Literature DB >> 33031715

Gut microbiome-mediated epigenetic regulation of brain disorder and application of machine learning for multi-omics data analysis.

Harpreet Kaur1, Yuvraj Singh2, Surjeet Singh3, Raja B Singh4,5.   

Abstract

The gut-brain axis (GBA) is a biochemical link that connects the central nervous system (CNS) and enteric nervous system (ENS). Clinical and experimental evidence suggests gut microbiota as a key regulator of the GBA. Microbes living in the gut not only interact locally with intestinal cells and the ENS but have also been found to modulate the CNS through neuroendocrine and metabolic pathways. Studies have also explored the involvement of gut microbiota dysbiosis in depression, anxiety, autism, stroke, and pathophysiology of other neurodegenerative diseases. Recent reports suggest that microbe-derived metabolites can influence host metabolism by acting as epigenetic regulators. Butyrate, an intestinal bacterial metabolite, is a known histone deacetylase inhibitor that has shown to improve learning and memory in animal models. Due to high disease variability amongst the population, a multi-omics approach that utilizes artificial intelligence and machine learning to analyze and integrate omics data is necessary to better understand the role of the GBA in pathogenesis of neurological disorders, to generate predictive models, and to develop precise and personalized therapeutics. This review examines our current understanding of epigenetic regulation of the GBA and proposes a framework to integrate multi-omics data for prediction, prevention, and development of precision health approaches to treat brain disorders.

Entities:  

Keywords:  Alzheimer’s disease; apprentissage machine; axe intestin–cerveau; epigenetics; gut–brain axis; machine learning; maladie d’Alzheimer; maladies neurodégénératives; neurodegenerative diseases; épigénétique

Year:  2020        PMID: 33031715     DOI: 10.1139/gen-2020-0136

Source DB:  PubMed          Journal:  Genome        ISSN: 0831-2796            Impact factor:   2.166


  5 in total

Review 1.  Autism Spectrum Disorder from the Womb to Adulthood: Suggestions for a Paradigm Shift.

Authors:  Cristina Panisi; Franca Rosa Guerini; Provvidenza Maria Abruzzo; Federico Balzola; Pier Mario Biava; Alessandra Bolotta; Marco Brunero; Ernesto Burgio; Alberto Chiara; Mario Clerici; Luigi Croce; Carla Ferreri; Niccolò Giovannini; Alessandro Ghezzo; Enzo Grossi; Roberto Keller; Andrea Manzotti; Marina Marini; Lucia Migliore; Lucio Moderato; Davide Moscone; Michele Mussap; Antonia Parmeggiani; Valentina Pasin; Monica Perotti; Cristina Piras; Marina Saresella; Andrea Stoccoro; Tiziana Toso; Rosa Anna Vacca; David Vagni; Salvatore Vendemmia; Laura Villa; Pierluigi Politi; Vassilios Fanos
Journal:  J Pers Med       Date:  2021-01-25

2.  Jasmine Tea Attenuates Chronic Unpredictable Mild Stress-Induced Depressive-like Behavior in Rats via the Gut-Brain Axis.

Authors:  Yangbo Zhang; Jianan Huang; Yifan Xiong; Xiangna Zhang; Yong Lin; Zhonghua Liu
Journal:  Nutrients       Date:  2021-12-27       Impact factor: 5.717

Review 3.  Gut bless you: The microbiota-gut-brain axis in irritable bowel syndrome.

Authors:  Eline Margrete Randulff Hillestad; Aina van der Meeren; Bharat Halandur Nagaraja; Ben René Bjørsvik; Noman Haleem; Alfonso Benitez-Paez; Yolanda Sanz; Trygve Hausken; Gülen Arslan Lied; Arvid Lundervold; Birgitte Berentsen
Journal:  World J Gastroenterol       Date:  2022-01-28       Impact factor: 5.742

Review 4.  How to Slow down the Ticking Clock: Age-Associated Epigenetic Alterations and Related Interventions to Extend Life Span.

Authors:  Anne-Marie Galow; Shahaf Peleg
Journal:  Cells       Date:  2022-01-29       Impact factor: 6.600

Review 5.  Gut Microbiota Metabolites in Major Depressive Disorder-Deep Insights into Their Pathophysiological Role and Potential Translational Applications.

Authors:  Miguel A Ortega; Miguel Angel Alvarez-Mon; Cielo García-Montero; Oscar Fraile-Martinez; Luis G Guijarro; Guillermo Lahera; Jorge Monserrat; Paula Valls; Fernando Mora; Roberto Rodríguez-Jiménez; Javier Quintero; Melchor Álvarez-Mon
Journal:  Metabolites       Date:  2022-01-08
  5 in total

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