubljana, Institute of Clinical Neurophysiology, Ljubljana, Slovenia.ORCID http://orcid.org/0000-0002-5083-8261
Janez ZidarLjubljana ALS Centre, University Medical Centre Ljubljana, Institute of Clinical Neurophysiology, Ljubljana, Slovenia.
Teresa SalasDepartment of Neurology, Hospital La Paz-Carlos III, Madrid, Spain.
Jesus S Mora PardinaAffiliation ALS Unit, Hospital Universitario San Rafael, Madrid, Spain.
Marc GotkineDepartment of Neurology, Hadassah Medical Organization and Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel.ORCID http://orcid.org/0000-0003-2541-6232
Monica PovedanoLa Unitat Funcional de Motoneurona, Cap de Secció de Neurofisiologia, Servei de Neurologia, Hospital Universitario de Bellvitge-IDIBELL, L'Hospitalet de Llobregat, Spain.
Philippe CorciaCentre SLA, CHRU de Tours, UMR 1253, iBrain, Université de Tours, Inserm, Tours, France.
Patrick Vourc'hService de Biochimie et Biologie moléculaire, CHU de Tours, Tours, France.
Philippe CouratierCentre SLA CHU Dupuytren, Limoges, France.
Markus WeberNeuromuscular Diseases Unit/ALS Clinic, Kantonsspital St. Gallen, St. Gallen, Switzerland.ORCID http://orcid.org/0000-0002-5538-9274
Matthew C KiernanNeuroscience Research Australia, University of New South Wales, Sydney, New South Wales, Australia.
Roger PamphlettUniversity of Sydney, Royal Prince Alfred Hospital, Sydney, New South Wales, Australia.
Ian P BlairMotor Neuron Disease Research Centre, Macquarie Medical School, Faculty of Medicine, Health and Human Sciences, Macquarie University, Sydney, New South Wales, Australia.
Mamede de CarvalhoInstituto de Fisiologia, Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal.ORCID http://orcid.org/0000-0001-7556-0158
Nazli A BaşakSchool of Medicine, Molecular Biology and Genetics- KUTTAM, Koç University, Suna and Inan Kıraç Foundation, Istanbul, Turkey.ORCID http://orcid.org/0000-0001-6977-2517
Caroline IngreDepartment of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
Peter M AndersenDepartment of Clinical Science, Neurosciences, Umeå University, Umeå, Sweden.ORCID http://orcid.org/0000-0003-0094-5429
Lorne ZinmanSunnybrook Health Sciences Centre, Toronto, Ontario, Canada.
Ekaterina RogaevaTanz Centre for Research in Neurodegenerative Diseases, University of Toronto, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0002-2852-0329
Ian R MacKenzieDepartment of Pathology, University of British Columbia, Vancouver, British Columbia, Canada.ORCID http://orcid.org/0000-0003-3875-2972
Nicolas DupreNeuroscience axis of CHU de Québec - Université Laval, Quebec City, Quebec, Canada.
Guy A RouleauMontreal Neurological Institute and Hospital, McGill University, Montreal, Quebec, Canada.ORCID http://orcid.org/0000-0001-8403-1418
Bryan J TraynorNeuromuscular Diseases Research Section, Laboratory of Neurogenetics, National Institute on Aging, NIH, Porter Neuroscience Research Center, Bethesda, MD, USA.
Nicola TicozziDepartment of Neurology and Laboratory of Neuroscience, Istituto Auxologico Italiano IRCCS, Milan, Italy.ORCID http://orcid.org/0000-0001-5963-7426
Adriano Chiò'Rita Levi Montalcini' Department of Neuroscience, ALS Centre, University of Torino, Turin, Italy.
Vincenzo SilaniDepartment of Neurology and Laboratory of Neuroscience, Istituto Auxologico Italiano IRCCS, Milan, Italy.ORCID http://orcid.org/0000-0002-7698-3854
Orla HardimanAcademic Unit of Neurology, Trinity College Dublin, Trinity Biomedical Sciences Institute, Dublin, Republic of Ireland.
Hemali PhatnaniDepartment of Neurology, Columbia University Irving Medical Center, New York, NY, USA.
Matthew B HarmsDepartment of Neurology, Columbia University Irving Medical Center, New York, NY, USA.ORCID http://orcid.org/0000-0002-3395-1633
Clifton L DalgardThe American Genome Center, Uniformed Services University-'America's Medical School', Bethesda, MD, USA.ORCID http://orcid.org/0000-0003-2025-8239
Jonathan D GlassDepartment of Neurology, Emory University School of Medicine, Atlanta, GA, USA.ORCID http://orcid.org/0000-0002-3295-4971
John E LandersDepartment of Neurology, UMass Chan Medical School, Worcester, MA, USA.ORCID http://orcid.org/0000-0001-8084-5043
Philip Van DammeDepartment of Neurosciences, and Department of Neurology, KU Leuven-University of Leuven, University Hospitals Leuven and Leuven Brain Institute (LBI), Leuven, Belgium.ORCID http://orcid.org/0000-0002-4010-2357
Karen E MorrisonSchool of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Belfast, UK.ORCID http://orcid.org/0000-0003-0216-5717
Pamela J ShawSheffield Institute for Translational Neuroscience (SITraN), University of Sheffield, Sheffield, UK.ORCID http://orcid.org/0000-0002-8925-2567
Chris E ShawDepartment of Basic and Clinical Neuroscience, Maurice Wohl Clinical Neuroscience Institute, King's College London, London, UK.
Ammar Al-ChalabiDepartment of Basic and Clinical Neuroscience, Maurice Wohl Clinical Neuroscience Institute, King's College London, London, UK.ORCID http://orcid.org/0000-0002-4924-7712
Leonard H van den BergDepartment of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.ORCID http://orcid.org/0000-0002-6559-3965
Kevin P KennaDepartment of Translational Neuroscience, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht, The Netherlands. K.P.Kenna@umcutrecht.nl.ORCID http://orcid.org/0009-0001-2712-7218
Jan H VeldinkDepartment of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands. J.H.Veldink@umcutrecht.nl.ORCID http://orcid.org/0000-0001-5572-9657

