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Wang D, Russel WA, Macdonald KM, De Leon VM, Ay A, Belanger KD. Analysis of the gut microbiome in sled dogs reveals glucosamine- and activity-related effects on gut microbial composition. Front Vet Sci 2024; 11:1272711. [PMID: 38384960 PMCID: PMC10879321 DOI: 10.3389/fvets.2024.1272711] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Accepted: 01/16/2024] [Indexed: 02/23/2024] Open
Abstract
The composition of the microbiome influences many aspects of physiology and health, and can be altered by environmental factors, including diet and activity. Glucosamine is a dietary supplement often administered to address arthritic symptoms in humans, dogs, and other mammals. To investigate how gut microbial composition varies with glucosamine supplementation, we performed 16S rRNA sequence analysis of fecal samples from 24 Alaskan and Inuit huskies and used mixed effects models to investigate associations with activity, age, and additional factors. Glucosamine ingestion, age, activity, sex, and diet were correlated with differences in alpha-diversity, with diversity decreasing in dogs consuming glucosamine. Beta-diversity analysis revealed clustering of dogs based on glucosamine supplementation status. Glucosamine supplementation and exercise-related activity were associated with greater inter-individual pairwise distances. At the family level, Lactobacillaceae and Anaerovoracaceae relative abundances were lower in supplemented dogs when activity was accounted for. At the genus level, Eubacterium [brachy], Sellimonus, Parvibacter, and an unclassified genus belonging to the same family as Parvibacter (Eggerthellaceae) all were lower in supplemented dogs, but only significantly so post-activity. Our findings suggest that glucosamine supplementation alters microbiome composition in sled dogs, particularly in the context of exercise-related activity.
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Affiliation(s)
- Dong Wang
- Department of Computer Science, Colgate University, Hamilton, NY, United States
- Department of Mathematics, Colgate University, Hamilton, NY, United States
| | - William A. Russel
- Department of Biology, Colgate University, Hamilton, NY, United States
| | | | | | - Ahmet Ay
- Department of Mathematics, Colgate University, Hamilton, NY, United States
- Department of Biology, Colgate University, Hamilton, NY, United States
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Shao T, Hsu R, Hacein-Bey C, Zhang W, Gao L, Kurth MJ, Zhao H, Shuai Z, Leung PSC. The Evolving Landscape of Fecal Microbial Transplantation. Clin Rev Allergy Immunol 2023; 65:101-120. [PMID: 36757537 PMCID: PMC9909675 DOI: 10.1007/s12016-023-08958-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/23/2023] [Indexed: 02/10/2023]
Abstract
The human gastrointestinal tract houses an enormous microbial ecosystem. Recent studies have shown that the gut microbiota plays significant physiological roles and maintains immune homeostasis in the human body. Dysbiosis, an imbalanced gut microbiome, can be associated with various disease states, as observed in infectious diseases, inflammatory diseases, autoimmune diseases, and cancer. Modulation of the gut microbiome has become a therapeutic target in treating these disorders. Fecal microbiota transplantation (FMT) from a healthy donor restores the normal gut microbiota homeostasis in the diseased host. Ample evidence has demonstrated the efficacy of FMT in recurrent Clostridioides difficile infection (rCDI). The application of FMT in other human diseases is gaining attention. This review aims to increase our understanding of the mechanisms of FMT and its efficacies in human diseases. We discuss the application, route of administration, limitations, safety, efficacies, and suggested mechanisms of FMT in rCDI, autoimmune diseases, and cancer. Finally, we address the future perspectives of FMT in human medicine.
