51
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Liu Z, Sun Y, Li Y, Ma A, Willaims NF, Jahanbahkshi S, Hoyd R, Wang X, Zhang S, Zhu J, Xu D, Spakowicz D, Ma Q, Liu B. An Explainable Graph Neural Framework to Identify Cancer-Associated Intratumoral Microbial Communities. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2403393. [PMID: 39225619 PMCID: PMC11538693 DOI: 10.1002/advs.202403393] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/01/2024] [Revised: 06/26/2024] [Indexed: 09/04/2024]
Abstract
Microbes are extensively present among various cancer tissues and play critical roles in carcinogenesis and treatment responses. However, the underlying relationships between intratumoral microbes and tumors remain poorly understood. Here, a MIcrobial Cancer-association Analysis using a Heterogeneous graph transformer (MICAH) to identify intratumoral cancer-associated microbial communities is presented. MICAH integrates metabolic and phylogenetic relationships among microbes into a heterogeneous graph representation. It uses a graph transformer to holistically capture relationships between intratumoral microbes and cancer tissues, which improves the explainability of the associations between identified microbial communities and cancers. MICAH is applied to intratumoral bacterial data across 5 cancer types and 5 fungi datasets, and its generalizability and reproducibility are demonstrated. After experimentally testing a representative observation using a mouse model of tumor-microbe-immune interactions, a result consistent with MICAH's identified relationship is observed. Source tracking analysis reveals that the primary known contributor to a cancer-associated microbial community is the organs affected by the type of cancer. Overall, this graph neural network framework refines the number of microbes that can be used for follow-up experimental validation from thousands to tens, thereby helping to accelerate the understanding of the relationship between tumors and intratumoral microbiomes.
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Affiliation(s)
- Zhaoqian Liu
- School of MathematicsShandong UniversityJinanShandong250100China
- College of SciencesXi'an University of Science and TechnologyXi'anShanxi710054China
| | - Yuhan Sun
- School of MathematicsShandong UniversityJinanShandong250100China
| | - Yingjie Li
- Department of Biomedical InformaticsThe Ohio State UniversityColumbusOH43210USA
| | - Anjun Ma
- Department of Biomedical InformaticsThe Ohio State UniversityColumbusOH43210USA
- Pelotonia Institute for Immuno‐OncologyThe Ohio State UniversityColumbusOH43210USA
| | - Nyelia F. Willaims
- Department of Internal MedicineCollege of MedicineThe Ohio State UniversityColumbusOH43210USA
| | - Shiva Jahanbahkshi
- Department of Food Science and TechnologyCollege of FoodAgricultural, and Environmental SciencesThe Ohio State UniversityColumbusOH43210USA
| | - Rebecca Hoyd
- Department of Internal MedicineCollege of MedicineThe Ohio State UniversityColumbusOH43210USA
| | - Xiaoying Wang
- Department of Biomedical InformaticsThe Ohio State UniversityColumbusOH43210USA
- Pelotonia Institute for Immuno‐OncologyThe Ohio State UniversityColumbusOH43210USA
| | - Shiqi Zhang
- Department of Human SciencesCollege of Education and Human EcologyThe Ohio State UniversityColumbusOH43210USA
| | - Jiangjiang Zhu
- Department of Human SciencesCollege of Education and Human EcologyThe Ohio State UniversityColumbusOH43210USA
| | - Dong Xu
- Department of Electrical Engineering and Computer ScienceUniversity of MissouriColumbiaMO65201USA
- Christopher S. Bond Life Sciences CenterUniversity of MissouriColumbiaMO65201USA
| | - Daniel Spakowicz
- Pelotonia Institute for Immuno‐OncologyThe Ohio State UniversityColumbusOH43210USA
- Department of Internal MedicineCollege of MedicineThe Ohio State UniversityColumbusOH43210USA
| | - Qin Ma
- Department of Biomedical InformaticsThe Ohio State UniversityColumbusOH43210USA
- Pelotonia Institute for Immuno‐OncologyThe Ohio State UniversityColumbusOH43210USA
| | - Bingqiang Liu
- School of MathematicsShandong UniversityJinanShandong250100China
- Shandong National Center for Applied MathematicsJinanShandong250199China
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52
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Xiao L, Zhao F. Exploring the frontier of microbiome biomarker discovery with artificial intelligence. Natl Sci Rev 2024; 11:nwae325. [PMID: 39606148 PMCID: PMC11601805 DOI: 10.1093/nsr/nwae325] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2024] [Revised: 08/23/2024] [Accepted: 09/12/2024] [Indexed: 11/29/2024] Open
Affiliation(s)
- Liwen Xiao
- Institute of Zoology, Chinese Academy of Sciences, China
| | - Fangqing Zhao
- Institute of Zoology, Chinese Academy of Sciences, China
- Key Laboratory of Systems Health Science of Zhejiang Province, School of Life Science, Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, China
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53
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Herrera-Quintana L, Vázquez-Lorente H, Silva RCMC, Olivares-Arancibia J, Reyes-Amigo T, Pires BRB, Plaza-Diaz J. The Role of the Microbiome and of Radiotherapy-Derived Metabolites in Breast Cancer. Cancers (Basel) 2024; 16:3671. [PMID: 39518108 PMCID: PMC11545256 DOI: 10.3390/cancers16213671] [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: 09/30/2024] [Revised: 10/25/2024] [Accepted: 10/29/2024] [Indexed: 11/16/2024] Open
Abstract
The gut microbiome has emerged as a crucial player in modulating cancer therapies, including radiotherapy. In the case of breast cancer, the interplay between the microbiome and radiotherapy-derived metabolites may enhance therapeutic outcomes and minimize adverse effects. In this review, we explore the bidirectional relationship between the gut microbiome and breast cancer. We explain how gut microbiome composition influences cancer progression and treatment response, and how breast cancer and its treatments influence microbiome composition. A dual role for radiotherapy-derived metabolites is explored in this article, highlighting both their therapeutic benefits and potential hazards. By integrating genomics, metabolomics, and bioinformatics tools, we present a comprehensive overview of these interactions. The study provides real-world insight through case studies and clinical trials, while therapeutic innovations such as probiotics, and dietary interventions are examined for their potential to modulate the microbiome and enhance treatment effectiveness. Moreover, ethical considerations and patient perspectives are discussed, ensuring a comprehensive understanding of the subject. Towards revolutionizing treatment strategies and improving patient outcomes, the review concludes with future research directions. It also envisions integrating microbiome and metabolite research into personalized breast cancer therapy.
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Affiliation(s)
- Lourdes Herrera-Quintana
- Department of Physiology, Schools of Pharmacy and Medicine, University of Granada, 18071 Granada, Spain; (L.H.-Q.); (H.V.-L.)
- Biomedical Research Center, Health Sciences Technology Park, University of Granada, 18016 Granada, Spain
| | - Héctor Vázquez-Lorente
- Department of Physiology, Schools of Pharmacy and Medicine, University of Granada, 18071 Granada, Spain; (L.H.-Q.); (H.V.-L.)
- Biomedical Research Center, Health Sciences Technology Park, University of Granada, 18016 Granada, Spain
| | | | - Jorge Olivares-Arancibia
- AFySE Group, Research in Physical Activity and School Health, School of Physical Education, Faculty of Education, Universidad de Las Américas, Santiago 7500975, Chile;
| | - Tomás Reyes-Amigo
- Physical Activity Sciences Observatory (OCAF), Department of Physical Activity Sciences, Universidad de Playa Ancha, Valparaíso 2360072, Chile;
| | - Bruno Ricardo Barreto Pires
- Biometry and Biophysics Department, Institute of Biology Roberto Alcantara Gomes (IBRAG), Universidade do Estado do Rio de Janeiro, Rio de Janeiro 20551-030, RJ, Brazil;
| | - Julio Plaza-Diaz
- Instituto de Investigación Biosanitaria IBS.GRANADA, Complejo Hospitalario Universitario de Granada, 18014 Granada, Spain
- School of Health Sciences, Universidad Internacional de La Rioja, Avenida de la Paz, 137, 26006 Logroño, Spain
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54
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Ojeda A, Akinsuyi O, McKinley KL, Xhumari J, Triplett EW, Neu J, Roesch LFW. Increased antibiotic resistance in preterm neonates under early antibiotic use. mSphere 2024; 9:e0028624. [PMID: 39373498 PMCID: PMC11542550 DOI: 10.1128/msphere.00286-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2024] [Accepted: 09/10/2024] [Indexed: 10/08/2024] Open
Abstract
The standard use of antibiotics in newborns to empirically treat early-onset sepsis can adversely affect the neonatal gut microbiome, with potential long-term health impacts. Research into the escalating issue of antimicrobial resistance in preterm infants and antibiotic practices in neonatal intensive care units is limited. A deeper understanding of the effects of early antibiotic intervention on antibiotic resistance in preterm infants is crucial. This retrospective study employed metagenomic sequencing to evaluate antibiotic resistance genes (ARGs) in the meconium and subsequent stool samples of preterm infants enrolled in the Routine Early Antibiotic Use in Symptomatic Preterm Neonates study. Microbial metagenomics was conducted using a subset of fecal samples from 30 preterm infants for taxonomic profiling and ARG identification. All preterm infants exhibited ARGs, with 175 unique ARGs identified, predominantly associated with beta-lactam, tetracycline, and aminoglycoside resistance. Notably, 23% of ARGs was found in preterm infants without direct or intrapartum antibiotic exposure. Post-natal antibiotic exposure increases beta-lactam/tetracycline resistance while altering mechanisms that aid bacteria in withstanding antibiotic pressure. Microbial profiling revealed 774 bacterial species, with antibiotic-naive infants showing higher alpha diversity (P = 0.005) in their microbiota and resistome compared with treated infants, suggesting a more complex ecosystem. High ARG prevalence in preterm infants was observed irrespective of direct antibiotic exposure and intensifies with age. Prolonged membrane ruptures and maternal antibiotic use during gestation and delivery are linked to alterations in the preterm infant resistome and microbiome, which are pivotal in shaping the ARG profiles in the neonatal gut.This study is registered with ClinicalTrials.gov as NCT02784821. IMPORTANCE A high burden of antibiotic resistance in preterm infants poses significant challenges to neonatal health. The presence of antibiotic resistance genes, along with alterations in signaling, energy production, and metabolic mechanisms, complicates treatment strategies for preterm infants, heightening the risk of ineffective therapy and exacerbating outcomes for these vulnerable neonates. Despite not receiving direct antibiotic treatment, preterm infants exhibit a concerning prevalence of antibiotic-resistant bacteria. This underscores the complex interplay of broader influences, including maternal antibiotic exposure during and beyond pregnancy and gestational complications like prolonged membrane ruptures. Urgent action, including cautious antibiotic practices and enhanced antenatal care, is imperative to protect neonatal health and counter the escalating threat of antimicrobial resistance in this vulnerable population.
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Affiliation(s)
- Amanda Ojeda
- Department of
Microbiology and Cell Science, Institute of Food and Agricultural
Sciences, University of Florida,
Gainesville, Florida,
USA
| | - Oluwamayowa Akinsuyi
- Department of
Microbiology and Cell Science, Institute of Food and Agricultural
Sciences, University of Florida,
Gainesville, Florida,
USA
| | - Kelley Lobean McKinley
- Department of
Microbiology and Cell Science, Institute of Food and Agricultural
Sciences, University of Florida,
Gainesville, Florida,
USA
| | - Jessica Xhumari
- Department of
Microbiology and Cell Science, Institute of Food and Agricultural
Sciences, University of Florida,
Gainesville, Florida,
USA
| | - Eric W. Triplett
- Department of
Microbiology and Cell Science, Institute of Food and Agricultural
Sciences, University of Florida,
Gainesville, Florida,
USA
| | - Josef Neu
- Department of
Pediatrics, Division of Neonatology, University of Florida College of
Medicine, Gainesville,
Florida, USA
| | - Luiz F. W. Roesch
- Department of
Microbiology and Cell Science, Institute of Food and Agricultural
Sciences, University of Florida,
Gainesville, Florida,
USA
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55
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Zhou X, Shen S, Wang Z. Genetic evidence of bidirectional mendelian randomization study on the causality between gut microbiome and respiratory diseases contributes to gut-lung axis. Sci Rep 2024; 14:25550. [PMID: 39462039 PMCID: PMC11513010 DOI: 10.1038/s41598-024-77273-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2024] [Accepted: 10/21/2024] [Indexed: 10/28/2024] Open
Abstract
Observational studies and clinical trials have suggested the relationship between the gut microbiome and respiratory diseases, but the causality between them remains unclear. Firstly, we selected eight respiratory diseases Genome-wide association study (GWAS) datasets mainly from the FinnGen collaboration as outcomes. The exposure was based on GWAS statistics about the gut microbiome, sourced from the MiBioGen consortium, including gut microbial taxa. The causal link between the gut microbiome and respiratory illnesses was then estimated using a Two-sample Mendelian randomization (MR) analysis, including the inverse-variance weighted (IVW), weighted median, MR-Egger, simple mode, and weighted mode. To ensure reliability, F-statistics and sensitivity tests were conducted. Furthermore, we performed a reverse MR analysis of the pre-Mendelian positive findings to possible reverse causality. For the 196 gut microbe taxa, the IVW analysis suggested 88 potential associations with eight clinically prevalent respiratory diseases. Among them, 30 causal associations were found in more than one MR method. Multiple statistical corrections have confirmed three causal associations: genus Holdemanella was a risk factor for chronic obstructive pulmonary disease (COPD) (P = 1.3 × 10-4, OR = 1.18), family FamilyXIII was a protective factor for COPD (P = 1.3 × 10-3, OR = 0.75), and genus Oxalobacter was a risk factor for asthma (P = 2.1 × 10-4, OR = 1.09). Our MR analysis results indicate that there would be a causal relationship between the gut microbiome and respiratory diseases, contributing to the gut-lung axis. This finding offers new insights into the gut microbiome's roles in respiratory diseases' clinical prevention, pathogenesis, and improvement of clinical symptoms. Further randomized controlled trials are necessary to clarify the protective effect of probiotics and fecal microbial transplantation on respiratory health.
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Affiliation(s)
- Xiaoqing Zhou
- The First Clinical College of Zhejiang Chinese Medical University, 548 Binwen, Hangzhou, Zhejiang, 310053, China
| | - Shuyan Shen
- The Second Clinical College of Zhejiang, Chinese Medical University, 548 Binwen, Hangzhou, Zhejiang, 310053, China
| | - Zhen Wang
- The First Affiliated Hospital of Zhejiang Chinese Medical University, 54 Youdian, Hangzhou, Zhejiang, 310003, China.
