Evidence map›Paper›PMID 42736290›Full record

ArticleNature communications2026

Determinants of functional burden pleiotropy and gene dosage responses across human traits.

Sayeh Kazem, Kuldeep Kumar, Jane Yang, Florian Benitiere, Guillaume Huguet, Josephine Mollon, Thomas Renne, Laura M Schultz, Emma E M Knowles, Worrawat Engchuan and 10 more

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

20 authors.

Sayeh Kazem *Centre de recherche Azrieli, CHU Sainte-Justine and University of Montréal, Montréal, QC, Canada. sayeh.kazem@umontreal.ca.ORCID http://orcid.org/0009-0003-2772-5538
Kuldeep Kumar *Centre de recherche Azrieli, CHU Sainte-Justine and University of Montréal, Montréal, QC, Canada. kuldeep.kumar@umontreal.ca.ORCID http://orcid.org/0000-0003-3313-135X
Jane YangCentre de recherche Azrieli, CHU Sainte-Justine and University of Montréal, Montréal, QC, Canada.
Florian BenitiereCentre de recherche Azrieli, CHU Sainte-Justine and University of Montréal, Montréal, QC, Canada.ORCID http://orcid.org/0000-0001-7773-3542
Guillaume HuguetCentre de recherche Azrieli, CHU Sainte-Justine and University of Montréal, Montréal, QC, Canada.ORCID http://orcid.org/0000-0002-4746-6030
Josephine MollonDepartment of Psychiatr, Harvard Medical School, Boston, MA, USA.ORCID http://orcid.org/0000-0003-4557-1838
Thomas RenneCentre de recherche Azrieli, CHU Sainte-Justine and University of Montréal, Montréal, QC, Canada.ORCID http://orcid.org/0000-0002-1401-1806
Laura M SchultzDepartment of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, PA, USA.ORCID http://orcid.org/0000-0001-7506-8235
Emma E M KnowlesDepartment of Psychiatr, Harvard Medical School, Boston, MA, USA.ORCID http://orcid.org/0000-0003-0642-267X
Worrawat EngchuanThe Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON, Canada.ORCID http://orcid.org/0000-0001-6138-1925
Omar ShantaDepartment of Psychiatry, University of California San Diego, La Jolla, CA, USA.
Bhooma ThiruvahindrapuramThe Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON, Canada.ORCID http://orcid.org/0000-0003-1128-008X
Jeffrey R MacDonaldThe Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON, Canada.ORCID http://orcid.org/0000-0001-5058-2393
Celia M T GreenwoodLady Davis Institute for Medical Research, Jewish General Hospital, Montreal, QC, Canada.ORCID http://orcid.org/0000-0002-2427-5696
Stephen W SchererThe Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON, Canada.ORCID http://orcid.org/0000-0002-8326-1999
Laura AlmasyDepartment of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Jonathan SebatDepartment of Psychiatry, University of California San Diego, La Jolla, CA, USA.
David C GlahnDepartment of Psychiatr, Harvard Medical School, Boston, MA, USA.ORCID http://orcid.org/0000-0002-4749-6977
Guillaume DumasCentre de recherche Azrieli, CHU Sainte-Justine and University of Montréal, Montréal, QC, Canada. guillaume.dumas@umontreal.ca.ORCID http://orcid.org/0000-0002-2253-1844
Sébastien JacquemontCentre de recherche Azrieli, CHU Sainte-Justine and University of Montréal, Montréal, QC, Canada. sebastien.jacquemont@umontreal.ca.ORCID http://orcid.org/0000-0001-6838-8767

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Pleiotropic and monotonic effects of gene dosage are central to understanding comorbidities in developmental pediatric and psychiatric disorders, yet the underlying biological processes are not well characterized. Here we develop a functional burden analysis to investigate the association of all protein-coding copy-number variants, genome-wide, with 43 complex traits in approximately 500,000 UK Biobank participants. We test variant associations disrupting 172 tissue or cell-type gene sets, finding associations for all traits, which we replicate in the All of Us cohort. Functional burden pleiotropy, defined as the number of traits significantly associated with a gene set, correlates with genetic constraint and is higher for brain than non-brain functions, even after normalizing for genetic constraint. Levels of pleiotropy, measured by burden correlation, are similar in deletions and loss-of-function single-nucleotide variants, and higher than in common variants and duplications. Most gene dosage responses are non-monotonic, with deletions and duplications showing same-direction effects, and monotonic responses decrease with genetic constraint. We observe associations between functional gene sets and traits for either deletions or duplications, but rarely both, with negatively correlated effect sizes. Together, these results link genetic constraint and brain-specific mechanisms to the whole-body multimorbidity of neurodevelopmental and psychiatric conditions.

Indexed as

Gene DosageGenetic PleiotropyDNA Copy Number VariationsGenome-Wide Association StudyHumansPhenotypePolymorphism, Single Nucleotide

Identifiers

PMID42736290
PMCPMC13575219

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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.