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Affiliation(s)
- Tihong Shao
- Department of Rheumatology and Immunology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, China
- Division of Rheumatology, Allergy and Clinical Immunology, University of California Davis School of Medicine, Davis, CA, 95616, USA
| | - Ronald Hsu
- Division of Gastroenterology, University of California Davis School of Medicine, Davis, CA, 95616, USA
| | - Camelia Hacein-Bey
- Division of Rheumatology, Allergy and Clinical Immunology, University of California Davis School of Medicine, Davis, CA, 95616, USA
| | - Weici Zhang
- Department of Rheumatology and Immunology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, China
| | - Lixia Gao
- Department of Rheumatology and Immunology, The Second Hospital of Hebei Medical University, Shijiazhuang, Hebei Province, China
| | - Mark J Kurth
- Department of Chemistry, University of California Davis, Davis, CA, 95616, USA
| | - Huanhuan Zhao
- Department of Rheumatology and Immunology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, China
| | - Zongwen Shuai
- Department of Rheumatology and Immunology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, China
| | - Patrick S C Leung
- Division of Rheumatology, Allergy and Clinical Immunology, University of California Davis School of Medicine, Davis, CA, 95616, USA.
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Wang D, Russel WA, Sun Y, Belanger KD, Ay A. Machine learning and network analysis of the gut microbiome from patients with schizophrenia and non-psychiatric subject controls reveal behavioral risk factors and bacterial interactions. Schizophr Res 2023; 251:49-58. [PMID: 36577234 DOI: 10.1016/j.schres.2022.12.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Revised: 11/15/2022] [Accepted: 12/11/2022] [Indexed: 12/27/2022]
Abstract
Recent findings have supported an association between deviations in gut microbiome composition and schizophrenia. However, the extent to which the gut microbiota contributes to schizophrenia remains unclear. Moreover, studies have yet to explore variations in ecological associations among bacterial types in subjects with schizophrenia, which can reveal differences in community interactions and gut stability. We examined the dataset collected by Nguyen et al. (2021) to investigate the similarities and differences in gut microbial constituents between 48 subjects with schizophrenia and 48 matched non-psychiatric comparison cases. We re-analyzed alpha- and beta-diversity differences and completed modified differential abundance analyses and confirmed the findings of Nguyen et al. (2021) that there was little variation in alpha-diversity but significant differences in beta-diversity between individuals with schizophrenia and non-psychiatric subjects. We also conducted mediation analysis, developed a machine learning (ML) model to predict schizophrenia, and completed network analysis to examine community-level interactions among bacterial taxa. Our study offers new insights, suggesting that the gut microbiome mediates the effects between schizophrenia and smoking status, BMI, anxiety score, and depression score. Our differential abundance and network analysis findings suggest that the differential abundance of Lachnospiraceae and Ruminococcaceae taxa fosters a decrease in stabilizing competitive interactions in the gut microbiome of subjects with schizophrenia. Loss of this competition may promote ecological instability and dysbiosis, altering gut-brain axis interactions in these subjects.
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Affiliation(s)
- Dong Wang
- Department of Computer Science, Colgate University, Hamilton, NY 13346, USA; Department of Mathematics, Colgate University, Hamilton, NY 13346, USA.
| | - William A Russel
- Department of Biology, Colgate University, Hamilton, NY 13346, USA.
| | - Yuntong Sun
- Department of Biology, Colgate University, Hamilton, NY 13346, USA.
| | | | - Ahmet Ay
- Department of Mathematics, Colgate University, Hamilton, NY 13346, USA; Department of Biology, Colgate University, Hamilton, NY 13346, USA.