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56
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Boukadida C, Peralta-Prado A, Chávez-Torres M, Romero-Mora K, Rincon-Rubio A, Ávila-Ríos S, Garrido-Rodríguez D, Reyes-Terán G, Pinto-Cardoso S. Alterations of the gut microbiome in HIV infection highlight human anelloviruses as potential predictors of immune recovery. MICROBIOME 2024; 12:204. [PMID: 39420423 PMCID: PMC11483978 DOI: 10.1186/s40168-024-01925-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/17/2024] [Accepted: 09/03/2024] [Indexed: 10/19/2024]
Abstract
BACKGROUND HIV-1 infection is characterized by a massive depletion of mucosal CD4 T cells that triggers a cascade of events ultimately linking gut microbial dysbiosis to HIV-1 disease progression and pathogenesis. The association between HIV infection and the enteric virome composition is less characterized, although viruses are an essential component of the gut ecosystem. Here, we performed a cross-sectional analysis of the fecal viral (eukaryotic viruses and bacteriophages) and bacterial microbiome in people with HIV (PWH) and in HIV-negative individuals. To gain further insight into the association between the gut microbiome composition, HIV-associated immunodeficiency, and immune recovery, we carried out a longitudinal study including 14 PWH who initiated antiretroviral therapy (ART) and were followed for 24 months with samplings performed at baseline (before ART) and at 2, 6, 12, and 24 months post-ART initiation. RESULTS Our data revealed a striking expansion in the abundance and prevalence of several human virus genomic sequences (Anelloviridae, Adenoviridae, and Papillomaviridae) in stool samples of PWH with severe immunodeficiency (CD4 < 200). We also noted a decreased abundance of sequences belonging to two plant viruses from the Tobamovirus genus, a reduction in bacterial alpha diversity, and a decrease in Inoviridae bacteriophage sequences. Short-term ART (24 months) was linked to a significant decrease in human Anelloviridae sequences. Remarkably, the detection of Anellovirus sequences at baseline independently predicted poor immune recovery, as did low CD4 T cell counts. The bacterial and bacteriophage populations were unique to each PWH with individualized trajectories; we found no discernable pattern of clustering after 24 months on ART. CONCLUSION Advanced HIV-1 infection was associated with marked alterations in the virome composition, in particular a remarkable expansion of human anelloviruses, with a gradual restoration after ART initiation. In addition to CD4 T cell counts, anellovirus sequence detection might be useful to predict and monitor immune recovery. This study confirms data on the bacteriome and expands our knowledge on the viral component of the gut microbiome in HIV-1 infection. Video Abstract.
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Affiliation(s)
- Celia Boukadida
- Departamento del Centro de Investigación en Enfermedades Infecciosas, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, Ciudad de México, México
| | - Amy Peralta-Prado
- Departamento del Centro de Investigación en Enfermedades Infecciosas, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, Ciudad de México, México
| | - Monserrat Chávez-Torres
- Departamento del Centro de Investigación en Enfermedades Infecciosas, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, Ciudad de México, México
| | - Karla Romero-Mora
- Departamento del Centro de Investigación en Enfermedades Infecciosas, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, Ciudad de México, México
| | - Alma Rincon-Rubio
- Departamento del Centro de Investigación en Enfermedades Infecciosas, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, Ciudad de México, México
| | - Santiago Ávila-Ríos
- Departamento del Centro de Investigación en Enfermedades Infecciosas, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, Ciudad de México, México
| | - Daniela Garrido-Rodríguez
- Departamento del Centro de Investigación en Enfermedades Infecciosas, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, Ciudad de México, México
| | - Gustavo Reyes-Terán
- Departamento del Centro de Investigación en Enfermedades Infecciosas, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, Ciudad de México, México
- Comisión Coordinadora de Institutos Nacionales de Salud y Hospitales de Alta Especialidad, Ciudad de México, México
| | - Sandra Pinto-Cardoso
- Departamento del Centro de Investigación en Enfermedades Infecciosas, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, Ciudad de México, México.
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Shaw J, Yu YW. Rapid species-level metagenome profiling and containment estimation with sylph. Nat Biotechnol 2024:10.1038/s41587-024-02412-y. [PMID: 39379646 DOI: 10.1038/s41587-024-02412-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2024] [Accepted: 08/28/2024] [Indexed: 10/10/2024]
Abstract
Profiling metagenomes against databases allows for the detection and quantification of microorganisms, even at low abundances where assembly is not possible. We introduce sylph, a species-level metagenome profiler that estimates genome-to-metagenome containment average nucleotide identity (ANI) through zero-inflated Poisson k-mer statistics, enabling ANI-based taxa detection. On the Critical Assessment of Metagenome Interpretation II (CAMI2) Marine dataset, sylph was the most accurate profiling method of seven tested. For multisample profiling, sylph took >10-fold less central processing unit time compared to Kraken2 and used 30-fold less memory. Sylph's ANI estimates provided an orthogonal signal to abundance, allowing for an ANI-based metagenome-wide association study for Parkinson disease (PD) against 289,232 genomes while confirming known butyrate-PD associations at the strain level. Sylph took <1 min and 16 GB of random-access memory to profile metagenomes against 85,205 prokaryotic and 2,917,516 viral genomes, detecting 30-fold more viral sequences in the human gut compared to RefSeq. Sylph offers precise, efficient profiling with accurate containment ANI estimation even for low-coverage genomes.
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Affiliation(s)
- Jim Shaw
- Department of Mathematics, University of Toronto, Toronto, Ontario, Canada.
- Department of Data Science, Dana-Farber Cancer Institute, Boston, MA, USA.
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA.
| | - Yun William Yu
- Department of Mathematics, University of Toronto, Toronto, Ontario, Canada.
- Computational Biology Department, Carnegie Mellon University, Pittsburgh, PA, USA.
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58
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Kouraki A, Vijay A, Gohir S, Millar B, Kelly A, Valdes AM. Physical Therapy for Knee Pain Relief Induces Changes in Gut Microbiome Composition: A Secondary Analysis of Data From a Randomized Controlled Trial. Sports Health 2024:19417381241283812. [PMID: 39370648 PMCID: PMC11556638 DOI: 10.1177/19417381241283812] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/08/2024] Open
Abstract
BACKGROUND Aerobic exercise alters gut microbiome composition, yet the impact of gentle physiotherapy on gut microbiome and its relation to muscle strengthening and physical function remains unexplored. HYPOTHESIS Physiotherapy exercises modulate gut microbiome composition and changes in gut microbes are linked to improvements in muscle strength or function. STUDY DESIGN Secondary data analysis of samples from a randomized controlled trial. LEVEL OF EVIDENCE Level 2b. METHODS Data from a 6-week randomized controlled trial of physiotherapy for knee pain were analyzed. Gut microbiota profiling utilized 16S sequencing. We compared intervention and control (usual care) groups using microbial diversity metrics. Amplicon sequence variants (ASVs) that changed after the program were identified with ALDEX2, and correlations between these ASVs and measures of physical function, muscle strength, and interleukin-6 (IL-6) were explored. RESULTS No diversity changes were observed between standard care (n = 43) and physiotherapy (n = 34). Physiotherapy led to significant increases in Alistipes, Bacteroides, Clostridium sensu stricto 1, and Faecalibacterium ASVs. Of these, Clostridium sensu stricto 1 and Faecalibacterium were associated with postintervention muscle strength. Increase in Faecalibacterium was correlated with a decrease in IL-6 in the physiotherapy group. CONCLUSION Physiotherapy had modest effects on gut microbiome composition affecting 4 taxa. Increases in muscle strength were correlated with increases in 2 taxa including Faecalibacterium. Faecalibacterium was also linked to reduced inflammation. Improved walking speed was linked to an increase in Alistipes with no differences found for strength or squatting ability. CLINICAL RELEVANCE Improved gut microbiome composition is linked to better overall health outcomes, including enhanced immune function, reduced inflammation, and improved metabolic health. This is particularly relevant for patients with osteoarthritis, who are known to have a high prevalence of cardiometabolic comorbidities. Integrating physiotherapy protocols that positively influence the gut microbiome can thus enhance overall patient outcomes.
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Affiliation(s)
- Afroditi Kouraki
- Academic Unit of Injury, Recovery and Inflammation Sciences, Rheumatology, School of Medicine, University of Nottingham, Nottingham, UK
- NIHR Nottingham Biomedical Research Centre, Nottingham University Hospitals NHS Trust and the University of Nottingham, Nottingham, UK
| | - Amrita Vijay
- Academic Unit of Injury, Recovery and Inflammation Sciences, Rheumatology, School of Medicine, University of Nottingham, Nottingham, UK
| | - Sameer Gohir
- Circle Integrated Care The Barn BMI, Manor Rd, Church End, Bedford, UK
| | - Bonnie Millar
- Academic Unit of Injury, Recovery and Inflammation Sciences, Rheumatology, School of Medicine, University of Nottingham, Nottingham, UK
- NIHR Nottingham Biomedical Research Centre, Nottingham University Hospitals NHS Trust and the University of Nottingham, Nottingham, UK
- Pain Centre Versus Arthritis, University of Nottingham, Nottingham, UK
| | - Anthony Kelly
- Academic Unit of Injury, Recovery and Inflammation Sciences, Rheumatology, School of Medicine, University of Nottingham, Nottingham, UK
- NIHR Nottingham Biomedical Research Centre, Nottingham University Hospitals NHS Trust and the University of Nottingham, Nottingham, UK
| | - Ana M Valdes
- Academic Unit of Injury, Recovery and Inflammation Sciences, Rheumatology, School of Medicine, University of Nottingham, Nottingham, UK
- NIHR Nottingham Biomedical Research Centre, Nottingham University Hospitals NHS Trust and the University of Nottingham, Nottingham, UK
- Pain Centre Versus Arthritis, University of Nottingham, Nottingham, UK
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59
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Garicano Vilar E, López Oliva S, Penadés BF, Sánchez Niño GM, Terrén Lora A, Sanz Rojo S, Mauro Martín IS. Mediterranean Diet Effect on the Intestinal Microbiota, Symptoms, and Markers in Patients with Functional Gastrointestinal Disorders. Microorganisms 2024; 12:1969. [PMID: 39458278 PMCID: PMC11509143 DOI: 10.3390/microorganisms12101969] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2024] [Revised: 09/10/2024] [Accepted: 09/19/2024] [Indexed: 10/28/2024] Open
Abstract
The Mediterranean diet (MD) has beneficial effects on the intestinal microbiota by the promotion of bacteria associated with a healthy gut. However, its impact on intestinal fungi, among others, is still unknown, and how it affects digestive symptoms and different biomarkers in patients with gastrointestinal (GI) disorders has hardly been explored. The present study evaluated the effect of the MD on gut microbial diversity and structure and intestinal symptoms and biomarkers after 6 weeks of dietary intervention in 46 patients with GI disorders. Dysbiosis in fungal composition and diversity was observed, with a significantly lower abundance of Sordariomycetes, Leotiomycetes, and Orbiliomycetes; a significantly higher abundance of Saccharomycetes; the Chytridiomycota and Mucoromycota phyla were significantly reduced; and the bacterial microbiota remained unchanged. In addition, various GI disorders decreased and associations between stool consistency and intestinal permeability were found with the bacterial genera Alistipes and Roseburia. Thus, the data suggest that MD can alter the fungal intestinal microbiota and improve GI disorders.
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Affiliation(s)
| | | | | | | | | | | | - Ismael San Mauro Martín
- Research Centers in Nutrition and Health (CINUSA Group), Paseo de la Habana 43, 28036 Madrid, Spain; (E.G.V.); (S.L.O.); (B.F.P.); (G.M.S.N.); (A.T.L.); (S.S.R.)
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60
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Ishak S, Rondeau-Leclaire J, Faticov M, Roy S, Laforest-Lapointe I. Boreal moss-microbe interactions are revealed through metagenome assembly of novel bacterial species. Sci Rep 2024; 14:22168. [PMID: 39333734 PMCID: PMC11437008 DOI: 10.1038/s41598-024-73045-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2024] [Accepted: 09/12/2024] [Indexed: 09/30/2024] Open
Abstract
Moss-microbe interactions contribute to ecosystem processes in boreal forests. Yet, how host-specific characteristics and the environment drive the composition and metabolic potential of moss microbiomes is still poorly understood. In this study, we use shotgun metagenomics to identify the taxonomy and metabolic potential of the bacteria of four moss species of the boreal forests of Northern Québec, Canada. To characterize moss bacterial community composition and diversity, we assembled the genomes of 110 potentially novel bacterial species. Our results highlight that moss genus, species, gametophyte section, and to a lesser extent soil pH and soil temperature, drive moss-associated bacterial community composition and diversity. In the brown gametophyte section, two Stigonema spp. showed partial pathway completeness for photosynthesis and nitrogen fixation, while all brown-associated Hyphomicrobiales had complete assimilatory nitrate reduction pathways and many nearly complete carbon fixation pathways. Several brown-associated species showed partial to complete pathways for coenzyme M and F420 biosynthesis, important for methane metabolism. In addition, green-associated Hyphomicrobiales (Methylobacteria spp.) displayed potential for the anoxygenic photosystem II pathway. Overall, our findings demonstrate how host-specific characteristics and environmental factors shape the composition and metabolic potential of moss bacteria, highlighting their roles in carbon fixation, nitrogen cycling, and methane metabolism in boreal forests.
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Affiliation(s)
- Sarah Ishak
- Département de Biologie, Université de Sherbrooke, Sherbrooke, QC, Canada.
- Centre d'Étude de la Forêt, Université du Québec à Montréal, Montréal, QC, Canada.
| | | | - Maria Faticov
- Département de Biologie, Université de Sherbrooke, Sherbrooke, QC, Canada
- Centre SÈVE, Université de Sherbrooke, Sherbrooke, QC, Canada
- Centre d'Étude de la Forêt, Université du Québec à Montréal, Montréal, QC, Canada
| | - Sébastien Roy
- Département de Biologie, Université de Sherbrooke, Sherbrooke, QC, Canada
- Centre SÈVE, Université de Sherbrooke, Sherbrooke, QC, Canada
| | - Isabelle Laforest-Lapointe
- Département de Biologie, Université de Sherbrooke, Sherbrooke, QC, Canada.
- Centre SÈVE, Université de Sherbrooke, Sherbrooke, QC, Canada.
- Centre d'Étude de la Forêt, Université du Québec à Montréal, Montréal, QC, Canada.
