Cargando…

How Microbes Shape Their Communities? A Microbial Community Model Based on Functional Genes

Exploring the mechanisms of maintaining microbial community structure is important to understand biofilm development or microbiota dysbiosis. In this paper, we propose a functional gene-based composition prediction (FCP) model to predict the population structure composition within a microbial commun...

Descripción completa

Detalles Bibliográficos
Autores principales: Jiang, Xiaoqing, Li, Xin, Yang, Longshu, Liu, Chunhong, Wang, Qi, Chi, Weilai, Zhu, Huaiqiu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6521236/
https://www.ncbi.nlm.nih.gov/pubmed/31026577
http://dx.doi.org/10.1016/j.gpb.2018.09.003
_version_ 1783418910533484544
author Jiang, Xiaoqing
Li, Xin
Yang, Longshu
Liu, Chunhong
Wang, Qi
Chi, Weilai
Zhu, Huaiqiu
author_facet Jiang, Xiaoqing
Li, Xin
Yang, Longshu
Liu, Chunhong
Wang, Qi
Chi, Weilai
Zhu, Huaiqiu
author_sort Jiang, Xiaoqing
collection PubMed
description Exploring the mechanisms of maintaining microbial community structure is important to understand biofilm development or microbiota dysbiosis. In this paper, we propose a functional gene-based composition prediction (FCP) model to predict the population structure composition within a microbial community. The model predicts the community composition well in both a low-complexity community as acid mine drainage (AMD) microbiota, and a complex community as human gut microbiota. Furthermore, we define community structure shaping (CSS) genes as functional genes crucial for shaping the microbial community. We have identified CSS genes in AMD and human gut microbiota samples with FCP model and find that CSS genes change with the conditions. Compared to essential genes for microbes, CSS genes are significantly enriched in the genes involved in mobile genetic elements, cell motility, and defense mechanisms, indicating that the functions of CSS genes are focused on communication and strategies in response to the environment factors. We further find that it is the minority, rather than the majority, which contributes to maintaining community structure. Compared to health control samples, we find that some functional genes associated with metabolism of amino acids, nucleotides, and lipopolysaccharide are more likely to be CSS genes in the disease group. CSS genes may help us to understand critical cellular processes and be useful in seeking addable gene circuitries to maintain artificial self-sustainable communities. Our study suggests that functional genes are important to the assembly of microbial communities.
format Online
Article
Text
id pubmed-6521236
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher Elsevier
record_format MEDLINE/PubMed
spelling pubmed-65212362019-05-23 How Microbes Shape Their Communities? A Microbial Community Model Based on Functional Genes Jiang, Xiaoqing Li, Xin Yang, Longshu Liu, Chunhong Wang, Qi Chi, Weilai Zhu, Huaiqiu Genomics Proteomics Bioinformatics Original Research Exploring the mechanisms of maintaining microbial community structure is important to understand biofilm development or microbiota dysbiosis. In this paper, we propose a functional gene-based composition prediction (FCP) model to predict the population structure composition within a microbial community. The model predicts the community composition well in both a low-complexity community as acid mine drainage (AMD) microbiota, and a complex community as human gut microbiota. Furthermore, we define community structure shaping (CSS) genes as functional genes crucial for shaping the microbial community. We have identified CSS genes in AMD and human gut microbiota samples with FCP model and find that CSS genes change with the conditions. Compared to essential genes for microbes, CSS genes are significantly enriched in the genes involved in mobile genetic elements, cell motility, and defense mechanisms, indicating that the functions of CSS genes are focused on communication and strategies in response to the environment factors. We further find that it is the minority, rather than the majority, which contributes to maintaining community structure. Compared to health control samples, we find that some functional genes associated with metabolism of amino acids, nucleotides, and lipopolysaccharide are more likely to be CSS genes in the disease group. CSS genes may help us to understand critical cellular processes and be useful in seeking addable gene circuitries to maintain artificial self-sustainable communities. Our study suggests that functional genes are important to the assembly of microbial communities. Elsevier 2019-02 2019-04-23 /pmc/articles/PMC6521236/ /pubmed/31026577 http://dx.doi.org/10.1016/j.gpb.2018.09.003 Text en © 2019 The Authors http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Original Research
Jiang, Xiaoqing
Li, Xin
Yang, Longshu
Liu, Chunhong
Wang, Qi
Chi, Weilai
Zhu, Huaiqiu
How Microbes Shape Their Communities? A Microbial Community Model Based on Functional Genes
title How Microbes Shape Their Communities? A Microbial Community Model Based on Functional Genes
title_full How Microbes Shape Their Communities? A Microbial Community Model Based on Functional Genes
title_fullStr How Microbes Shape Their Communities? A Microbial Community Model Based on Functional Genes
title_full_unstemmed How Microbes Shape Their Communities? A Microbial Community Model Based on Functional Genes
title_short How Microbes Shape Their Communities? A Microbial Community Model Based on Functional Genes
title_sort how microbes shape their communities? a microbial community model based on functional genes
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6521236/
https://www.ncbi.nlm.nih.gov/pubmed/31026577
http://dx.doi.org/10.1016/j.gpb.2018.09.003
work_keys_str_mv AT jiangxiaoqing howmicrobesshapetheircommunitiesamicrobialcommunitymodelbasedonfunctionalgenes
AT lixin howmicrobesshapetheircommunitiesamicrobialcommunitymodelbasedonfunctionalgenes
AT yanglongshu howmicrobesshapetheircommunitiesamicrobialcommunitymodelbasedonfunctionalgenes
AT liuchunhong howmicrobesshapetheircommunitiesamicrobialcommunitymodelbasedonfunctionalgenes
AT wangqi howmicrobesshapetheircommunitiesamicrobialcommunitymodelbasedonfunctionalgenes
AT chiweilai howmicrobesshapetheircommunitiesamicrobialcommunitymodelbasedonfunctionalgenes
AT zhuhuaiqiu howmicrobesshapetheircommunitiesamicrobialcommunitymodelbasedonfunctionalgenes