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Irwin N, Currie MJ, Davis D. Probiotic supplementation in healthy pre-school-aged children: What, why, how and when? J Paediatr Child Health 2023; 59:58-63. [PMID: 36218158 DOI: 10.1111/jpc.16237] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/05/2022] [Revised: 06/29/2022] [Accepted: 09/26/2022] [Indexed: 01/20/2023]
Abstract
AIM We previously published the prevalence and predictors of probiotic use among a cohort of healthy 4 and 5-year-old children. Here we explore the species and strains most commonly used, the reasons probiotics are used, perceptions of the impact on children's health and parental behaviours around probiotic supplementation in children. METHODS Parents of 4 and 5-year-old children living in the Australian Capital Territory were invited to participate in an observational, cross-sectional study by completing a web-based survey between February and May 2020. Data concerning 481 children were eligible for analysis. Results are presented as simple proportions, with odds ratios and 95% confidence intervals where appropriate. RESULTS Lacticaseibacillus rhamnosus and Bifidobacterium animalis subsp. lactis were the most frequently reported species, and Lacticaseibacillus rhamnosus GG was the most frequently reported strain. The most common reason for administering probiotics to the 228 (47.4%) of 481 children ever exposed was to promote general health (54%). Half (51%) of parents perceived probiotics had improved their child's general health, although this was more likely for children who had recently (odds ratio (OR): 2.69, 95% confidence intervals (CI): 1.47-4.93) or regularly (OR: 2.92, CI: 1.46-5.85) used probiotics or whose parent had recently used probiotics (OR: 2.47, CI: 1.34-4.55). Initial exposure to probiotics occurred before the age of 2 years in 65% of the cohort. CONCLUSION This community-based study suggests that parents use probiotics primarily to improve children's general health and with modest perceived effect. The long-term effects of early and prolonged exposure to probiotics are not well understood.
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Affiliation(s)
- Nicola Irwin
- Department of Paediatrics, Centenary Hospital for Women and Children, Canberra, Australian Capital Territory, Australia.,Faculty of Health, University of Canberra, Canberra, Australian Capital Territory, Australia
| | - Marian J Currie
- Faculty of Health, University of Canberra, Canberra, Australian Capital Territory, Australia
| | - Deborah Davis
- Department of Paediatrics, Centenary Hospital for Women and Children, Canberra, Australian Capital Territory, Australia.,Faculty of Health, University of Canberra, Canberra, Australian Capital Territory, Australia.,Office of the Chief Nursing and Midwifery Officer, ACT Government Health Directorate, Canberra, Australian Capital Territory, Australia
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Garcia-Segura S, del Rey J, Closa L, Garcia-Martínez I, Hobeich C, Castel AB, Vidal F, Benet J, Ribas-Maynou J, Oliver-Bonet M. Seminal Microbiota of Idiopathic Infertile Patients and Its Relationship With Sperm DNA Integrity. Front Cell Dev Biol 2022; 10:937157. [PMID: 35837328 PMCID: PMC9275566 DOI: 10.3389/fcell.2022.937157] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Accepted: 06/06/2022] [Indexed: 11/17/2022] Open
Abstract
The development of new biomarkers for human male infertility is crucial to improve the diagnosis and the prognosis of this disease. Recently, seminal microbiota was shown to be related to sperm quality parameters, suggesting an effect in human fertility and postulating it as a biomarker candidate. However, its relationship to sperm DNA integrity has not been studied yet. The aim of the present study is to characterize the seminal microbiota of a western Mediterranean population and to evaluate its relationship to sperm chromatin integrity parameters, and oxidative stress. For that purpose, 14 samples from sperm donors and 42 samples from infertile idiopathic patients were obtained and were analyzed to assess the composition of the microbiota through full-length 16S rRNA gene sequencing (Illumina MiSeq platform). Microbial diversity and relative abundances were compared to classic sperm quality parameters (macroscopic semen parameters, motility, morphology and concentration), chromatin integrity (global DNA damage, double-stranded DNA breaks and DNA protamination status) and oxidative stress levels (oxidation-reduction potential). The seminal microbiota observed of these samples belonged to the phyla Firmicutes, Proteobacteria, Actinobacteria and Bacteroidetes. The most abundant genera were Finegoldia, Peptoniphilus, Anaerococcus, Campylobacter, Streptococcus, Staphylococcus, Moraxella, Prevotella, Ezakiella, Corynebacterium and Lactobacillus. To our knowledge, this is the first detection of Ezakiella genus in seminal samples. Two clusters of microbial profiles were built based on a clustering analysis, and specific genera were found with different frequencies in relation to seminal quality defects. The abundances of several bacteria negatively correlate with the sperm global DNA fragmentation, most notably Moraxella, Brevundimonas and Flavobacterium. The latter two were also associated with higher sperm motility and Brevundimonas additionally with lower oxidative-reduction potential. Actinomycetaceae, Ralstonia and Paenibacillus correlated with reduced chromatin protamination status and increased double-stranded DNA fragmentation. These effects on DNA integrity coincide in many cases with the metabolism or enzymatic activities of these genera. Significant differences between fertile and infertile men were found in the relative presence of the Propionibacteriaceae family and the Cutibacterium, Rhodopseudomonas and Oligotropha genera, which supports its possible involvement in male fertility. Our findings sustain the hypothesis that the seminal microbiome has an effect on male fertility.