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Wirbel J, Essex M, Forslund SK, Zeller G. A realistic benchmark for differential abundance testing and confounder adjustment in human microbiome studies. Genome Biol 2024; 25:247. [PMID: 39322959 PMCID: PMC11423519 DOI: 10.1186/s13059-024-03390-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2023] [Accepted: 09/06/2024] [Indexed: 09/27/2024] Open
Abstract
BACKGROUND In microbiome disease association studies, it is a fundamental task to test which microbes differ in their abundance between groups. Yet, consensus on suitable or optimal statistical methods for differential abundance testing is lacking, and it remains unexplored how these cope with confounding. Previous differential abundance benchmarks relying on simulated datasets did not quantitatively evaluate the similarity to real data, which undermines their recommendations. RESULTS Our simulation framework implants calibrated signals into real taxonomic profiles, including signals mimicking confounders. Using several whole meta-genome and 16S rRNA gene amplicon datasets, we validate that our simulated data resembles real data from disease association studies much more than in previous benchmarks. With extensively parametrized simulations, we benchmark the performance of nineteen differential abundance methods and further evaluate the best ones on confounded simulations. Only classic statistical methods (linear models, the Wilcoxon test, t-test), limma, and fastANCOM properly control false discoveries at relatively high sensitivity. When additionally considering confounders, these issues are exacerbated, but we find that adjusted differential abundance testing can effectively mitigate them. In a large cardiometabolic disease dataset, we showcase that failure to account for covariates such as medication causes spurious association in real-world applications. CONCLUSIONS Tight error control is critical for microbiome association studies. The unsatisfactory performance of many differential abundance methods and the persistent danger of unchecked confounding suggest these contribute to a lack of reproducibility among such studies. We have open-sourced our simulation and benchmarking software to foster a much-needed consolidation of statistical methodology for microbiome research.
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Affiliation(s)
- Jakob Wirbel
- Structural and Computational Biology Unit (SCB), European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
| | - Morgan Essex
- Experimental and Clinical Research Center (ECRC), a cooperation of the Max-Delbrück Center and Charité-Universitätsmedizin, Berlin, Germany
- Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
- Charité-Universitätsmedizin Berlin (a corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin), Berlin, Germany
| | - Sofia Kirke Forslund
- Structural and Computational Biology Unit (SCB), European Molecular Biology Laboratory (EMBL), Heidelberg, Germany.
- Experimental and Clinical Research Center (ECRC), a cooperation of the Max-Delbrück Center and Charité-Universitätsmedizin, Berlin, Germany.
- Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany.
- Charité-Universitätsmedizin Berlin (a corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin), Berlin, Germany.
- German Center for Cardiovascular Research (DZHK), Partner Site Berlin, Berlin, Germany.
| | - Georg Zeller
- Structural and Computational Biology Unit (SCB), European Molecular Biology Laboratory (EMBL), Heidelberg, Germany.
- Center for Infectious Diseases (LUCID), Leiden University, Leiden University Medical Center (LUMC), Leiden, Netherlands.
- Center for Microbiome Analyses and Therapeutics (CMAT), Leiden University Medical Center, Leiden, Netherlands.
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Leino LI, Vesterinen EJ, Sánchez-Virosta P, Puigbò P, Eeva T, Rainio MJ. Pollution-related changes in nest microbiota: Implications for growth and fledging in three passerine birds. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2024; 357:124434. [PMID: 38936789 DOI: 10.1016/j.envpol.2024.124434] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/26/2024] [Revised: 06/12/2024] [Accepted: 06/23/2024] [Indexed: 06/29/2024]
Abstract
Non-ferrous smelters emit toxic metals into the environment, posing a threat to wildlife health. Despite the acknowledged role of microbes in host health, the impact of such emissions on host-associated microbiota, especially in wild birds, remains largely unexplored. This study investigates the associations of metal pollution, fitness, and nest microbiota (serving as a proxy for early-life microbial environment) which may influence the nestling health and development. Our study focuses on three passerine birds, the great tit (Parus major), blue tit (Cyanistes caeruleus), and pied flycatcher (Ficedula hypoleuca), within control and metal-polluted sites around a Finnish copper-nickel smelter. The polluted sites had been contaminated with arsenic (As), cadmium (Cd), copper (Cu), nickel (Ni), and zinc (Zn). We performed bacterial 16S rRNA sequencing and metal analyses on 90 nests and monitored nestling body mass, fledging success, and various biotic and abiotic factors. Our findings revealed species-specific responses to metal exposure in terms of both fitness and nest microbiota. P. major and C. caeruleus showed sensitivity to pollution, with decreased nestling growth and fledging in the polluted zone. This was accompanied by a shift in the bacterial community composition, which was characterized by an increase in some pathogenic bacteria (in P. major and C. caeruleus nests) and by a decrease in plant-associated bacteria (within C. caeruleus nests). Conversely, F. hypoleuca and their nest microbiota showed limited responses to pollution, indicating greater tolerance to pollution-induced environmental changes. Although pollution did not correlate with nest alpha diversity or the most abundant bacterial taxa across all species, certain potential pathogens within the nests were enriched in polluted environments and negatively correlated with nestling fitness parameters. Our results suggest that metal pollution may alter the nest bacterial composition in some bird species, either directly or indirectly through environmental changes, promoting pathogenic bacteria and potentially impacting bird survival.
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Affiliation(s)
- Lyydia I Leino
- Department of Biology, University of Turku, Henrikinkatu 2, 20014, Turku, Finland.
| | - Eero J Vesterinen
- Department of Biology, University of Turku, Henrikinkatu 2, 20014, Turku, Finland.
| | - Pablo Sánchez-Virosta
- Department of Biology, Norwegian University of Science and Technology, NO-7491, Trondheim, Norway.
| | - Pere Puigbò
- Department of Biology, University of Turku, Henrikinkatu 2, 20014, Turku, Finland; Eurecat, Technology Centre of Catalonia, Reus, Catalonia, Spain; Department of Biochemistry and Biotechnology, Rovira I Virgili University, Tarragona, Catalonia, Spain.
| | - Tapio Eeva
- Department of Biology, University of Turku, Henrikinkatu 2, 20014, Turku, Finland.
| | - Miia J Rainio
- Department of Biology, University of Turku, Henrikinkatu 2, 20014, Turku, Finland.
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Gandasegui J, Fleitas PE, Petrone P, Grau-Pujol B, Novela V, Rubio E, Muchisse O, Cossa A, Jamine JC, Sacoor C, Brienen EAT, van Lieshout L, Muñoz J, Casals-Pascual C. Baseline gut microbiota diversity and composition and albendazole efficacy in hookworm-infected individuals. Parasit Vectors 2024; 17:387. [PMID: 39267171 PMCID: PMC11395646 DOI: 10.1186/s13071-024-06469-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2024] [Accepted: 08/29/2024] [Indexed: 09/14/2024] Open
Abstract
Soil-transmitted helminth (STH) infections account for a significant global health burden, necessitating mass drug administration with benzimidazole-class anthelmintics, such as albendazole (ALB), for morbidity control. However, ALB efficacy shows substantial variability, presenting challenges for achieving consistent treatment outcomes. We have explored the potential impact of the baseline gut microbiota on ALB efficacy in hookworm-infected individuals through microbiota profiling and machine learning (ML) techniques. Our investigation included 89 stool samples collected from hookworm-infected individuals that were analyzed by microscopy and quantitative PCR (qPCR). Of these, 44 were negative by microscopy for STH infection using the Kato-Katz method and qPCR 21 days after treatment, which entails a cure rate of 49.4%. Microbiota characterization was based on amplicon sequencing of the V3-V4 16S ribosomal RNA gene region. Alpha and beta diversity analyses revealed no significant differences between participants who were cured and those who were not cured, suggesting that baseline microbiota diversity does not influence ALB treatment outcomes. Furthermore, differential abundance analysis at the phylum, family and genus levels yielded no statistically significant associations between bacterial communities and ALB efficacy. Utilizing supervised ML models failed to predict treatment response accurately. Our investigation did not provide conclusive insights into the relationship between gut microbiota and ALB efficacy. However, the results highlight the need for future research to incorporate longitudinal studies that monitor changes in the gut microbiota related to the infection and the cure with ALB, as well as functional metagenomics to better understand the interaction of the microbiome with the drug, and its role, if there is any, in modulating anthelmintic treatment outcomes in STH infections. Interdisciplinary approaches integrating microbiology, pharmacology, genetics and data science will be pivotal in advancing our understanding of STH infections and optimizing treatment strategies globally.
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Affiliation(s)
- Javier Gandasegui
- Barcelona Institute for Global Health, Hospital Clínic-Universitat de Barcelona, Barcelona, Spain.
| | - Pedro E Fleitas
- Barcelona Institute for Global Health, Hospital Clínic-Universitat de Barcelona, Barcelona, Spain
| | - Paula Petrone
- Barcelona Institute for Global Health, Hospital Clínic-Universitat de Barcelona, Barcelona, Spain
| | - Berta Grau-Pujol
- Barcelona Institute for Global Health, Hospital Clínic-Universitat de Barcelona, Barcelona, Spain
- Manhiça Health Research Centre (CISM), Manhiça City, Mozambique
- Mundo Sano Foundation, Buenos Aires, Argentina
| | | | - Elisa Rubio
- Barcelona Institute for Global Health, Hospital Clínic-Universitat de Barcelona, Barcelona, Spain
- Department of Clinical Microbiology (CDB), Hospital Clínic-University of Barcelona, Barcelona, Spain
| | | | - Anélsio Cossa
- Manhiça Health Research Centre (CISM), Manhiça City, Mozambique
| | | | | | - Eric A T Brienen
- Leiden University Center for Infectious Diseases, Parasitology Research Group, Leiden University Medical Center (LUMC), Leiden, The Netherlands
| | - Lisette van Lieshout
- Leiden University Center for Infectious Diseases, Parasitology Research Group, Leiden University Medical Center (LUMC), Leiden, The Netherlands
| | - José Muñoz
- Barcelona Institute for Global Health, Hospital Clínic-Universitat de Barcelona, Barcelona, Spain
| | - Climent Casals-Pascual
- Barcelona Institute for Global Health, Hospital Clínic-Universitat de Barcelona, Barcelona, Spain
- Department of Clinical Microbiology (CDB), Hospital Clínic-University of Barcelona, Barcelona, Spain
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64
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Del Pinto R, Ferri C, Giannoni M, Cominelli F, Pizarro TT, Pietropaoli D. Meta-analysis of oral microbiome reveals sex-based diversity in biofilms during periodontitis. JCI Insight 2024; 9:e171311. [PMID: 39253976 PMCID: PMC11385077 DOI: 10.1172/jci.insight.171311] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2023] [Accepted: 07/25/2024] [Indexed: 09/11/2024] Open
Abstract
Sex is an often overlooked, yet compulsory, biological variable when performing biomedical research. Periodontitis is a common yet progressively debilitating chronic inflammatory disorder affecting the tissues supporting teeth that ultimately leads to tooth loss if left untreated. The incidence of periodontitis is sex biased, with increased prevalence in males compared with females but with unknown etiology. We performed a sex-specific meta-analysis using publicly available oral microbiome data from different sampling sites of patients with periodontitis and periodontally healthy controls; sex balance was established for each periodontal health condition. Our results show sex-based diversity in oral biofilms of individuals with periodontitis but not in their saliva, with increased abundance of several periodontal pathogens in subgingival plaques from females compared with males. We devised a quantitative measure, uniquely defined as the Microsexome Index (MSI), which indicates that sexual dimorphism in subgingival bacterial composition is a distinct feature of reduced microbial diversity during periodontitis but not under healthy conditions. In addition, we found that smoking exacerbates microsexome diversity in supragingival biofilms, particularly during periodontitis. Taken together, we provide insights regarding sex-based diversity in periodontitis, a disease with multiorgan associations, and provide the rationale for further mechanistic, diagnostic, and therapeutic studies.
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Affiliation(s)
- Rita Del Pinto
- San Salvatore Hospital, Department of Clinical Medicine, Public Health, Life and Environmental Sciences, University of L’Aquila, L’Aquila, Italy
- Department of Pathology, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
- Oral DISeases and SYstemic interactions study group (ODISSY group), L’Aquila, Italy (detailed in Supplemental Acknowledgments)
| | - Claudio Ferri
- San Salvatore Hospital, Department of Clinical Medicine, Public Health, Life and Environmental Sciences, University of L’Aquila, L’Aquila, Italy
- Oral DISeases and SYstemic interactions study group (ODISSY group), L’Aquila, Italy (detailed in Supplemental Acknowledgments)
| | - Mario Giannoni
- Oral DISeases and SYstemic interactions study group (ODISSY group), L’Aquila, Italy (detailed in Supplemental Acknowledgments)
- Center of Oral Diseases, Prevention and Translational Research, Dental Clinic, Department of Clinical Medicine, Public Health, Life and Environmental Sciences, University of L’Aquila, L’Aquila, Italy
| | - Fabio Cominelli
- Department of Medicine, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
| | - Theresa T. Pizarro
- Department of Pathology, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
| | - Davide Pietropaoli
- Oral DISeases and SYstemic interactions study group (ODISSY group), L’Aquila, Italy (detailed in Supplemental Acknowledgments)
- Center of Oral Diseases, Prevention and Translational Research, Dental Clinic, Department of Clinical Medicine, Public Health, Life and Environmental Sciences, University of L’Aquila, L’Aquila, Italy
- Department of Medicine, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
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Sardar P, Almeida A, Pedicord VA. Integrating functional metagenomics to decipher microbiome-immune interactions. Immunol Cell Biol 2024; 102:680-691. [PMID: 38952337 DOI: 10.1111/imcb.12798] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2024] [Revised: 06/04/2024] [Accepted: 06/13/2024] [Indexed: 07/03/2024]
Abstract
Microbial metabolites can be viewed as the cytokines of the microbiome, transmitting information about the microbial and metabolic environment of the gut to orchestrate and modulate local and systemic immune responses. Still, many immunology studies focus solely on the taxonomy and community structure of the gut microbiota rather than its functions. Early sequencing-based microbiota profiling approaches relied on PCR amplification of small regions of bacterial and fungal genomes to facilitate identification of the microbes present. However, recent microbiome analysis methods, particularly shotgun metagenomic sequencing, now enable culture-independent profiling of microbiome functions and metabolites in addition to taxonomic characterization. In this review, we showcase recent advances in functional metagenomics methods and applications and discuss the current limitations and potential avenues for future development. Importantly, we highlight a few examples of key areas of opportunity in immunology research where integrating functional metagenomic analyses of the microbiome can substantially enhance a mechanistic understanding of microbiome-immune interactions and their contributions to health and disease states.
