ArticleNPJ systems biology and applications2022
Peripheral gene interactions define interpretable clusters of core ASD genes in a network-based investigation of the omnigenic theory.
Article in NPJ systems biology and applications, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed, 7 citations in OpenAlex.
- Network-Based Prioritization of Network-Peripheral Gene Modules in Autism Spectrum Disorder Using Integrative Transcriptomic and Proteomic Data.Journal of molecular neuroscience : MN · 2026Article
- Diversity and functional genomic insights into antimicrobial resistance and aromatic hydrocarbon degradation genes in the Red Sea coast microbial community.Frontiers in microbiology · 2026Article
- DNA-damage-associated protein co-expression network in cardiomyocytes informs on tolerance to genetic variation and disease.iScience · 2025Article
- Genetic advances in neurodevelopmental disorders.Medical review (2021) · 2025Review
- Strategies for dissecting the complexity of neurodevelopmental disorders.Trends in genetics : TIG · 2024Review
- Association of genetic variants with autism spectrum disorder in Japanese children revealed by targeted sequencing.Frontiers in genetics · 2024Article
Corrections and comments
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Authors and funding
4 authors at 2 institutions in 1 country.
Funding
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Abstract
According to the recently proposed omnigenic theory, all expressed genes in a relevant tissue are contributing directly or indirectly to the manifestation of complex disorders such as autism. Thus, holistic approaches can be complementary in studying genetics of these complex disorders to focusing on a limited number of candidate genes. Gene interaction networks can be used for holistic studies of the omnigenic nature of autism. We used Louvain clustering on tissue-specific gene interaction networks and their subgraphs exclusively containing autism-related genes to study the effects of peripheral gene interactions. We observed that the autism gene clusters are significantly weaker connected to each other and the peripheral genes in non-neuronal tissues than in brain-related tissues. The biological functions of the brain clusters correlated well with previous findings on autism, such as synaptic signaling, regulation of DNA methylation, or regulation of lymphocyte activation, however, on the other tissues they did not enrich as significantly. Furthermore, ASD subjects with disruptive mutations in specific gene clusters show phenotypical differences compared to other disruptive variants carrying ASD individuals. Our results strengthen the omnigenic theory and can advance our understanding of the genetic background of autism.
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Registered trials
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