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Affiliation(s)
- Sergio Garcia-Segura
- Unit of Cell Biology and Medical Genetics, Department of Cell Biology, Physiology and Immunology, Universitat Autònoma de Barcelona (UAB), Bellaterra, Spain
| | - Javier del Rey
- Unit of Cell Biology and Medical Genetics, Department of Cell Biology, Physiology and Immunology, Universitat Autònoma de Barcelona (UAB), Bellaterra, Spain
| | - Laia Closa
- Histocompatibility and Immunogenetics Laboratory, Banc de Sang i Teixits (BST), Barcelona, Spain
- Medicina Transfusional, Vall d’Hebron Institut de Recerca (VHIR), Universitat Autònoma de Barcelona (UAB), Barcelona, Spain
| | - Iris Garcia-Martínez
- Medicina Transfusional, Vall d’Hebron Institut de Recerca (VHIR), Universitat Autònoma de Barcelona (UAB), Barcelona, Spain
- Grup de Coagulopaties Congènites, Banc de Sang i Teixits (BST), Barcelona, Spain
| | - Carlos Hobeich
- Medicina Transfusional, Vall d’Hebron Institut de Recerca (VHIR), Universitat Autònoma de Barcelona (UAB), Barcelona, Spain
- Grup de Coagulopaties Congènites, Banc de Sang i Teixits (BST), Barcelona, Spain
| | | | - Francisco Vidal
- Medicina Transfusional, Vall d’Hebron Institut de Recerca (VHIR), Universitat Autònoma de Barcelona (UAB), Barcelona, Spain
- Grup de Coagulopaties Congènites, Banc de Sang i Teixits (BST), Barcelona, Spain
- CIBER de Enfermedades Cardiovasculares (CIBERCV), Barcelona, Spain
| | - Jordi Benet
- Unit of Cell Biology and Medical Genetics, Department of Cell Biology, Physiology and Immunology, Universitat Autònoma de Barcelona (UAB), Bellaterra, Spain
| | - Jordi Ribas-Maynou
- Biotechnology of Animal and Human Reproduction (TechnoSperm), Institute of Food and Agricultural Technology, University of Girona, Girona, Spain
- Unit of Cell Biology, Department of Biology, University of Girona, Girona, Spain
| | - Maria Oliver-Bonet
- Unit of Cell Biology and Medical Genetics, Department of Cell Biology, Physiology and Immunology, Universitat Autònoma de Barcelona (UAB), Bellaterra, Spain
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Liu J, Gao Z, Liu C, Liu T, Gao J, Cai Y, Fan X. Alteration of Gut Microbiota: New Strategy for Treating Autism Spectrum Disorder. Front Cell Dev Biol 2022; 10:792490. [PMID: 35309933 PMCID: PMC8929512 DOI: 10.3389/fcell.2022.792490] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2021] [Accepted: 01/20/2022] [Indexed: 12/12/2022] Open
Abstract
Autism spectrum disorder (ASD) is defined as a complex heterogeneous disorder and characterized by stereotyped behavior and deficits in communication and social interactions. The emerging microbial knowledge has pointed to a potential link between gut microbiota dysbiosis and ASD. Evidence from animal and human studies showed that shifts in composition and activity of the gut microbiota may causally contribute to the etiopathogenesis of core symptoms in the ASD individuals with gastrointestinal tract disturbances and act on microbiota-gut-brain. In this review, we summarized the characterized gut bacterial composition of ASD and the involvement of gut microbiota and their metabolites in the onset and progression of ASD; the possible underlying mechanisms are also highlighted. Given this correlation, we also provide an overview of the microbial-based therapeutic interventions such as probiotics, antibiotics, fecal microbiota transplantation therapy, and dietary interventions and address their potential benefits on behavioral symptoms of ASD. The precise contribution of altering gut microbiome to treating core symptoms in the ASD needs to be further clarified. It seemed to open up promising avenues to develop microbial-based therapies in ASD.