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Affiliation(s)
- Puspendu Sardar
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, Cambridge, UK
- Department of Medicine, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - Alexandre Almeida
- Department of Veterinary Medicine, University of Cambridge School of Biological Sciences, Cambridge, UK
| | - Virginia A Pedicord
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, Cambridge, UK
- Department of Medicine, University of Cambridge School of Clinical Medicine, Cambridge, UK
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66
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Ma ZS. Metagenome comparison (MC): A new framework for detecting unique/enriched OMUs (operational metagenomic units) derived from whole-genome sequencing reads. Comput Biol Med 2024; 180:108852. [PMID: 39137667 DOI: 10.1016/j.compbiomed.2024.108852] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2023] [Revised: 07/04/2024] [Accepted: 07/04/2024] [Indexed: 08/15/2024]
Abstract
BACKGROUND Current methods for comparing metagenomes, derived from whole-genome sequencing reads, include top-down metrics or parametric models such as metagenome-diversity, and bottom-up, non-parametric, model-free machine learning approaches like Naïve Bayes for k-mer-profiling. However, both types are limited in their ability to effectively and comprehensively identify and catalogue unique or enriched metagenomic genes, a critical task in comparative metagenomics. This challenge is significant and complex due to its NP-hard nature, which means computational time grows exponentially, or even faster, with the problem size, rendering it impractical for even the fastest supercomputers without heuristic approximation algorithms. METHOD In this study, we introduce a new framework, MC (Metagenome-Comparison), designed to exhaustively detect and catalogue unique or enriched metagenomic genes (MGs) and their derivatives, including metagenome functional gene clusters (MFGC), or more generally, the operational metagenomic unit (OMU) that can be considered the counterpart of the OTU (operational taxonomic unit) from amplicon sequencing reads. The MC is essentially a heuristic search algorithm guided by pairs of new metrics (termed MG-specificity or OMU-specificity, MG-specificity diversity or OMU-specificity diversity). It is further constrained by statistical significance (P-value) implemented as a pair of statistical tests. RESULTS We evaluated the MC using large metagenomic datasets related to obesity, diabetes, and IBD, and found that the proportions of unique and enriched metagenomic genes ranged from 0.001% to 0.08 % and 0.08%-0.82 % respectively, and less than 10 % for the MFGC. CONCLUSION The MC provides a robust method for comparing metagenomes at various scales, from baseline MGs to various function/pathway clusters of metagenomes, collectively termed OMUs.
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Affiliation(s)
- Zhanshan Sam Ma
- Faculty of Arts and Sciences Harvard University Cambridge, MA, 02138, USA; Microbiome Medicine and Advanced AI Lab, Cambridge, MA, 02138, USA; Computational Biology and Medical Ecology Lab Kunming Institute of Zoology Chinese Academy of Sciences, China.
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Loch M, Dorbek-Sundström E, Husso A, Pessa-Morikawa T, Niine T, Kaart T, Mõtus K, Niku M, Orro T. Associations of Neonatal Dairy Calf Faecal Microbiota with Inflammatory Markers and Future Performance. Animals (Basel) 2024; 14:2533. [PMID: 39272317 PMCID: PMC11394540 DOI: 10.3390/ani14172533] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2024] [Revised: 08/26/2024] [Accepted: 08/29/2024] [Indexed: 09/15/2024] Open
Abstract
After birth, the immune system is challenged by numerous elements of the extrauterine environment, reflected in fluctuations of inflammatory markers. The concentrations of these markers in the first month of life are associated with the future performance of dairy youngstock. It is thought that bacterial genera colonizing the calf intestinal tract can cause inflammation and thus affect their host's performance via immunomodulation. This study explored how the faecal microbiota of newborn dairy calves were related to inflammatory markers during the first three weeks of life, and if the abundance of specific genera was associated with first-lactation performance. Ninety-five female Holstein calves were studied. Once a week, serum and faecal samples were collected, serum concentrations of serum amyloid A, haptoglobin, tumour necrosis factor-α, and interleukin-6 were measured, and faecal microbiota composition was examined by 16S rRNA gene amplicon sequencing. Faecal Gallibacterium abundance in the first week of age and Collinsella abundance in the second week were negatively associated with inflammatory response as well as with calving-conception interval. Peptostreptococcus abundance in the second week of life was positively associated with inflammatory response and calving-conception interval, and negatively with average daily weight gain. In the third week, Dorea abundance was positively, Bilophila abundance was negatively associated with inflammatory response, and both genera were negatively associated with age at first calving. These bacterial genera may be able to influence the inflammatory response and through this, possibly the future performance of the dairy heifer. Deciphering such microbiota-host interactions can help improve calf management to benefit production and welfare.
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Affiliation(s)
- Marina Loch
- Institute of Veterinary Medicine and Animal Sciences, Estonian University of Life Sciences, F. R. Kreutzwaldi 62, 51006 Tartu, Estonia
| | - Elisabeth Dorbek-Sundström
- Institute of Veterinary Medicine and Animal Sciences, Estonian University of Life Sciences, F. R. Kreutzwaldi 62, 51006 Tartu, Estonia
| | - Aleksi Husso
- Veterinary Biosciences, Faculty of Veterinary Medicine, University of Helsinki, Agnes Sjöbergin katu 2, P.O. Box 66 Helsinki, Finland
| | - Tiina Pessa-Morikawa
- Veterinary Biosciences, Faculty of Veterinary Medicine, University of Helsinki, Agnes Sjöbergin katu 2, P.O. Box 66 Helsinki, Finland
| | - Tarmo Niine
- Institute of Veterinary Medicine and Animal Sciences, Estonian University of Life Sciences, F. R. Kreutzwaldi 62, 51006 Tartu, Estonia
| | - Tanel Kaart
- Institute of Veterinary Medicine and Animal Sciences, Estonian University of Life Sciences, F. R. Kreutzwaldi 62, 51006 Tartu, Estonia
| | - Kerli Mõtus
- Institute of Veterinary Medicine and Animal Sciences, Estonian University of Life Sciences, F. R. Kreutzwaldi 62, 51006 Tartu, Estonia
| | - Mikael Niku
- Veterinary Biosciences, Faculty of Veterinary Medicine, University of Helsinki, Agnes Sjöbergin katu 2, P.O. Box 66 Helsinki, Finland
| | - Toomas Orro
- Institute of Veterinary Medicine and Animal Sciences, Estonian University of Life Sciences, F. R. Kreutzwaldi 62, 51006 Tartu, Estonia
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Dörr AK, Welling J, Dörr A, Gosch J, Möhlen H, Schmithausen R, Kehrmann J, Meyer F, Kraiselburd I. RiboSnake - a user-friendly, robust, reproducible, multipurpose and documentation-extensive pipeline for 16S rRNA gene microbiome analysis. GIGABYTE 2024; 2024:gigabyte132. [PMID: 39364224 PMCID: PMC11448241 DOI: 10.46471/gigabyte.132] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2024] [Accepted: 08/23/2024] [Indexed: 10/05/2024] Open
Abstract
Background Next-generation sequencing for microbial communities has become a standard technique. However, the computational analysis remains resource-intensive. With declining costs and growing adoption of sequencing-based methods in many fields, validated, fully automated, reproducible and flexible pipelines are increasingly essential in various scientific fields. Results We present RiboSnake, a validated, automated, reproducible QIIME2-based pipeline implemented in Snakemake for analysing 16S rRNA gene amplicon sequencing data. RiboSnake includes pre-packaged validated parameter sets optimized for different sample types, from environmental samples to patient data. The configuration packages can be easily adapted and shared, requiring minimal user input. Conclusion RiboSnake is a new alternative for researchers employing 16S rRNA gene amplicon sequencing and looking for a customizable and user-friendly pipeline for microbiome analyses with in vitro validated settings. By automating the analysis with validated parameters for diverse sample types, RiboSnake enhances existing methods significantly. The workflow repository can be found on GitHub (https://github.com/IKIM-Essen/RiboSnake).
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Affiliation(s)
- Ann-Kathrin Dörr
- Institute for Artificial Intelligence in Medicine, University Duisburg-Essen, 45131, Essen, Germany
| | - Josefa Welling
- Institute for Artificial Intelligence in Medicine, University Duisburg-Essen, 45131, Essen, Germany
| | - Adrian Dörr
- Institute for Artificial Intelligence in Medicine, University Duisburg-Essen, 45131, Essen, Germany
| | - Jule Gosch
- Institute for Artificial Intelligence in Medicine, University Duisburg-Essen, 45131, Essen, Germany
| | - Hannah Möhlen
- Institute for Artificial Intelligence in Medicine, University Duisburg-Essen, 45131, Essen, Germany
| | - Ricarda Schmithausen
- Institute for Artificial Intelligence in Medicine, University Duisburg-Essen, 45131, Essen, Germany
- Institute for Hygiene and Public Health, University Hospital Bonn, 53127, Bonn, Germany
| | - Jan Kehrmann
- Institute for Medical Microbiology, University Hospital Essen, 45147, Essen, Germany
| | - Folker Meyer
- Institute for Artificial Intelligence in Medicine, University Duisburg-Essen, 45131, Essen, Germany
| | - Ivana Kraiselburd
- Institute for Artificial Intelligence in Medicine, University Duisburg-Essen, 45131, Essen, Germany
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Wu WC, Pan YF, Zhou WD, Liao YQ, Peng MW, Luo GY, Xin GY, Peng YN, An T, Li B, Luo H, Barrs VR, Beatty JA, Holmes EC, Zhao W, Shi M, Shu Y. Meta-transcriptomic analysis of companion animal infectomes reveals their diversity and potential roles in animal and human disease. mSphere 2024; 9:e0043924. [PMID: 39012105 PMCID: PMC11351045 DOI: 10.1128/msphere.00439-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2024] [Accepted: 06/28/2024] [Indexed: 07/17/2024] Open
Abstract
Companion animals such as cats and dogs harbor diverse microbial communities that can potentially impact human health due to close and frequent contact. To better characterize their total infectomes and assess zoonotic risks, we characterized the overall infectomes of companion animals (cats and dogs) and evaluated their potential zoonotic risks. Meta-transcriptomic analyses were performed on 239 samples from cats and dogs collected across China, identifying 24 viral species, 270 bacterial genera, and two fungal genera. Differences in the overall microbiome and infectome composition were compared across different animal species (cats or dogs), sampling sites (rectal or oropharyngeal), and health status (healthy or diseased). Diversity analyses revealed that viral abundance was generally higher in diseased animals compared to healthy ones, while differences in microbial composition were mainly driven by sampling site, followed by animal species and health status. Disease association analyses validated the pathogenicity of known pathogens and suggested potential pathogenic roles of previously undescribed bacteria and newly discovered viruses. Cross-species transmission analyses identified seven pathogens shared between cats and dogs, such as alphacoronavirus 1, which was detected in both oropharyngeal and rectal swabs albeit with differential pathogenicity. Further analyses showed that some viruses, like alphacoronavirus 1, harbored multiple lineages exhibiting distinct pathogenicity, tissue, or host preferences. Ultimately, a systematic evolutionary screening identified 27 potential zoonotic pathogens in this sample set, with far more bacterial than viral species, implying potential health threats to humans. Overall, our meta-transcriptomic analysis reveals a landscape of actively transcribing microorganisms in major companion animals, highlighting key pathogens, those with the potential for cross-species transmission, and possible zoonotic threats. IMPORTANCE This study provides a comprehensive characterization of the entire community of infectious microbes (viruses, bacteria, and fungi) in companion animals like cats and dogs, termed the "infectome." By analyzing hundreds of samples from across China, the researchers identified numerous known and novel pathogens, including 27 potential zoonotic agents that could pose health risks to both animals and humans. Notably, some of these zoonotic pathogens were detected even in apparently healthy pets, highlighting the importance of surveillance. The study also revealed key microbial factors associated with respiratory and gastrointestinal diseases in pets, as well as potential cross-species transmission events between cats and dogs. Overall, this work sheds light on the complex microbial landscapes of companion animals and their potential impacts on animal and human health, underscoring the need for monitoring and management of these infectious agents.
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Affiliation(s)
- Wei-Chen Wu
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Diseases, School of Medicine, Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China
- Shenzhen Key Laboratory for Systems Medicine in Inflammatory Diseases, Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China
| | - Yuan-Fei Pan
- Ministry of Education Key Laboratory of Biodiversity Science and Ecological Engineering, School of Life Sciences, Fudan University, Shanghai, China
| | - Wu-Di Zhou
- School of Public Health (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China
| | - Yu-Qi Liao
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Diseases, School of Medicine, Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China
- Shenzhen Key Laboratory for Systems Medicine in Inflammatory Diseases, Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China
| | - Min-Wu Peng
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Diseases, School of Medicine, Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China
- Shenzhen Key Laboratory for Systems Medicine in Inflammatory Diseases, Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China
| | - Geng-Yan Luo
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Diseases, School of Medicine, Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China
- Shenzhen Key Laboratory for Systems Medicine in Inflammatory Diseases, Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China
| | - Gen-Yang Xin
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Diseases, School of Medicine, Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China
- Shenzhen Key Laboratory for Systems Medicine in Inflammatory Diseases, Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China
| | - Ya-Ni Peng
- School of Public Health (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China
| | - Tongqing An
- State Key Laboratory of Animal Disease Control and Prevention, Harbin Veterinary Research Institute, Chinese Academy of Agricultural Sciences, Harbin, China
| | - Bo Li
- Ministry of Education Key Laboratory of Biodiversity Science and Ecological Engineering, School of Life Sciences, Fudan University, Shanghai, China
- Ministry of Education Key Laboratory for Ecosecurity of Southwest China, Yunnan Key Laboratory of Plant Reproductive Adaptation and Evolutionary, Ecology and Centre for Invasion Biology, Institute of Biodiversity, School of Ecology and Environmental Science, Yunnan University, Kunming, China
| | - Huanle Luo
- School of Public Health (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China
| | - Vanessa R. Barrs
- Department of Veterinary Clinical Sciences, Jockey Club College of Veterinary Medicine and Life Sciences, City University of Hong Kong, Hong Kong SAR, China
- Centre for Animal Health and Welfare, City University of Hong Kong, Hong Kong SAR, China
| | - Julia A. Beatty
- Department of Veterinary Clinical Sciences, Jockey Club College of Veterinary Medicine and Life Sciences, City University of Hong Kong, Hong Kong SAR, China
- Centre for Animal Health and Welfare, City University of Hong Kong, Hong Kong SAR, China
| | - Edward C. Holmes
- Sydney Institute for Infectious Diseases, School of Medical Sciences, The University of Sydney, Sydney, New South Wales, Australia
- Laboratory of Data Discovery for Health Limited, Hong Kong SAR, China
| | - Wenjing Zhao
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Diseases, School of Medicine, Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China
- Shenzhen Key Laboratory for Systems Medicine in Inflammatory Diseases, Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China
| | - Mang Shi
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Diseases, School of Medicine, Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China
- Shenzhen Key Laboratory for Systems Medicine in Inflammatory Diseases, Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China
| | - Yuelong Shu
- School of Public Health (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China
- Key Laboratory of Pathogen Infection Prevention and Control (MOE), State Key Laboratory of Respiratory Health and Multimorbidity, National Institute of Pathogen Biology, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
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Richards PJ, Almutrafy A, Liang L, Flaujac Lafontaine GM, King E, Fish NM, Connerton AJ, Connerton PL, Connerton IF. Prebiotic galactooligosaccharide feed modifies the chicken gut microbiota to efficiently clear Salmonella. mSystems 2024; 9:e0075424. [PMID: 39082804 PMCID: PMC11334501 DOI: 10.1128/msystems.00754-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2024] [Accepted: 07/01/2024] [Indexed: 08/21/2024] Open
Abstract
Chicken meat is contaminated with Salmonella from the gut of infected chickens during slaughter. Eradication of Salmonella from broiler chickens through hygiene measures and/or vaccination is not cost-effective; complementary approaches are required. A mature gut microbiota obstructs Salmonella infection in chickens, and deliberate fortification of colonization resistance through prebiotic feed formulations would benefit public health and poultry production. Prebiotic galactooligosaccharides hastens Salmonella clearance from the gut of infected chickens. To better understand the role of galactooligosaccharides in colonization resistance, broiler chickens were raised on a wheat-soybean meal-based feed, with or without galactooligosaccharides for the first 24 days of life. Chickens were orally challenged with Salmonella enterica serovar Enteritidis at 20 days and the effect of supplementary galactooligosaccharides characterized by profiling Salmonella colonization, gut microbiota, innate immune response, and cecal short-chain fatty acid concentrations. Exposure to dietary galactooligosaccharides shortened the time to clear S. Enteritidis from the ceca. Differential abundance analysis of the cecal microbiota associated Salmonella challenge with a bacterial taxon belonging to the Acidaminococcaceae family (P < 0.005). Increased cecal concentrations of the short-chain fatty acids propionate and valerate were measured in Salmonella-challenged chickens sustained on either control or galactooligosaccharide-supplemented feed relative to mock-challenged controls; but far greater concentrations were detected in chickens fed a galactooligosaccharide-supplemented diet in early life. The abundance of the Acidaminococcaceae taxon exhibited a positive correlation with the cecal concentrations of propionate (ρ = 0.724, P = 0.008) and valerate (ρ = 0.71, P = 0.013). The absence of cecal pro-inflammatory transcriptional responses suggest that the rapid Salmonella clearance observed for the galactooligosaccharide-supplemented diet was not linked to innate immune function. IMPORTANCE Work presented here identifies bacterial taxa responsible for colonization resistance to Salmonella in broiler chickens. Deliberate cultivation of these taxa with prebiotic galactooligosaccharide has potential as a straight-forward, safe, and cost-effective intervention against Salmonella. We hypothesize that catabolism of galactooligosaccharide and its breakdown products by indigenous microorganisms colonizing the chicken gut produce excess levels of propionate. In the absence of gross inflammation, propionate is inimical to Salmonella and hastens intestinal clearance.
