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Individualized network analysis reveals a link between the gut microbiome, diet intervention and Gestational Diabetes Mellitus

Gestational Diabetes Mellitus (GDM), a serious complication during pregnancy which is defined by abnormal glucose regulation, is commonly treated by diabetic diet and lifestyle changes. While recent findings place the microbiome as a natural mediator between diet interventions and diverse disease st...

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Autores principales: Liu, Yimeng, Amit, Guy, Zhao, Xiaolei, Wu, Na, Li, Daqing, Bashan, Amir
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10337958/
https://www.ncbi.nlm.nih.gov/pubmed/37384793
http://dx.doi.org/10.1371/journal.pcbi.1011193
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author Liu, Yimeng
Amit, Guy
Zhao, Xiaolei
Wu, Na
Li, Daqing
Bashan, Amir
author_facet Liu, Yimeng
Amit, Guy
Zhao, Xiaolei
Wu, Na
Li, Daqing
Bashan, Amir
author_sort Liu, Yimeng
collection PubMed
description Gestational Diabetes Mellitus (GDM), a serious complication during pregnancy which is defined by abnormal glucose regulation, is commonly treated by diabetic diet and lifestyle changes. While recent findings place the microbiome as a natural mediator between diet interventions and diverse disease states, its role in GDM is still unknown. Here, based on observation data from healthy pregnant control group and GDM patients, we developed a new network approach using patterns of co-abundance of microorganism to construct microbial networks that represent human-specific information about gut microbiota in different groups. By calculating network similarity in different groups, we analyze the gut microbiome from 27 GDM subjects collected before and after two weeks of diet therapy compared with 30 control subjects to identify the health condition of microbial community balance in GDM subjects. Although the microbial communities remain similar after the diet phase, we find that the structure of their inter-species co-abundance network is significantly altered, which is reflected in that the ecological balance of GDM patients was not "healthier" after the diet intervention. In addition, we devised a method for individualized network analysis of the microbiome, thereby a pattern is found that GDM individuals whose microbial networks are with large deviations from the GDM group are usually accompanied by their abnormal glucose regulation. This approach may help the development of individualized diagnosis strategies and microbiome-based therapies in the future.
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spelling pubmed-103379582023-07-13 Individualized network analysis reveals a link between the gut microbiome, diet intervention and Gestational Diabetes Mellitus Liu, Yimeng Amit, Guy Zhao, Xiaolei Wu, Na Li, Daqing Bashan, Amir PLoS Comput Biol Research Article Gestational Diabetes Mellitus (GDM), a serious complication during pregnancy which is defined by abnormal glucose regulation, is commonly treated by diabetic diet and lifestyle changes. While recent findings place the microbiome as a natural mediator between diet interventions and diverse disease states, its role in GDM is still unknown. Here, based on observation data from healthy pregnant control group and GDM patients, we developed a new network approach using patterns of co-abundance of microorganism to construct microbial networks that represent human-specific information about gut microbiota in different groups. By calculating network similarity in different groups, we analyze the gut microbiome from 27 GDM subjects collected before and after two weeks of diet therapy compared with 30 control subjects to identify the health condition of microbial community balance in GDM subjects. Although the microbial communities remain similar after the diet phase, we find that the structure of their inter-species co-abundance network is significantly altered, which is reflected in that the ecological balance of GDM patients was not "healthier" after the diet intervention. In addition, we devised a method for individualized network analysis of the microbiome, thereby a pattern is found that GDM individuals whose microbial networks are with large deviations from the GDM group are usually accompanied by their abnormal glucose regulation. This approach may help the development of individualized diagnosis strategies and microbiome-based therapies in the future. Public Library of Science 2023-06-29 /pmc/articles/PMC10337958/ /pubmed/37384793 http://dx.doi.org/10.1371/journal.pcbi.1011193 Text en © 2023 Liu et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Liu, Yimeng
Amit, Guy
Zhao, Xiaolei
Wu, Na
Li, Daqing
Bashan, Amir
Individualized network analysis reveals a link between the gut microbiome, diet intervention and Gestational Diabetes Mellitus
title Individualized network analysis reveals a link between the gut microbiome, diet intervention and Gestational Diabetes Mellitus
title_full Individualized network analysis reveals a link between the gut microbiome, diet intervention and Gestational Diabetes Mellitus
title_fullStr Individualized network analysis reveals a link between the gut microbiome, diet intervention and Gestational Diabetes Mellitus
title_full_unstemmed Individualized network analysis reveals a link between the gut microbiome, diet intervention and Gestational Diabetes Mellitus
title_short Individualized network analysis reveals a link between the gut microbiome, diet intervention and Gestational Diabetes Mellitus
title_sort individualized network analysis reveals a link between the gut microbiome, diet intervention and gestational diabetes mellitus
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10337958/
https://www.ncbi.nlm.nih.gov/pubmed/37384793
http://dx.doi.org/10.1371/journal.pcbi.1011193
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