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Affiliation(s)
- Jiayin Liu
- Department of Military Cognitive Psychology, School of Psychology, Third Military Medical University (Army Medical University), Chongqing, China
- Battalion 5th of Cadet Brigade, Third Military Medical University (Army Medical University), Army Medical University, Chongqing, China
| | - Zhanyuan Gao
- Department of Military Cognitive Psychology, School of Psychology, Third Military Medical University (Army Medical University), Chongqing, China
- Battalion 5th of Cadet Brigade, Third Military Medical University (Army Medical University), Army Medical University, Chongqing, China
| | - Chuanqi Liu
- Department of Military Cognitive Psychology, School of Psychology, Third Military Medical University (Army Medical University), Chongqing, China
- Battalion 5th of Cadet Brigade, Third Military Medical University (Army Medical University), Army Medical University, Chongqing, China
| | - Tianyao Liu
- Department of Military Cognitive Psychology, School of Psychology, Third Military Medical University (Army Medical University), Chongqing, China
| | - Junwei Gao
- Department of Military Cognitive Psychology, School of Psychology, Third Military Medical University (Army Medical University), Chongqing, China
| | - Yun Cai
- Department of Military Cognitive Psychology, School of Psychology, Third Military Medical University (Army Medical University), Chongqing, China
- *Correspondence: Yun Cai, ; Xiaotang Fan,
| | - Xiaotang Fan
- Department of Military Cognitive Psychology, School of Psychology, Third Military Medical University (Army Medical University), Chongqing, China
- *Correspondence: Yun Cai, ; Xiaotang Fan,
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Sallard E, Schult F, Baehren C, Buedding E, Mboma O, Ahmad-Nejad P, Ghebremedhin B, Ehrhardt A, Wirth S, Aydin M. Viral Infection and Respiratory Exacerbation in Children: Results from a Local German Pediatric Exacerbation Cohort. Viruses 2022; 14:491. [PMID: 35336898 PMCID: PMC8955305 DOI: 10.3390/v14030491] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2022] [Revised: 02/20/2022] [Accepted: 02/23/2022] [Indexed: 02/05/2023] Open
Abstract
Respiratory viruses play an important role in asthma exacerbation, and early exposure can be involved in recurrent bronchitis and the development of asthma. The exact mechanism is not fully clarified, and pathogen-to-host interaction studies are warranted to identify biomarkers of exacerbation in the early phase. Only a limited number of international exacerbation cohorts were studied. Here, we have established a local pediatric exacerbation study in Germany consisting of children with asthma or chronic, recurrent bronchitis and analyzed the viriome within the nasopharyngeal swab specimens derived from the entire cohort (n = 141). Interestingly, 41% of exacerbated children had a positive test result for human rhinovirus (HRV)/human enterovirus (HEV), and 14% were positive for respiratory syncytial virus (RSV). HRV was particularly prevalent in asthmatics (56%), wheezers (50%), and atopic (66%) patients. Lymphocytes were decreased in asthmatics and in HRV-infected subjects, and patients allergic to house dust mites were more susceptible to HRV infection. Our study thus confirms HRV infection as a strong 'biomarker' of exacerbated asthma. Further longitudinal studies will show the clinical progress of those children with a history of an RSV or HRV infection. Vaccination strategies and novel treatment guidelines against HRV are urgently needed to protect those high-risk children from a serious course of disease.