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Affiliation(s)
- Philip J. Richards
- Division of Microbiology, Brewing and Biotechnology, School of Biosciences, University of Nottingham, Loughborough, Leicestershire, United Kingdom
| | - Abeer Almutrafy
- Division of Microbiology, Brewing and Biotechnology, School of Biosciences, University of Nottingham, Loughborough, Leicestershire, United Kingdom
| | - Lu Liang
- Division of Microbiology, Brewing and Biotechnology, School of Biosciences, University of Nottingham, Loughborough, Leicestershire, United Kingdom
| | - Geraldine M. Flaujac Lafontaine
- Division of Microbiology, Brewing and Biotechnology, School of Biosciences, University of Nottingham, Loughborough, Leicestershire, United Kingdom
| | - Elizabeth King
- Division of Microbiology, Brewing and Biotechnology, School of Biosciences, University of Nottingham, Loughborough, Leicestershire, United Kingdom
| | - Neville M. Fish
- Saputo Dairy UK (c/o Simon Hunt), Saputo Dairy UK Innovation Centre, Harper Adams University, Edgmond, Newport, United Kingdom
| | - Amber J. Connerton
- Division of Microbiology, Brewing and Biotechnology, School of Biosciences, University of Nottingham, Loughborough, Leicestershire, United Kingdom
| | - Phillippa L. Connerton
- Division of Microbiology, Brewing and Biotechnology, School of Biosciences, University of Nottingham, Loughborough, Leicestershire, United Kingdom
| | - Ian F. Connerton
- Division of Microbiology, Brewing and Biotechnology, School of Biosciences, University of Nottingham, Loughborough, Leicestershire, United Kingdom
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71
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Lee YZ, Cheng SH, Lin YF, Wu CC, Tsai YC. The Beneficial Effects of Lacticaseibacillus paracasei subsp. paracasei DSM 27449 in a Letrozole-Induced Polycystic Ovary Syndrome Rat Model. Int J Mol Sci 2024; 25:8706. [PMID: 39201391 PMCID: PMC11354393 DOI: 10.3390/ijms25168706] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2024] [Revised: 08/05/2024] [Accepted: 08/07/2024] [Indexed: 09/02/2024] Open
Abstract
Polycystic ovary syndrome (PCOS) is a prevalent endocrine disorder affecting women of reproductive age globally. Emerging evidence suggests that the dysregulation of microRNAs (miRNAs) and gut dysbiosis are linked to the development of PCOS. In this study, the effects of Lacticaseibacillus paracasei subsp. paracasei DSM 27449 (DSM 27449) were investigated in a rat model of PCOS induced by letrozole. The administration of DSM 27449 resulted in improved ovarian function, reduced cystic follicles, and lower serum testosterone levels. Alterations in miRNA expressions and increased levels of the pro-apoptotic protein Bax in ovarian tissues were observed in PCOS-like rats. Notably, the administration of DSM 27449 restored the expression of miRNAs, including miR-30a-5p, miR-93-5p, and miR-223-3p, leading to enhanced ovarian function through the downregulation of Bax expressions in ovarian tissues. Additionally, 16S rRNA sequencing showed changes in the gut microbiome composition after letrozole induction. The strong correlation between specific bacterial genera and PCOS-related parameters suggested that the modulation of the gut microbiome by DSM 27449 was associated with the improvement of PCOS symptoms. These findings demonstrate the beneficial effects of DSM 27449 in ameliorating PCOS symptoms in letrozole-induced PCOS-like rats, suggesting that DSM 27449 may serve as a beneficial dietary supplement with the therapeutic potential for alleviating PCOS.
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Affiliation(s)
- Yan Zhang Lee
- Biomedical Industry Ph.D. Program, National Yang Ming Chiao Tung University, Taipei 112304, Taiwan;
| | - Shih-Hsuan Cheng
- Bened Biomedical Co., Ltd., Taipei 115011, Taiwan; (S.-H.C.); (Y.-F.L.); (C.-C.W.)
| | - Yu-Fen Lin
- Bened Biomedical Co., Ltd., Taipei 115011, Taiwan; (S.-H.C.); (Y.-F.L.); (C.-C.W.)
| | - Chien-Chen Wu
- Bened Biomedical Co., Ltd., Taipei 115011, Taiwan; (S.-H.C.); (Y.-F.L.); (C.-C.W.)
| | - Ying-Chieh Tsai
- Biomedical Industry Ph.D. Program, National Yang Ming Chiao Tung University, Taipei 112304, Taiwan;
- Institute of Biochemistry and Molecular Biology, National Yang Ming Chiao Tung University, Taipei 112304, Taiwan
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72
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Vaasjo E, Stothart MR, Black SR, Poissant J, Whiteside DP. The impact of management on the fecal microbiome of endangered greater sage-grouse ( Centrocercus urophasianus) in a zoo-based conservation program. CONSERVATION PHYSIOLOGY 2024; 12:coae052. [PMID: 39113731 PMCID: PMC11304599 DOI: 10.1093/conphys/coae052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/05/2024] [Revised: 07/09/2024] [Accepted: 07/18/2024] [Indexed: 08/10/2024]
Abstract
Greater sage-grouse (Centrocercus urophasianus) are a critically endangered species in Canada with fewer than 140 individuals remaining on native habitats in southern Alberta and Saskatchewan. In 2014, the Wilder Institute/Calgary Zoo initiated North America's only zoo-based conservation breeding program for this species to bolster declining wild populations through conservation reintroductions. Within the managed population of sage-grouse, morbidity and mortality have primarily been associated with intestinal bacterial infections. As a preliminary study to assess the gastrointestinal health of this species in managed care, the fecal bacterial microbiome of adult and juvenile captive sage-grouse was characterized with 16S rRNA sequencing. The composition of the microbiome at the phylum level in greater sage-grouse is consistent with previous studies of the avian microbiome, with Bacillota as the most abundant phyla, and Actinomycetota, Bacteroidota and Pseudomonadota also being highly abundant. Antibiotic use and sex did not have a significant impact on the diversity or composition of the microbiome, but the management of juvenile sage-grouse did influence the development of the microbiome. Juveniles that were raised outdoors under maternal care developed a microbiome much more similar to adults when compared to chicks that were incubated and hand-raised. The local environment and parental care appear to be important factors influencing the diversity and composition of the gastrointestinal microbiome in this species.
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Affiliation(s)
- Emma Vaasjo
- Faculty of Veterinary Medicine, University of Calgary, 3280 Hospital Dr NW, Calgary, AB T2N 4Z6, Canada
- Animal Health Department, Wilder Institute/Calgary Zoo, 1300 Zoo Rd NE, Calgary, AB T2E 7V6, Canada
| | - Mason R Stothart
- Faculty of Veterinary Medicine, University of Calgary, 3280 Hospital Dr NW, Calgary, AB T2N 4Z6, Canada
| | - Sandra R Black
- Animal Health Department, Wilder Institute/Calgary Zoo, 1300 Zoo Rd NE, Calgary, AB T2E 7V6, Canada
| | - Jocelyn Poissant
- Faculty of Veterinary Medicine, University of Calgary, 3280 Hospital Dr NW, Calgary, AB T2N 4Z6, Canada
| | - Douglas P Whiteside
- Faculty of Veterinary Medicine, University of Calgary, 3280 Hospital Dr NW, Calgary, AB T2N 4Z6, Canada
- Animal Health Department, Wilder Institute/Calgary Zoo, 1300 Zoo Rd NE, Calgary, AB T2E 7V6, Canada
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Mukherjee P, Sharma RS, Mishra V. Deciphering the ecological impact of azo dye pollution through microbial community analysis in water-sediment microcosms. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2024:10.1007/s11356-024-34445-w. [PMID: 39088170 DOI: 10.1007/s11356-024-34445-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/15/2024] [Accepted: 07/12/2024] [Indexed: 08/02/2024]
Abstract
The uncontrolled release of untreated dyeing wastewater into aquatic ecosystems poses global environmental risks. It alters native microbial communities and associated ecological processes, often going unnoticed. Therefore, the influence of acid orange 7 dye (AO7) contamination on the natural microbial community was investigated using a water-sediment microcosm. Compared to sterile microcosms, complete dye decolourization in natural microcosms showed microbial communities' significance in combating xenobiotic contamination. Proteobacteria dominated the water community, whereas Firmicutes dominated the sediment. AO7 exposure induced notable shifts in the structural composition of the bacterial community in both water and sediment. Niveispirillum exhibited a marked decrease, and Pseudomonas demonstrated a notable increase. The - 9.0 log2FC in Niveispirillum, a nitrogen-fixing bacterium, from 24.4% in the control to 0.1% post-treatment, may disrupt nutrient balance, plant growth, and ecosystem productivity. Conversely, elevated levels of Pseudomonas sp. resulting from azo dye exposure demonstrate its ability to tolerate and bioremediate organic pollutants, highlighting its resilience. Functional profiling via KEGG pathway analysis revealed differential expression patterns under AO7 stress. Specifically, valine, leucine, and isoleucine degradation pathways in water decreased by 52.2%, and cysteine and methionine metabolism ceased expression entirely, indicating reduced protein metabolism and nutrient bioavailability under dye exposure. Furthermore, in sediment, glutathione metabolism ceased, indicating increased oxidative stress following AO7 infusion. However, C5-branched dibasic acid metabolism and limonene and pinene degradation were uniquely expressed in sediment. Decreased methane metabolism exacerbates the effects of global warming on aquatic ecosystems. Further, ceased-butanoate metabolic pathways reflect the textile dye wastewater-induced adverse impact on ecological processes, such as organic matter decomposition, energy flow, nutrient cycling, and community dynamics that help maintain self-purification and ecological balance in river ecosystems. These findings underscore the critical need for more comprehensive environmental monitoring and management strategies to mitigate ecological risks posed by textile dyes in aquatic ecosystems, which remain unnoticed.
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Affiliation(s)
- Paromita Mukherjee
- Bioresources and Environmental Biotechnology Laboratory, Department of Environmental Studies, University of Delhi, Delhi, 110007, India
| | - Radhey Shyam Sharma
- Bioresources and Environmental Biotechnology Laboratory, Department of Environmental Studies, University of Delhi, Delhi, 110007, India
- Delhi School of Climate Change and Sustainability, Institute of Eminence, University of Delhi, Delhi, 110007, India
| | - Vandana Mishra
- Bioresources and Environmental Biotechnology Laboratory, Department of Environmental Studies, University of Delhi, Delhi, 110007, India.
- Centre for Inter-Disciplinary Studies of Mountain and Hill Environment (CISMHE), University of Delhi, Delhi, 110007, India.
- DDA Biodiversity Parks Programme, CEMDE, University of Delhi, Delhi, India.
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Cyphert EL, Liu C, Morales AL, Nixon JC, Blackford E, Garcia M, Cevallos N, Turnbaugh PJ, Brito IL, Booth SL, Hernandez CJ. Effects of high dose aspartame-based sweetener on the gut microbiota and bone strength in young and aged mice. JBMR Plus 2024; 8:ziae082. [PMID: 39011468 PMCID: PMC11247189 DOI: 10.1093/jbmrpl/ziae082] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/05/2024] [Revised: 05/21/2024] [Accepted: 06/13/2024] [Indexed: 07/17/2024] Open
Abstract
In a recent study examining the effects of manipulating the gut microbiome on bone, a control group of mice in which the microbiome was altered using a non-caloric, aspartame-based sweetener resulted in whole bone strength being 40% greater than expected from geometry alone, implicating enhanced bone tissue strength. However, the study was not designed to detect changes in bone in this control group and was limited to young male mice. Here we report a replication study examining how changes in the gut microbiome caused by aspartame-based sweetener influence bone. Male and female C57Bl/6 J mice were untreated or treated with a high dose of sweetener (10 g/L) in their drinking water from either 1 to 4 mo of age (young cohort; n = 80) or 1 to 22 mo of age (aged cohort; n = 52). Sweetener did not replicate the modifications to the gut microbiome observed in the initial study and did not result in an increase in bone tissue strength in either sex at either age. Aged male mice dosed with sweetener had larger bones (+17% femur section modulus, p<.001) and greater whole bone strength (+22%, p=.006) but the increased whole bone strength was explained by the associated increase in body mass (+9%, p<.001). No differences in body mass, whole bone strength, or femoral geometry were associated with sweetener dosing in males from the young cohort or females at either age. As we were unable to replicate the gut microbiota observed in the initial experiment, it remains unclear if changes in the gut microbiome can enhance bone tissue strength. Although prior work studying gut microbiome-induced changes in bone with oral antibiotics has been highly repeatable, the current study highlights the variability of nutritional manipulations of the gut microbiota in mice.
