Literature DB >> 34009035

Machine Learning Prediction of ADHD Severity: Association and Linkage to ADGRL3, DRD4, and SNAP25.

Martha L Cervantes-Henríquez1,2, Johan E Acosta-López1, Ariel F Martinez3, Mauricio Arcos-Burgos4, Pedro J Puentes-Rozo1,5, Jorge I Vélez2.   

Abstract

OBJECTIVE: To investigate whether single nucleotide polymorphisms (SNPs) in the ADGRL3, DRD4, and SNAP25 genes are associated with and predict ADHD severity in families from a Caribbean community.
METHOD: ADHD severity was derived using latent class cluster analysis of DSM-IV symptomatology. Family-based association tests were conducted to detect associations between SNPs and ADHD severity latent phenotypes. Machine learning algorithms were used to build predictive models of ADHD severity based on demographic and genetic data.
RESULTS: Individuals with ADHD exhibited two seemingly independent latent class severity configurations. SNPs harbored in DRD4, SNAP25, and ADGRL3 showed evidence of linkage and association to symptoms severity and a potential pleiotropic effect on distinct domains of ADHD severity. Predictive models discriminate severe from non-severe ADHD in specific symptom domains.
CONCLUSION: This study supports the role of DRD4, SNAP25, and ADGRL3 genes in outlining ADHD severity, and a new prediction framework with potential clinical use.

Entities:  

Keywords:  ADHD severity; DRD4; LPHN3; SNAP25; machine learning

Mesh:

Substances:

Year:  2021        PMID: 34009035     DOI: 10.1177/10870547211015426

Source DB:  PubMed          Journal:  J Atten Disord        ISSN: 1087-0547            Impact factor:   3.256


  4 in total

1.  An Shen Ding Zhi Ling Ameliorates the Symptoms of Attention Deficit Hyperactivity Disorder via Modulating Brain-Derived Neurotrophic Factor-Related Signaling Pathways.

Authors:  Li Yaqun; Yuan Haixia; Song Yuchen; Zhu Mingxin; Lu Manqi; Tian Yunlong; Wang Aizhen; Han Xinmin
Journal:  Evid Based Complement Alternat Med       Date:  2022-07-21       Impact factor: 2.650

2.  ADGRL3 genomic variation implicated in neurogenesis and ADHD links functional effects to the incretin polypeptide GIP.

Authors:  Oscar M Vidal; Jorge I Vélez; Mauricio Arcos-Burgos
Journal:  Sci Rep       Date:  2022-09-23       Impact factor: 4.996

Review 3.  Attention-deficit/hyperactive disorder updates.

Authors:  Miriam Kessi; Haolin Duan; Juan Xiong; Baiyu Chen; Fang He; Lifen Yang; Yanli Ma; Olumuyiwa A Bamgbade; Jing Peng; Fei Yin
Journal:  Front Mol Neurosci       Date:  2022-09-21       Impact factor: 6.261

4.  The Monash Autism-ADHD genetics and neurodevelopment (MAGNET) project design and methodologies: a dimensional approach to understanding neurobiological and genetic aetiology.

Authors:  Rachael Knott; Beth P Johnson; Jeggan Tiego; Olivia Mellahn; Amy Finlay; Kathryn Kallady; Maria Kouspos; Vishnu Priya Mohanakumar Sindhu; Ziarih Hawi; Aurina Arnatkeviciute; Tracey Chau; Dalia Maron; Emily-Clare Mercieca; Kirsten Furley; Katrina Harris; Katrina Williams; Alexandra Ure; Alex Fornito; Kylie Gray; David Coghill; Ann Nicholson; Dinh Phung; Eva Loth; Luke Mason; Declan Murphy; Jan Buitelaar; Mark A Bellgrove
Journal:  Mol Autism       Date:  2021-08-05       Impact factor: 7.509

  4 in total

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