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Affiliation(s)
- Erwan Sallard
- Center for Biomedical Education and Research (ZBAF), Department of Human Medicine, Faculty of Health, Institute of Virology and Microbiology, Witten/Herdecke University, 58453 Witten, Germany; (E.S.); (A.E.)
| | - Frank Schult
- Center for Child and Adolescent Medicine, Center for Clinical and Translational Research (CCTR), Helios University Hospital Wuppertal, Witten/Herdecke University, 42283 Wuppertal, Germany; (F.S.); (O.M.); (S.W.)
| | - Carolin Baehren
- Laboratory of Experimental Pediatric Pneumology and Allergology, Center for Biomedical Education and Research, Faculty of Health, School of Life Sciences (ZBAF), Witten/Herdecke University, 58455 Witten, Germany; (C.B.); (E.B.)
| | - Eleni Buedding
- Laboratory of Experimental Pediatric Pneumology and Allergology, Center for Biomedical Education and Research, Faculty of Health, School of Life Sciences (ZBAF), Witten/Herdecke University, 58455 Witten, Germany; (C.B.); (E.B.)
| | - Olivier Mboma
- Center for Child and Adolescent Medicine, Center for Clinical and Translational Research (CCTR), Helios University Hospital Wuppertal, Witten/Herdecke University, 42283 Wuppertal, Germany; (F.S.); (O.M.); (S.W.)
| | - Parviz Ahmad-Nejad
- Institute for Medical Laboratory Diagnostics, Center for Clinical and Translational Research (CCTR), Helios University Hospital Wuppertal, Witten/Herdecke University, 42283 Wuppertal, Germany;
| | - Beniam Ghebremedhin
- Institute for Medical Laboratory Diagnostics, Center for Clinical and Translational Research (CCTR), Helios University Hospital Wuppertal, Witten/Herdecke University, 42283 Wuppertal, Germany;
| | - Anja Ehrhardt
- Center for Biomedical Education and Research (ZBAF), Department of Human Medicine, Faculty of Health, Institute of Virology and Microbiology, Witten/Herdecke University, 58453 Witten, Germany; (E.S.); (A.E.)
| | - Stefan Wirth
- Center for Child and Adolescent Medicine, Center for Clinical and Translational Research (CCTR), Helios University Hospital Wuppertal, Witten/Herdecke University, 42283 Wuppertal, Germany; (F.S.); (O.M.); (S.W.)
| | - Malik Aydin
- Center for Child and Adolescent Medicine, Center for Clinical and Translational Research (CCTR), Helios University Hospital Wuppertal, Witten/Herdecke University, 42283 Wuppertal, Germany; (F.S.); (O.M.); (S.W.)
- Laboratory of Experimental Pediatric Pneumology and Allergology, Center for Biomedical Education and Research, Faculty of Health, School of Life Sciences (ZBAF), Witten/Herdecke University, 58455 Witten, Germany; (C.B.); (E.B.)
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Yang C, Chowdhury D, Zhang Z, Cheung WK, Lu A, Bian Z, Zhang L. A review of computational tools for generating metagenome-assembled genomes from metagenomic sequencing data. Comput Struct Biotechnol J 2021; 19:6301-6314. [PMID: 34900140 PMCID: PMC8640167 DOI: 10.1016/j.csbj.2021.11.028] [Citation(s) in RCA: 78] [Impact Index Per Article: 26.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2021] [Revised: 11/17/2021] [Accepted: 11/17/2021] [Indexed: 12/16/2022] Open
Abstract
Metagenomic sequencing provides a culture-independent avenue to investigate the complex microbial communities by constructing metagenome-assembled genomes (MAGs). A MAG represents a microbial genome by a group of sequences from genome assembly with similar characteristics. It enables us to identify novel species and understand their potential functions in a dynamic ecosystem. Many computational tools have been developed to construct and annotate MAGs from metagenomic sequencing, however, there is a prominent gap to comprehensively introduce their background and practical performance. In this paper, we have thoroughly investigated the computational tools designed for both upstream and downstream analyses, including metagenome assembly, metagenome binning, gene prediction, functional annotation, taxonomic classification, and profiling. We have categorized the commonly used tools into unique groups based on their functional background and introduced the underlying core algorithms and associated information to demonstrate a comparative outlook. Furthermore, we have emphasized the computational requisition and offered guidance to the users to select the most efficient tools. Finally, we have indicated current limitations, potential solutions, and future perspectives for further improving the tools of MAG construction and annotation. We believe that our work provides a consolidated resource for the current stage of MAG studies and shed light on the future development of more effective MAG analysis tools on metagenomic sequencing.