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Affiliation(s)
- Erika L Cyphert
- Department of Orthopaedic Surgery, University of California San Francisco, 513 Parnassus Avenue, San Francisco, CA 94143, United States
- Sibley School of Mechanical & Aerospace Engineering, Cornell University, 124 Hoy Road, Ithaca, NY 14853, United States
| | - Chongshan Liu
- Sibley School of Mechanical & Aerospace Engineering, Cornell University, 124 Hoy Road, Ithaca, NY 14853, United States
| | - Angie L Morales
- Sibley School of Mechanical & Aerospace Engineering, Cornell University, 124 Hoy Road, Ithaca, NY 14853, United States
| | - Jacob C Nixon
- Sibley School of Mechanical & Aerospace Engineering, Cornell University, 124 Hoy Road, Ithaca, NY 14853, United States
| | - Emily Blackford
- Sibley School of Mechanical & Aerospace Engineering, Cornell University, 124 Hoy Road, Ithaca, NY 14853, United States
| | - Matthew Garcia
- Sibley School of Mechanical & Aerospace Engineering, Cornell University, 124 Hoy Road, Ithaca, NY 14853, United States
| | - Nicolas Cevallos
- Department of Orthopaedic Surgery, University of California San Francisco, 513 Parnassus Avenue, San Francisco, CA 94143, United States
| | - Peter J Turnbaugh
- Department of Microbiology and Immunology, University of California San Francisco, 513 Parnassus Avenue, San Francisco, CA 94143, United States
- Chan Zuckerberg Biohub, San Francisco, CA 94143, United States
| | - Ilana L Brito
- Meinig School of Biomedical Engineering, Cornell University, 101 Weill Hall, Ithaca, NY 14853, United States
| | - Sarah L Booth
- Jean Mayer USDA Human Nutrition Research Center on Aging, Tufts University, 711 Washington Street, Boston, MA 02111, United States
| | - Christopher J Hernandez
- Department of Orthopaedic Surgery, University of California San Francisco, 513 Parnassus Avenue, San Francisco, CA 94143, United States
- Chan Zuckerberg Biohub, San Francisco, CA 94143, United States
- Department of Bioengineering and Therapeutic Sciences, University of California San Francisco, 513 Parnassus Avenue, San Francisco, CA 94143, United States
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Mulder D, Jakobi B, Shi Y, Mulders P, Kist JD, Collard RM, Vrijsen JN, van Eijndhoven P, Tendolkar I, Bloemendaal M, Arias Vasquez A. Gut microbiota composition links to variation in functional domains across psychiatric disorders. Brain Behav Immun 2024; 120:275-287. [PMID: 38815661 DOI: 10.1016/j.bbi.2024.05.037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/17/2024] [Revised: 05/24/2024] [Accepted: 05/27/2024] [Indexed: 06/01/2024] Open
Abstract
OBJECTIVE Changes in microbial composition are observed in various psychiatric disorders, but their specificity to certain symptoms or processes remains unclear. This study explores the associations between the gut microbiota composition and the Research Domain Criteria (RDoC) domains of functioning, representing symptom domains, specifically focusing on stress-related and neurodevelopmental disorders in patients with and without psychiatric comorbidity. METHODS The gut microbiota was analyzed in 369 participants, comprising 272 individuals diagnosed with a mood disorder, anxiety disorder, attention deficit/hyperactivity disorder, autism spectrum disorder, and/or substance use disorder, as well as 97 psychiatrically unaffected individuals. The RDoC domains were estimated using principal component analysis (PCA) with oblique rotation on a range of psychiatric, psychological, and personality measures. Associations between the gut microbiota and the functional domains were assessed using multiple linear regression and permanova, adjusted for age, sex, diet, smoking, medication use and comorbidity status. RESULTS Four functional domains, aligning with RDoC's negative valence, social processes, cognitive systems, and arousal/regulatory systems domains, were identified. Significant associations were found between these domains and eight microbial genera, including associations of negative valence with the abundance of the genera Sellimonas, CHKCI001, Clostridium sensu stricto 1, Oscillibacter, and Flavonifractor; social processes with Sellimonas; cognitive systems with Sporobacter and Hungatella; and arousal/regulatory systems with Ruminococcus torques (all pFDR < 0.05). CONCLUSION Our findings demonstrate associations between the gut microbiota and the domains of functioning across patients and unaffected individuals, potentially mediated by immune-related processes. These results open avenues for microbiota-focused personalized interventions, considering psychiatric comorbidity. However, further research is warranted to establish causality and elucidate mechanistic pathways.
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Affiliation(s)
- Danique Mulder
- Department of Psychiatry, Radboud University Medical Center, Donders Institute for Brain, Cognition and Behaviour, Geert Grooteplein Zuid 10, 6525 GA Nijmegen, the Netherlands; Department of Human Genetics, Radboud University Medical Center, Donders Institute for Brain, Cognition and Behaviour, Nijmegen, the Netherlands
| | - Babette Jakobi
- Department of Human Genetics, Radboud University Medical Center, Donders Institute for Brain, Cognition and Behaviour, Nijmegen, the Netherlands
| | - Yingjie Shi
- Department of Human Genetics, Radboud University Medical Center, Donders Institute for Brain, Cognition and Behaviour, Nijmegen, the Netherlands
| | - Peter Mulders
- Department of Psychiatry, Radboud University Medical Center, Donders Institute for Brain, Cognition and Behaviour, Geert Grooteplein Zuid 10, 6525 GA Nijmegen, the Netherlands
| | - Josina D Kist
- Department of Psychiatry, Radboud University Medical Center, Donders Institute for Brain, Cognition and Behaviour, Geert Grooteplein Zuid 10, 6525 GA Nijmegen, the Netherlands
| | - Rose M Collard
- Department of Psychiatry, Radboud University Medical Center, Donders Institute for Brain, Cognition and Behaviour, Geert Grooteplein Zuid 10, 6525 GA Nijmegen, the Netherlands
| | - Janna N Vrijsen
- Department of Psychiatry, Radboud University Medical Center, Donders Institute for Brain, Cognition and Behaviour, Geert Grooteplein Zuid 10, 6525 GA Nijmegen, the Netherlands; Pro Persona Mental Health Care, Depression Expertise Center, Nijmegen, the Netherlands
| | - Phillip van Eijndhoven
- Department of Psychiatry, Radboud University Medical Center, Donders Institute for Brain, Cognition and Behaviour, Geert Grooteplein Zuid 10, 6525 GA Nijmegen, the Netherlands
| | - Indira Tendolkar
- Department of Psychiatry, Radboud University Medical Center, Donders Institute for Brain, Cognition and Behaviour, Geert Grooteplein Zuid 10, 6525 GA Nijmegen, the Netherlands
| | - Mirjam Bloemendaal
- Department of Psychiatry, Radboud University Medical Center, Donders Institute for Brain, Cognition and Behaviour, Geert Grooteplein Zuid 10, 6525 GA Nijmegen, the Netherlands; Department of Human Genetics, Radboud University Medical Center, Donders Institute for Brain, Cognition and Behaviour, Nijmegen, the Netherlands; Department of Psychiatry, Psychosomatics and Psychotherapy, University Hospital Frankfurt am Main, Frankfurt am Main, Germany
| | - Alejandro Arias Vasquez
- Department of Psychiatry, Radboud University Medical Center, Donders Institute for Brain, Cognition and Behaviour, Geert Grooteplein Zuid 10, 6525 GA Nijmegen, the Netherlands; Department of Human Genetics, Radboud University Medical Center, Donders Institute for Brain, Cognition and Behaviour, Nijmegen, the Netherlands.
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Mills M, Davis A, Lancaster E, Choi B, Martin J, Winston R, Lee J. Longitudinal Analysis of Urban Stormwater Microbiome and Resistome from Watersheds with and without Green Infrastructure using Long-Read Sequencing. WATER RESEARCH 2024; 259:121873. [PMID: 38852387 DOI: 10.1016/j.watres.2024.121873] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/26/2024] [Revised: 05/14/2024] [Accepted: 06/02/2024] [Indexed: 06/11/2024]
Abstract
Since stormwater conveys a variety of contaminants into water bodies, green infrastructure (GI) is increasingly being adopted as an on-site treatment solution in addition to controlling peak flows. The purpose of this study was to identify differences in microbial water quality of stormwater in watersheds retrofitted with GI vs. those without GI. Considering stormwater is recently recognized as a contributor to the antibiotic resistance (AR) threat, another goal of this study was to characterize changes in the microbiome and collection of AR genes (resistome) of urban stormwater with season, rainfall characteristics, and fecal contamination. MinION long-read sequencing was used to analyze stormwater microbiome and resistome from watersheds with and without GI in Columbus, Ohio, United States, over 18 months. We characterized fecal contamination in stormwater via culturing Escherichia coli and with molecular microbial source tracking (MST) to identify sources of fecal contamination. Overall, season and storm event (rainfall) characteristics had the strongest relationships with changes in the stormwater microbiome and resistome. We found no significant differences in microbial water quality or the microbiome of stormwater in watersheds with and without GI implemented. However, there were differences between the communities of microorganisms hosting antibiotic resistance genes (ARGs) in stormwater from watersheds with and without GI, indicating the potential sensitivity of AR bacteria to treatment. Stormwater was contaminated with high concentrations of human-associated fecal bacterial genes, and the ARG host bacterial community had considerable similarities to human feces/wastewater. We also identified 15 potential pathogens hosting ARGs in these stormwater resistome, including vancomycin-resistant Enterococcus faecium (VRE) and multidrug-resistant Pseudomonas aeruginosa. In summary, urban stormwater is highly contaminated and has a great potential to spread AR and microbial hazards to nearby environments. This study presents the most comprehensive analysis of stormwater microbiome and resistome to date, which is crucial to understanding the potential microbial risk from this matrix. This information can be used to guide future public health policy, stormwater reuse programs, and urban runoff treatment initiatives.
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Affiliation(s)
- Molly Mills
- Division of Environmental Health Sciences, College of Public Health, The Ohio State University, Columbus, OH, USA
| | - Angela Davis
- Environmental Sciences Graduate Program, The Ohio State University, Columbus, OH, USA
| | - Emma Lancaster
- Environmental Sciences Graduate Program, The Ohio State University, Columbus, OH, USA
| | - Boseung Choi
- Division of Big Data Science, Korea University, Sejong, Republic of Korea
| | - Jay Martin
- Environmental Sciences Graduate Program, The Ohio State University, Columbus, OH, USA; Department of Food, Agricultural and Biological Engineering, The Ohio State University, Columbus, OH, USA; Sustainability Institute, The Ohio State University, Columbus, OH, USA
| | - Ryan Winston
- Department of Food, Agricultural and Biological Engineering, The Ohio State University, Columbus, OH, USA; Department of Civil, Environmental, and Geodetic Engineering, The Ohio State University, Columbus, OH, USA
| | - Jiyoung Lee
- Division of Environmental Health Sciences, College of Public Health, The Ohio State University, Columbus, OH, USA; Department of Food Science & Technology, The Ohio State University, Columbus, OH, USA; Infectious Diseases Institute, The Ohio State University, Columbus, OH, USA.
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Kim R, Sung JH. Recent Advances in Gut- and Gut-Organ-Axis-on-a-Chip Models. Adv Healthc Mater 2024; 13:e2302777. [PMID: 38243887 DOI: 10.1002/adhm.202302777] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2023] [Revised: 12/21/2023] [Indexed: 01/22/2024]
Abstract
The human gut extracts nutrients from the diet while forming the largest barrier against the outer environment. In addition, the gut actively maintains homeostasis through intricate interactions with the gut microbes, the immune system, the enteric nervous system, and other organs. These interactions influence digestive health and, furthermore, play crucial roles in systemic health and disease. Given its primary role in absorbing and metabolizing orally administered drugs, there is significant interest in the development of preclinical in vitro model systems that can accurately emulate the intestine in vivo. A gut-on-a-chip system holds great potential as a testing and screening platform because of its ability to emulate the physiological aspects of in vivo tissues and expandability to incorporate and combine with other organs. This review aims to identify the key physiological features of the human gut that need to be incorporated to build more accurate preclinical models and highlights the recent progress in gut-on-a-chip systems and competing technologies toward building more physiologically relevant preclinical model systems. Furthermore, various efforts to construct multi-organ systems with the gut, called gut-organ-axis-on-a-chip models, are discussed. In vitro gut models with physiological relevance can provide valuable platforms for bridging the gap between preclinical and clinical studies.
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Affiliation(s)
- Raehyun Kim
- Department of Biological and Chemical Engineering, Hongik University, Sejong, 30016, Republic of Korea
| | - Jong Hwan Sung
- Department of Chemical Engineering, Hongik University, Seoul, 04066, Republic of Korea
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78
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Hein DM, Coughlin LA, Poulides N, Koh AY, Sanford NN. Assessment of Distinct Gut Microbiome Signatures in a Diverse Cohort of Patients Undergoing Definitive Treatment for Rectal Cancer. JOURNAL OF IMMUNOTHERAPY AND PRECISION ONCOLOGY 2024; 7:150-158. [PMID: 39219996 PMCID: PMC11361339 DOI: 10.36401/jipo-23-30] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/25/2023] [Revised: 11/29/2023] [Accepted: 12/03/2023] [Indexed: 09/04/2024]
Abstract
Introduction Disparities in incidence and outcome of rectal cancer are multifactorial in etiology but may be due, in part, to differences in gut microbiome composition. We used serial robust statistical approaches to assess baseline gut microbiome composition in a diverse cohort of patients with rectal cancer receiving definitive treatment. Methods Microbiome composition was compared by age at diagnosis (< 50 vs ≥ 50 years), race and ethnicity (White Hispanic vs non-Hispanic), and response to therapy. Alpha diversity was assessed using the Shannon, Chao1, and Simpson diversity measures. Beta diversity was explored using both Bray-Curtis dissimilarity and Aitchison distance with principal coordinate analysis. To minimize false-positive findings, we used two distinct methods for differential abundance testing: LinDA and MaAsLin2 (all statistics two-sided, Benjamini-Hochberg corrected false discovery rate < 0.05). Results Among 64 patients (47% White Hispanic) with median age 51 years, beta diversity metrics showed significant clustering by race and ethnicity (p < 0.001 by both metrics) and by onset (Aitchison p = 0.022, Bray-Curtis p = 0.035). White Hispanic patients had enrichment of bacterial family Prevotellaceae (LinDA fold change 5.32, MaAsLin2 fold change 5.11, combined adjusted p = 0.0007). No significant differences in microbiome composition were associated with neoadjuvant therapy response. Conclusion We identified distinct gut microbiome signatures associated with race and ethnicity and age of onset in a diverse cohort of patients undergoing definitive treatment for rectal cancer.