Funding

Amyotrophic Lateral Sclerosis Association (ALS Association) ZonMW-VIDI 91719350EC | Horizon 2020 Framework Programme (EU Framework Programme for Research and Innovation H2020) 19-SI-459Nederlandse Organisatie voor Wetenschappelijk Onderzoek (Netherlands Organisation for Scientific Research) ZonMW-VIDI 91719350
6 · The paper itself

Abstract

Amyotrophic lateral sclerosis (ALS) is a heritable disorder where rare variants with low-to-moderate penetrance are thought to dominate genetic risk. To identify such rare variants, we harmonized and analyzed exome data from 22 cohorts, totaling 17,919 individuals with ALS and 200,703 controls across discovery and replication phases. Rare variant analyses identified several new risk genes, with replication confirming association of YKT6 and supporting HTR3C, GBGT1 and KNTC1. We also provide strong, independent validation for genes with limited previous evidence: ARPP21, DNAJC7 and CFAP410. Notably, in ARPP21, we identified a new high-effect variant (p.P747L) and confirmed that p.P563L is an ALS-associated variant leading to an aggressive disease course. Beyond new discoveries, our analyses largely recapitulated the known genetic architecture of ALS, identifying risk variants in over 20% of cases and supporting a cumulative oligogenic risk model. These findings highlight new translational targets and show that rare variant analyses capture substantially more genetic risk than common variant genome-wide association studies.

Indexed as

Amyotrophic Lateral SclerosisExomeGenetic VariationExome SequencingGenetic Predisposition to DiseaseGenome-Wide Association StudyHumansPolymorphism, Single Nucleotide

Identifiers

PMID41917433
PMCPMC13083253

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.