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Key Words
- CNN, convolutional neural network
- DBG, De Bruijn graph
- GTDB, Genome Taxonomy Database
- Gene functional annotation
- Gene prediction
- Genome assembly
- HMM, Hidden Markov Model
- KEGG, Kyoto Encyclopedia of Genes and Genomes
- LCA, lowest common ancestor
- LPA, label propagation algorithm
- MAGs, metagenome-assembled genomes
- Metagenome binning
- Metagenome-assembled genomes
- Metagenomic sequencing
- Microbial abundance profiling
- OLC, overlap-layout consensus
- ONT, Oxford Nanopore Technologies
- ORFs, open reading frames
- PacBio, Pacific Biosciences
- QC, quality control
- SLR, synthetic long reads
- TNFs, tetranucleotide frequencies
- Taxonomic classification
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Affiliation(s)
- Chao Yang
- Department of Computer Science, Hong Kong Baptist University, Hong Kong Special Administrative Region
| | - Debajyoti Chowdhury
- Computational Medicine Lab, Hong Kong Baptist University, Hong Kong Special Administrative Region
- Institute of Integrated Bioinformedicine and Translational Sciences, School of Chinese Medicine, Hong Kong Baptist University, Hong Kong Special Administrative Region
| | - Zhenmiao Zhang
- Department of Computer Science, Hong Kong Baptist University, Hong Kong Special Administrative Region
| | - William K. Cheung
- Department of Computer Science, Hong Kong Baptist University, Hong Kong Special Administrative Region
| | - Aiping Lu
- Computational Medicine Lab, Hong Kong Baptist University, Hong Kong Special Administrative Region
- Institute of Integrated Bioinformedicine and Translational Sciences, School of Chinese Medicine, Hong Kong Baptist University, Hong Kong Special Administrative Region
| | - Zhaoxiang Bian
- Institute of Brain and Gut Research, School of Chinese Medicine, Hong Kong Baptist University, Hong Kong Special Administrative Region
- Chinese Medicine Clinical Study Center, School of Chinese Medicine, Hong Kong Baptist University, Hong Kong Special Administrative Region
| | - Lu Zhang
- Department of Computer Science, Hong Kong Baptist University, Hong Kong Special Administrative Region
- Computational Medicine Lab, Hong Kong Baptist University, Hong Kong Special Administrative Region
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Massy C. Agriculture, the Anthropocene and human health. J Paediatr Child Health 2021; 57:1819-1825. [PMID: 34792240 DOI: 10.1111/jpc.15683] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/28/2021] [Accepted: 07/28/2021] [Indexed: 02/02/2023]
Abstract
AIM To examine the interconnection between the rise of modern industrial agriculture, the Anthropocene epoch, and impacts on human health. To examine the impact of the emerging field of regenerative agriculture in addressing the mounting negative planetary and human health challenges. METHODS Structured interviews in social research for a PhD with over 80 regenerative farmers and industrial farmers in the field; and subsequent interviews with 40 other farmers. Literature search into the rise of modern human and animal diseases, the Anthropocene, and cognitive and paradigm change. RESULTS As Earth slips further into the human-caused Anthropocene epoch due to The Great Acceleration post-1950, there is a directly connected exponential rise in modern human diseases. Despite the emergence of Western agriculture and modern industrial society, our bodies are still adapted to the environment of our Palaeolithic past. Industrial agriculture and harmful agricultural practices are stripping essential nutrients from our foods while also lacing them with novel chemicals we are not adapted for. Consequently, the functioning of our gut microbiome has become destabilised. Evidence continues to mount that this is a key reason behind the exponential rise of many modern diseases. CONCLUSION To address what constitute evolutionary mismatch diseases due to cultural Dysevolution, a return to healthy regenerative agriculture, with foods rich in diverse nutrients and free of novel chemicals, provides a clear pathway to begin healing both the planetary systems and humans.