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Affiliation(s)
- David M. Hein
- Department of Radiation Oncology, The University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Laura A. Coughlin
- Department of Pediatrics, Division of Hematology/Oncology, The University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Nicole Poulides
- Department of Pediatrics, Division of Hematology/Oncology, The University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Andrew Y. Koh
- Department of Pediatrics, Division of Hematology/Oncology, The University of Texas Southwestern Medical Center, Dallas, TX, USA
- Harold C. Simmons Comprehensive Cancer Center, The University of Texas Southwestern Medical Center, Dallas, TX, USA
- Department of Microbiology, The University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Nina N. Sanford
- Department of Radiation Oncology, The University of Texas Southwestern Medical Center, Dallas, TX, USA
- Harold C. Simmons Comprehensive Cancer Center, The University of Texas Southwestern Medical Center, Dallas, TX, USA
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79
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Lin Q, Dorsett Y, Mirza A, Tremlett H, Piccio L, Longbrake EE, Choileain SN, Hafler DA, Cox LM, Weiner HL, Yamamura T, Chen K, Wu Y, Zhou Y. Meta-analysis identifies common gut microbiota associated with multiple sclerosis. Genome Med 2024; 16:94. [PMID: 39085949 PMCID: PMC11293023 DOI: 10.1186/s13073-024-01364-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2023] [Accepted: 07/12/2024] [Indexed: 08/02/2024] Open
Abstract
BACKGROUND Previous studies have identified a diverse group of microbial taxa that differ between patients with multiple sclerosis (MS) and the healthy population. However, interpreting findings on MS-associated microbiota is challenging, as there is no true consensus. It is unclear whether there is gut microbiota commonly altered in MS across studies. METHODS To answer this, we performed a meta-analysis based on the 16S rRNA gene sequencing data from seven geographically and technically diverse studies comprising a total of 524 adult subjects (257 MS and 267 healthy controls). Analysis was conducted for each individual study after reprocessing the data and also by combining all data together. The blocked Wilcoxon rank-sum test and linear mixed-effects regression were used to identify differences in microbial composition and diversity between MS and healthy controls. Network analysis was conducted to identify bacterial correlations. A leave-one-out sensitivity analysis was performed to ensure the robustness of the findings. RESULTS The microbiome community structure was significantly different between studies. Re-analysis of data from individual studies revealed a lower relative abundance of Prevotella in MS across studies, compared to controls. Meta-analysis found that although alpha and beta diversity did not differ between MS and controls, a higher abundance of Actinomyces and a lower abundance of Faecalibacterium were reproducibly associated with MS. Additionally, network analysis revealed that the recognized negative Bacteroides-Prevotella correlation in controls was disrupted in patients with MS. CONCLUSIONS Our meta-analysis identified common gut microbiota associated with MS across geographically and technically diverse studies.
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Affiliation(s)
- Qingqi Lin
- Department of Computer Science and Engineering, University of Connecticut, Storrs, CT, USA
- Department of Medicine, University of Connecticut Health Center, Farmington, CT, USA
| | - Yair Dorsett
- Department of Medicine, University of Connecticut Health Center, Farmington, CT, USA
| | - Ali Mirza
- Department of Medicine, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Helen Tremlett
- Department of Medicine, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Laura Piccio
- Department of Neurology, Washington University School of Medicine, St. Louis, MO, USA
- Brain and Mind Centre, School of Medical Sciences, University of Sydney, Sydney, New South Wales, Australia
| | - Erin E Longbrake
- Departments of Neurology and Immunobiology, Yale University School of Medicine, New Haven, CT, 06511, USA
| | - Siobhan Ni Choileain
- Departments of Neurology and Immunobiology, Yale University School of Medicine, New Haven, CT, 06511, USA
| | - David A Hafler
- Departments of Neurology and Immunobiology, Yale University School of Medicine, New Haven, CT, 06511, USA
| | - Laura M Cox
- Ann Romney Center for Neurologic Diseases, Harvard Medical School, Brigham & Women's Hospital, Boston, MA, 02115, USA
| | - Howard L Weiner
- Ann Romney Center for Neurologic Diseases, Harvard Medical School, Brigham & Women's Hospital, Boston, MA, 02115, USA
| | - Takashi Yamamura
- Department of Immunology, National Institute of Neuroscience, Tokyo, Japan
| | - Kun Chen
- Department of Statistics, University of Connecticut, Storrs, CT, USA
| | - Yufeng Wu
- Department of Computer Science and Engineering, University of Connecticut, Storrs, CT, USA
| | - Yanjiao Zhou
- Department of Medicine, University of Connecticut Health Center, Farmington, CT, USA.
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80
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Klepinowski T, Skonieczna-Żydecka K, Łoniewski I, Pettersson SD, Wierzbicka-Woś A, Kaczmarczyk M, Palma J, Sawicki M, Taterra D, Poncyljusz W, Alshafai NS, Stachowska E, Ogilvy CS, Sagan L. A prospective pilot study of gut microbiome in cerebral vasospasm and delayed cerebral ischemia after aneurysmal subarachnoid hemorrhage. Sci Rep 2024; 14:17617. [PMID: 39080476 PMCID: PMC11289281 DOI: 10.1038/s41598-024-68722-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Accepted: 07/26/2024] [Indexed: 08/02/2024] Open
Abstract
A recent systematic review indicated that gut-microbiota-brain axis contributes to growth and rupture of intracranial aneurysms. However, gaps were detected in the role of intestinal microbiome in cerebral vasospasm (CVS) after aneurysmal subarachnoid hemorrhage (aSAH). This is the first pilot study aiming to test study feasibility and identify differences in gut microbiota between subjects with and without CVS following aSAH. A prospective nested case-control pilot study with 1:1 matching was conducted recruiting subjects with aSAH: cases with CVS; and controls without CVS based on the clinical picture and structured bedside transcranial Doppler (TCD). Fecal samples for microbiota analyses by means of 16S rRNA gene amplicon sequencing were collected within the first 96 h after ictus. Operational taxonomic unit tables were constructed, diversity metrics calculated, phylogenetic trees built, and differential abundance analysis (DAA) performed. At baseline, the groups did not differ significantly in basic demographic and aneurysm-related characteristics (p > 0.05). Alpha-diversity (richness and Shannon Index) was significantly reduced in cases of middle cerebral artery (MCA) vasospasm (p < 0.05). In DAA, relative abundance of genus Acidaminococcus was associated with MCA vasospasm (p = 0.00013). Two butyrate-producing genera, Intestinimonas and Butyricimonas, as well as [Clostridium] innocuum group had the strongest negative correlation with the mean blood flow velocity in anterior cerebral arteries (p < 0.01; rho = - 0.63; - 0.57, and - 0.57, respectively). In total, 16 gut microbial genera were identified to correlate with TCD parameters, and two intestinal genera correlated with outcome upon discharge. In this pilot study, we prove study feasibility and present the first preliminary evidence of gut microbiome signature associating with CVS as a significant cause of stroke in subjects with aSAH.
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Affiliation(s)
- Tomasz Klepinowski
- Department of Neurosurgery, Pomeranian Medical University Hospital no. 1, Unii Lubelskiej 1, 71-252, Szczecin, Poland.
| | - Karolina Skonieczna-Żydecka
- Department of Biochemical Sciences, Pomeranian Medical University in Szczecin, Broniewskiego 24, 71-460, Szczecin, Poland.
| | - Igor Łoniewski
- Department of Biochemical Sciences, Pomeranian Medical University in Szczecin, Broniewskiego 24, 71-460, Szczecin, Poland
| | - Samuel D Pettersson
- Neurosurgical Service, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Anna Wierzbicka-Woś
- Research and Development Centre, Sanprobi sp. z o.o. sp. K, Kurza Stopka 5/c, 70-535, Szczecin, Poland
| | - Mariusz Kaczmarczyk
- Department of Biochemical Sciences, Pomeranian Medical University in Szczecin, Broniewskiego 24, 71-460, Szczecin, Poland
- Research and Development Centre, Sanprobi sp. z o.o. sp. K, Kurza Stopka 5/c, 70-535, Szczecin, Poland
| | - Joanna Palma
- Department of Biochemical Sciences, Pomeranian Medical University in Szczecin, Broniewskiego 24, 71-460, Szczecin, Poland
| | - Marcin Sawicki
- Department of Diagnostic Imaging and Interventional Radiology, Pomeranian Medical University in Szczecin Hospital no. 1, Szczecin, Poland
| | - Dominik Taterra
- Department of Orthopedics and Rehabilitation, Jagiellonian University Medical College, Zakopane, Poland
| | - Wojciech Poncyljusz
- Department of Diagnostic Imaging and Interventional Radiology, Pomeranian Medical University in Szczecin Hospital no. 1, Szczecin, Poland
| | | | - Ewa Stachowska
- Department of Human Nutrition and Metabolomics, Pomeranian Medical University in Szczecin, Broniewskiego 24, 70-204, Szczecin, Poland
| | - Christopher S Ogilvy
- Neurosurgical Service, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Leszek Sagan
- Department of Neurosurgery, Pomeranian Medical University Hospital no. 1, Unii Lubelskiej 1, 71-252, Szczecin, Poland
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81
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Manter DK, Reardon CL, Ashworth AJ, Ibekwe AM, Lehman RM, Maul JE, Miller DN, Creed T, Ewing PM, Park S, Ducey TF, Tyler HL, Veum KS, Weyers SL, Knaebel DB. Unveiling errors in soil microbial community sequencing: a case for reference soils and improved diagnostics for nanopore sequencing. Commun Biol 2024; 7:913. [PMID: 39069530 PMCID: PMC11284219 DOI: 10.1038/s42003-024-06594-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Accepted: 07/17/2024] [Indexed: 07/30/2024] Open
Abstract
The sequencing platform and workflow strongly influence microbial community analyses through potential errors at each step. Effective diagnostics and experimental controls are needed to validate data and improve reproducibility. This cross-laboratory study evaluates sources of variability and error at three main steps of a standardized amplicon sequencing workflow (DNA extraction, polymerase chain reaction [PCR], and sequencing) using Oxford Nanopore MinION to analyze agricultural soils and a simple mock community. Variability in sequence results occurs at each step in the workflow with PCR errors and differences in library size greatly influencing diversity estimates. Common bioinformatic diagnostics and the mock community are ineffective at detecting PCR abnormalities. This work outlines several diagnostic checks and techniques to account for sequencing depth and ensure accuracy and reproducibility in soil community analyses. These diagnostics and the inclusion of a reference soil can help ensure data validity and facilitate the comparison of multiple sequencing runs within and between laboratories.
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Affiliation(s)
- Daniel K Manter
- Soil Management and Sugar Beet Research, United States Department of Agriculture Agricultural Research Service (USDA-ARS), Fort Collins, CO, USA.
| | | | - Amanda J Ashworth
- Poultry Production and Product Safety Research Unit, USDA-ARS, Fayetteville, AR, USA
| | | | - R Michael Lehman
- North Central Agricultural Research Laboratory, USDA-ARS, Brookings, SD, USA
| | - Jude E Maul
- Sustainable Agricultural Systems Laboratory, USDA-ARS, Beltsville, MD, USA
| | - Daniel N Miller
- Agroecosystem Management Research Unit, USDA-ARS, Lincoln, NE, USA
| | - Timothy Creed
- Soil Management and Sugar Beet Research, United States Department of Agriculture Agricultural Research Service (USDA-ARS), Fort Collins, CO, USA
| | | | - Stanley Park
- Water Efficiency and Salinity Research Unit, USDA-ARS, Riverside, CA, USA
| | - Thomas F Ducey
- Coastal Plains Soil, Water and Plant Research Center, USDA-ARS, Florence, SC, USA
| | - Heather L Tyler
- Crop Production Systems Research Unit, USDA-ARS, Stoneville, MS, USA
| | - Kristen S Veum
- Cropping Systems and Water Quality Research Unit, USDA-ARS, Columbia, MO, USA
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82
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Lv T, Zhang Y, Liu J, Kang Q, Liu L. Multi-omics integration for both single-cell and spatially resolved data based on dual-path graph attention auto-encoder. Brief Bioinform 2024; 25:bbae450. [PMID: 39293805 PMCID: PMC11410375 DOI: 10.1093/bib/bbae450] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2024] [Revised: 08/05/2024] [Accepted: 08/30/2024] [Indexed: 09/20/2024] Open
Abstract
Single-cell multi-omics integration enables joint analysis at the single-cell level of resolution to provide more accurate understanding of complex biological systems, while spatial multi-omics integration is benefit to the exploration of cell spatial heterogeneity to facilitate more comprehensive downstream analyses. Existing methods are mainly designed for single-cell multi-omics data with little consideration of spatial information and still have room for performance improvement. A reliable multi-omics integration method designed for both single-cell and spatially resolved data is necessary and significant. We propose a multi-omics integration method based on dual-path graph attention auto-encoder (SSGATE). It can construct the neighborhood graphs based on single-cell expression profiles or spatial coordinates, enabling it to process single-cell data and utilize spatial information from spatially resolved data. It can also perform self-supervised learning for integration through the graph attention auto-encoders from two paths. SSGATE is applied to integration of transcriptomics and proteomics, including single-cell and spatially resolved data of various tissues from different sequencing technologies. SSGATE shows better performance and stronger robustness than competitive methods and facilitates downstream analysis.
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Affiliation(s)
- Tongxuan Lv
- BGI Research, No. 9, Yunhua Road, Yantian District, Shenzhen 518083, China
- College of Life Sciences, University of Chinese Academy of Sciences, No. 19, Yuquan Road, Shijingshan District, Beijing 100049, China
| | - Yong Zhang
- BGI Research, No. 9, Yunhua Road, Yantian District, Shenzhen 518083, China
| | - Junlin Liu
- BGI Research, No. 9, Yunhua Road, Yantian District, Shenzhen 518083, China
| | - Qiang Kang
- BGI Research, No. 9, Yunhua Road, Yantian District, Shenzhen 518083, China
| | - Lin Liu
- BGI Research, No. 9, Yunhua Road, Yantian District, Shenzhen 518083, China
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83
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Lee S, Portlock T, Le Chatelier E, Garcia-Guevara F, Clasen F, Oñate FP, Pons N, Begum N, Harzandi A, Proffitt C, Rosario D, Vaga S, Park J, von Feilitzen K, Johansson F, Zhang C, Edwards LA, Lombard V, Gauthier F, Steves CJ, Gomez-Cabrero D, Henrissat B, Lee D, Engstrand L, Shawcross DL, Proctor G, Almeida M, Nielsen J, Mardinoglu A, Moyes DL, Ehrlich SD, Uhlen M, Shoaie S. Global compositional and functional states of the human gut microbiome in health and disease. Genome Res 2024; 34:967-978. [PMID: 39038849 PMCID: PMC11293553 DOI: 10.1101/gr.278637.123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2023] [Accepted: 06/05/2024] [Indexed: 07/24/2024]
Abstract
The human gut microbiota is of increasing interest, with metagenomics a key tool for analyzing bacterial diversity and functionality in health and disease. Despite increasing efforts to expand microbial gene catalogs and an increasing number of metagenome-assembled genomes, there have been few pan-metagenomic association studies and in-depth functional analyses across different geographies and diseases. Here, we explored 6014 human gut metagenome samples across 19 countries and 23 diseases by performing compositional, functional cluster, and integrative analyses. Using interpreted machine learning classification models and statistical methods, we identified Fusobacterium nucleatum and Anaerostipes hadrus with the highest frequencies, enriched and depleted, respectively, across different disease cohorts. Distinct functional distributions were observed in the gut microbiomes of both westernized and nonwesternized populations. These compositional and functional analyses are presented in the open-access Human Gut Microbiome Atlas, allowing for the exploration of the richness, disease, and regional signatures of the gut microbiota across different cohorts.
