Evidence map›Paper›PMID 39696186›Full record

ArticleBMC psychiatry2024

Exploring autism spectrum disorder and co-occurring trait associations to elucidate multivariate genetic mechanisms and insights.

Karoliina Salenius, Niina Väljä, Sini Thusberg, Francois Iris, Christine Ladd-Acosta, Christophe Roos, Matti Nykter, Alessio Fasano, Reija Autio, Jake Lin and 1 more

Abstract read
In one paragraph

Article in BMC psychiatry, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing 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

7 citing papers in PubMed.

  1. Article
  2. Article
  3. Sex-dependent prediction of autism.Frontiers in genetics · 2026
    Article
  4. Article
  5. Review
  6. Review
  7. 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

11 authors.

Karoliina Salenius *Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere, Finland.
Niina Väljä *Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere, Finland.
Sini ThusbergFaculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere, Finland.
Francois IrisBMSystems, Paris, France.
Christine Ladd-AcostaDepartment of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, USA.
Christophe RoosEuformatics, Tekniikantie, Espoo, Finland.
Matti NykterFaculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere, Finland.
Alessio FasanoEuropean Biomedical Research Institute of Salerno (EBRIS), Salerno, Italy.
Reija Autio *Health Sciences, Faculty of Social Sciences, Tampere University, Tampere, Finland.
Jake Lin *Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere, Finland. jake.lin@tuni.fi.
GEMMA study

Funding

Horizon 2020 Framework Programme 825033
6 · The paper itself

Abstract

backgroundAutism spectrum disorder (ASD) is a partially heritable neurodevelopmental trait, and people with ASD may also have other co-occurring trait such as ADHD, anxiety disorders, depression, mental health issues, learning difficulty, physical health traits and communication challenges. The concomitant development of ASD and other neurological traits is assumed to result from a complex interplay between genetics and the environment. However, only a limited number of studies have performed multivariate genome-wide association studies (GWAS) for ASD.

methodsWe conducted to-date the largest multivariate GWAS on ASD and 8 ASD co-occurring traits (ADHD, ADHD childhood, anxiety stress (ASDR), bipolar (BIP), disruptive behaviour (DBD), educational attainment (EA), major depression, and schizophrenia (SCZ)) using summary statistics from leading studies. Multivariate associations and central traits were further identified. Subsequently, colocalization and Mendelian randomization (MR) analysis were performed on the associations identified with the central traits containing ASD. To further validate our findings, pathway and quantified trait loci (QTL) resources as well as independent datasets consisting of 112 (45 probands) whole genome sequence data from the GEMMA project were utilized.

resultsMultivariate GWAS resulted in 637 significant associations (p < 5e-8), among which 322 are reported for the first time for any trait. 37 SNPs were identified to contain ASD and one or more traits in their central trait set, including variants mapped to known SFARI ASD genes MAPT, CADPS and NEGR1 as well as novel ASD genes KANSL1, NSF and NTM, associated with immune response, synaptic transmission, and neurite growth respectively. Mendelian randomization analyses found that genetic liability for ADHD childhood, ASRD and DBT has causal effects on the risk of ASD while genetic liability for ASD has causal effects on the risk of ADHD, ADHD childhood, BIP, WA, MDD and SCZ. Frequency differences of SNPs found in NTM and CADPS genes, respectively associated with neurite growth and neural/endocrine calcium regulation, were found between GEMMA ASD probands and controls. Pathway, QTL and cell type enrichment implicated microbiome, enteric inflammation, and central nervous system enrichments.

conclusionsOur study, combining multivariate GWAS with systematic decomposition, identified novel genetic associations related to ASD and ASD co-occurring driver traits. Statistical tests were applied to discern evidence for shared and interpretable liability between ASD and co-occurring traits. These findings expand upon the current understanding of the complex genetics regulating ASD and reveal insights of neuronal brain disruptions potentially driving development and manifestation.

Indexed as

Autism Spectrum DisorderGenome-Wide Association StudyMendelian Randomization AnalysisAttention Deficit Disorder with HyperactivityComorbidityGenetic Predisposition to DiseaseHumansPolymorphism, Single NucleotideQuantitative Trait LociASDASD genetically correlated traitsGEMMAMendelian randomizationMultivariate GWAS

Identifiers

PMID39696186
PMCPMC11658126

What Socratic holds

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LicenceCC BY
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Registered trials

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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 Socratic graph.