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Affiliation(s)
- Charles Massy
- Fenner School of Environment and Society, Australian National University, Canberra, Australian Capital Territory, Australia
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He L, Zhou Y, Zhang Y, Hang B, Chang H, Schick SF, Celniker SE, Xia Y, Snijders AM, Mao J. Thirdhand cigarette smoke leads to age-dependent and persistent alterations in the cecal microbiome of mice. Microbiologyopen 2021; 10:e1198. [PMID: 34180593 PMCID: PMC8123915 DOI: 10.1002/mbo3.1198] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2021] [Revised: 04/26/2021] [Accepted: 04/27/2021] [Indexed: 01/11/2023] Open
Abstract
The gut microbiome composition is influenced by many factors including environmental exposures. Here, we investigated the effect of thirdhand cigarette smoke (THS) and exposure age on gut microbiome diversity. C57BL/6 mice were exposed to THS at human exposure relevant levels for three weeks during three different life stages: postnatal (0-3 weeks of age), pubescent (4-7 weeks of age), and adult (9-12 weeks of age), respectively. Cecal microbiome profiles were assessed at 17 weeks of age by 16S rRNA gene sequencing. We found that age at THS exposure strongly influenced the cecal microbiome composition. Although postnatal THS exposure significantly influenced the microbial composition, pubescent and adulthood exposures only had minor effects. The microbiome of postnatally THS-exposed mice significantly increased several degradation pathways that regulate glycolysis and pyruvate decarboxylation, and significantly decreased coenzyme A biosynthesis and pyrimidine deoxyribonucleoside salvage. Our results indicate that mouse postnatal development is particularly susceptible to persistent THS exposure effects on the gut microbiome.
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Affiliation(s)
- Li He
- Biological Systems and Engineering DivisionLawrence Berkeley National LaboratoryBerkeleyCAUSA
- Department of HematologyZhongnan HospitalWuhan UniversityWuhanChina
| | - Yan‐Xia Zhou
- Biological Systems and Engineering DivisionLawrence Berkeley National LaboratoryBerkeleyCAUSA
- Marine CollegeShandong UniversityWeihaiChina
| | - Yuqing Zhang
- Biological Systems and Engineering DivisionLawrence Berkeley National LaboratoryBerkeleyCAUSA
- State Key Laboratory of Reproductive MedicineInstitute of ToxicologyNanjing Medical UniversityNanjingChina
| | - Bo Hang
- Biological Systems and Engineering DivisionLawrence Berkeley National LaboratoryBerkeleyCAUSA
| | - Hang Chang
- Biological Systems and Engineering DivisionLawrence Berkeley National LaboratoryBerkeleyCAUSA
| | - Suzaynn F. Schick
- Department of MedicineDivision of Occupational and Environmental MedicineUniversity of CaliforniaSan FranciscoCAUSA
| | - Susan E. Celniker
- Biological Systems and Engineering DivisionLawrence Berkeley National LaboratoryBerkeleyCAUSA
| | - Yankai Xia
- State Key Laboratory of Reproductive MedicineInstitute of ToxicologyNanjing Medical UniversityNanjingChina
| | - Antoine M. Snijders
- Biological Systems and Engineering DivisionLawrence Berkeley National LaboratoryBerkeleyCAUSA
| | - Jian‐Hua Mao
- Biological Systems and Engineering DivisionLawrence Berkeley National LaboratoryBerkeleyCAUSA
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