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Affiliation(s)
- Sunjae Lee
- Centre for Host-Microbiome Interactions, Faculty of Dentistry, Oral & Craniofacial Sciences, King's College London, SE1 9RT, United Kingdom
- School of Life Sciences, Gwangju Institute of Science and Technology (GIST), 61005, Gwangju, Republic of Korea
| | - Theo Portlock
- Science for Life Laboratory, KTH-Royal Institute of Technology, Stockholm, SE-171 21, Sweden
| | | | - Fernando Garcia-Guevara
- Centre for Host-Microbiome Interactions, Faculty of Dentistry, Oral & Craniofacial Sciences, King's College London, SE1 9RT, United Kingdom
- Science for Life Laboratory, KTH-Royal Institute of Technology, Stockholm, SE-171 21, Sweden
| | - Frederick Clasen
- Centre for Host-Microbiome Interactions, Faculty of Dentistry, Oral & Craniofacial Sciences, King's College London, SE1 9RT, United Kingdom
| | | | - Nicolas Pons
- University Paris-Saclay, INRAE, MetaGenoPolis, 78350 Jouy-en-Josas, France
| | - Neelu Begum
- Centre for Host-Microbiome Interactions, Faculty of Dentistry, Oral & Craniofacial Sciences, King's College London, SE1 9RT, United Kingdom
| | - Azadeh Harzandi
- Centre for Host-Microbiome Interactions, Faculty of Dentistry, Oral & Craniofacial Sciences, King's College London, SE1 9RT, United Kingdom
| | - Ceri Proffitt
- Centre for Host-Microbiome Interactions, Faculty of Dentistry, Oral & Craniofacial Sciences, King's College London, SE1 9RT, United Kingdom
| | - Dorines Rosario
- Centre for Host-Microbiome Interactions, Faculty of Dentistry, Oral & Craniofacial Sciences, King's College London, SE1 9RT, United Kingdom
| | - Stefania Vaga
- Centre for Host-Microbiome Interactions, Faculty of Dentistry, Oral & Craniofacial Sciences, King's College London, SE1 9RT, United Kingdom
| | - Junseok Park
- Department of Bio and Brain Engineering, KAIST, Yuseong-gu, Daejeon 305-701, Republic of Korea
| | - Kalle von Feilitzen
- Science for Life Laboratory, KTH-Royal Institute of Technology, Stockholm, SE-171 21, Sweden
| | - Fredric Johansson
- Science for Life Laboratory, KTH-Royal Institute of Technology, Stockholm, SE-171 21, Sweden
| | - Cheng Zhang
- Science for Life Laboratory, KTH-Royal Institute of Technology, Stockholm, SE-171 21, Sweden
| | - Lindsey A Edwards
- Centre for Host-Microbiome Interactions, Faculty of Dentistry, Oral & Craniofacial Sciences, King's College London, SE1 9RT, United Kingdom
- Institute of Liver Studies, Department of Inflammation Biology, School of Immunology and Microbial Sciences, King's College London, London SE5 9NU, United Kingdom
| | - Vincent Lombard
- INRAE, USC1408 Architecture et Fonction des Macromolécules Biologiques (AFMB), Marseille 13288, France
- Architecture et Fonction des Macromolécules Biologiques (AFMB), CNRS, Aix-Marseille University, Marseille 13288, France
| | - Franck Gauthier
- University Paris-Saclay, INRAE, MetaGenoPolis, 78350 Jouy-en-Josas, France
| | - Claire J Steves
- Department of Twin Research & Genetic Epidemiology, King's College London, London WC2R 2LS, United Kingdom
| | - David Gomez-Cabrero
- Centre for Host-Microbiome Interactions, Faculty of Dentistry, Oral & Craniofacial Sciences, King's College London, SE1 9RT, United Kingdom
- Translational Bioinformatics Unit, Navarrabiomed, Universidad Pública de Navarra (UPNA), IdiSNA, 31008 Pamplona, Spain
- Biological and Environmental Science and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Saudi Arabia
| | - Bernard Henrissat
- Department of Biological Sciences, King Abdulaziz University, Jeddah 21589, Saudi Arabia
- Department of Biotechnology and Biomedicine, Technical University of Denmark, DK-2800 Lyngby, Denmark
| | - Doheon Lee
- Department of Bio and Brain Engineering, KAIST, Yuseong-gu, Daejeon 305-701, Republic of Korea
| | - Lars Engstrand
- Centre for Translational Microbiome Research (CTMR), Department of Microbiology, Tumour and Cell Biology, Karolinska Institutet, 171 65 Stockholm, Sweden
| | - Debbie L Shawcross
- Institute of Liver Studies, Department of Inflammation Biology, School of Immunology and Microbial Sciences, King's College London, London SE5 9NU, United Kingdom
| | - Gordon Proctor
- Centre for Host-Microbiome Interactions, Faculty of Dentistry, Oral & Craniofacial Sciences, King's College London, SE1 9RT, United Kingdom
| | - Mathieu Almeida
- University Paris-Saclay, INRAE, MetaGenoPolis, 78350 Jouy-en-Josas, France
| | - Jens Nielsen
- Department of Biology and Biological Engineering, Chalmers University of Technology, SE-412 96 Gothenburg, Sweden
- BioInnovation Institute, DK-2200 Copenhagen N, Denmark
| | - Adil Mardinoglu
- Centre for Host-Microbiome Interactions, Faculty of Dentistry, Oral & Craniofacial Sciences, King's College London, SE1 9RT, United Kingdom
- Science for Life Laboratory, KTH-Royal Institute of Technology, Stockholm, SE-171 21, Sweden
| | - David L Moyes
- Centre for Host-Microbiome Interactions, Faculty of Dentistry, Oral & Craniofacial Sciences, King's College London, SE1 9RT, United Kingdom
| | - Stanislav Dusko Ehrlich
- University Paris-Saclay, INRAE, MetaGenoPolis, 78350 Jouy-en-Josas, France
- Department of Clinical and Movement Neurosciences, University College London, London NW3 2PF, United Kingdom
| | - Mathias Uhlen
- Science for Life Laboratory, KTH-Royal Institute of Technology, Stockholm, SE-171 21, Sweden;
| | - Saeed Shoaie
- Centre for Host-Microbiome Interactions, Faculty of Dentistry, Oral & Craniofacial Sciences, King's College London, SE1 9RT, United Kingdom;
- Science for Life Laboratory, KTH-Royal Institute of Technology, Stockholm, SE-171 21, Sweden
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Tyborski N, Koehler T, Steiner FA, Tung SY, Wild AJ, Carminati A, Mueller CW, Vidal A, Wolfrum S, Pausch J, Lueders T. Consistent prokaryotic community patterns along the radial root axis of two Zea mays L. landraces across two distinct field locations. Front Microbiol 2024; 15:1386476. [PMID: 39091306 PMCID: PMC11292614 DOI: 10.3389/fmicb.2024.1386476] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Accepted: 06/25/2024] [Indexed: 08/04/2024] Open
Abstract
The close interconnection of plants with rhizosphere- and root-associated microorganisms is well recognized, and high expectations are raised for considering their symbioses in the breeding of future crop varieties. However, it is unclear how consistently plant-mediated selection, a potential target in crop breeding, influences microbiome members compared to selection imposed by the agricultural environment. Landraces may have traits shaping their microbiome, which were lost during the breeding of modern varieties, but knowledge about this is scarce. We investigated prokaryotic community composition along the radial root axis of two European maize (Zea mays L.) landraces. A sampling gradient included bulk soil, a distal and proximal rhizosphere fraction, and the root compartment. Our study was replicated at two field locations with differing edaphic and climatic conditions. Further, we tested for differences between two plant developmental stages and two precipitation treatments. Community data were generated by metabarcoding of the V4 SSU rRNA region. While communities were generally distinct between field sites, the effects of landrace variety, developmental stage, and precipitation treatment were comparatively weak and not statistically significant. Under all conditions, patterns in community composition corresponded strongly to the distance to the root. Changes in α- and β-diversity, as well as abundance shifts of many taxa along this gradient, were similar for both landraces and field locations. Most affected taxa belonged to a core microbiome present in all investigated samples. Remarkably, we observed consistent enrichment of Actinobacteriota (particularly Streptomyces, Lechevalieria) and Pseudomonadota (particularly Sphingobium) toward the root. Further, we report a depletion of ammonia-oxidizers along this axis at both field sites. We identified clear enrichment and depletion patterns in microbiome composition along the radial root axis of Z. mays. Many of these were consistent across two distinct field locations, plant developmental stages, precipitation treatments, and for both landraces. This suggests a considerable influence of plant-mediated effects on the microbiome. We propose that the affected taxa have key roles in the rhizosphere and root microbiome of Z. mays. Understanding the functions of these taxa appears highly relevant for the development of methods aiming to promote microbiome services for crops.
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Affiliation(s)
- Nicolas Tyborski
- Ecological Microbiology, Bayreuth Center of Ecology and Environmental Research (BayCEER), University of Bayreuth, Bayreuth, Germany
| | - Tina Koehler
- Root-Soil Interaction, TUM School of Life Sciences, Technical University of Munich, Freising, Germany
| | - Franziska A. Steiner
- Soil Science, TUM School of Life Sciences, Technical University of Munich, Freising, Germany
| | - Shu-Yin Tung
- Institute for Agroecology and Organic Farming, Bavarian State Research Center for Agriculture (LfL), Freising, Germany
- TUM School of Life Sciences, Technical University of Munich, Freising, Germany
| | - Andreas J. Wild
- Agroecology, Bayreuth Center of Ecology and Environmental Research (BayCEER), University of Bayreuth, Bayreuth, Germany
| | - Andrea Carminati
- Physics of Soils and Terrestrial Ecosystems, Department of Environmental Systems Science, ETH Zurich, Zurich, Switzerland
| | - Carsten W. Mueller
- Soil Science, Institute of Ecology, Technical University of Berlin, Berlin, Germany
- Department of Geosciences and Natural Resource Management, University of Copenhagen, Copenhagen, Denmark
| | - Alix Vidal
- Soil Biology, Wageningen University and Research, Wageningen, Netherlands
| | - Sebastian Wolfrum
- Institute for Agroecology and Organic Farming, Bavarian State Research Center for Agriculture (LfL), Freising, Germany
| | - Johanna Pausch
- Agroecology, Bayreuth Center of Ecology and Environmental Research (BayCEER), University of Bayreuth, Bayreuth, Germany
| | - Tillmann Lueders
- Ecological Microbiology, Bayreuth Center of Ecology and Environmental Research (BayCEER), University of Bayreuth, Bayreuth, Germany
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85
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Bodnar TS, Ainsworth-Cruickshank G, Billy V, Wegener Parfrey L, Weinberg J, Raineki C. Alcohol consumption during pregnancy differentially affects the fecal microbiota of dams and offspring. Sci Rep 2024; 14:16121. [PMID: 38997303 PMCID: PMC11245617 DOI: 10.1038/s41598-024-64313-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2023] [Accepted: 06/07/2024] [Indexed: 07/14/2024] Open
Abstract
Microbiota imbalances are linked to inflammation and disease, as well as neurodevelopmental conditions where they may contribute to behavioral, physiological, and central nervous system dysfunction. By contrast, the role of the microbiota in Fetal Alcohol Spectrum Disorder (FASD), the group of neurodevelopmental conditions that can occur following prenatal alcohol exposure (PAE), has not received similar attention. Here we utilized a rodent model of alcohol consumption during pregnancy to characterize the impact of alcohol on the microbiota of dam-offspring dyads. Overall, bacterial diversity decreased in alcohol-consuming dams and community composition differed from that of controls in alcohol-consuming dams and their offspring. Bacterial taxa and predicted biochemical pathway composition were also altered with alcohol consumption/exposure; however, there was minimal overlap between the changes in dams and offspring. These findings illuminate the potential importance of the microbiota in the pathophysiology of FASD and support investigation into novel microbiota-based interventions.
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Affiliation(s)
- Tamara S Bodnar
- Department of Cellular and Physiological Sciences, University of British Columbia, Vancouver, BC, Canada.
- Department of Biological Sciences, University of Calgary, 2500 University Dr NW, Calgary, AB, T2N 1N4, Canada.
| | | | - Vincent Billy
- Department of Cellular and Physiological Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Laura Wegener Parfrey
- Department of Zoology and Biodiversity Research Centre, University of British Columbia, Vancouver, BC, Canada
- Department of Botany, University of British Columbia, Vancouver, BC, Canada
| | - Joanne Weinberg
- Department of Cellular and Physiological Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Charlis Raineki
- Department of Cellular and Physiological Sciences, University of British Columbia, Vancouver, BC, Canada
- Department of Psychology, Brock University, St. Catharines, ON, Canada
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86
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Jakobi B, Cimetti C, Mulder D, Vlaming P, Franke B, Hoogman M, Arias-Vasquez A. The Role of Diet and the Gut Microbiota in Reactive Aggression and Adult ADHD-An Exploratory Analysis. Nutrients 2024; 16:2174. [PMID: 39064617 PMCID: PMC11279949 DOI: 10.3390/nu16142174] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2024] [Revised: 06/10/2024] [Accepted: 06/21/2024] [Indexed: 07/28/2024] Open
Abstract
Attention-deficit/hyperactivity disorder (ADHD) is a common neurodevelopmental condition, of-ten persistent into adulthood and accompanied by reactive aggression. Associations of diet and the gut-microbiome with ADHD as well as emotional behaviors suggest potential clinical rele-vance of both. However, studies on diet and the gut-microbiome in human reactive aggression are lacking, and should investigate the interaction between diet and the gut-microbiome leading to behavioral changes to assess their potential clinical relevance. In this study, we investigated the interaction of diet and gut-microbiota with adult ADHD and reactive aggression in 77 adults with ADHD and 76 neurotypical individuals. We studied the relationships of ADHD and reactive ag-gression with dietary patterns, bacterial community and taxonomic differences of 16S-sequenced fecal microbiome samples, and potential mediating effects of bacterial genus abundance on signifi-cant diet-behavior associations. The key findings include: (1) An association of high-energy intake with reactive aggeression scores (pFDR = 4.01 × 10-02); (2) Significant associations of several genera with either reactive aggression or ADHD diagnosis with no overlap; and (3) No significant mediation effects of the selected genera on the association of reactive aggression with the high-energy diet. Our results suggest that diet and the microbiome are linked to reactive aggression and/or ADHD individually, and highlight the need to further study the way diet and the gut-microbiome inter-act.
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Affiliation(s)
- Babette Jakobi
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen Medical Center, 6525 GA Nijmegen, The Netherlands; (B.J.); (C.C.); (D.M.); (P.V.); (B.F.); (M.H.)
- Department of Psychiatry, Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen Medical Center, 6525 GA Nijmegen, The Netherlands
| | - Chiara Cimetti
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen Medical Center, 6525 GA Nijmegen, The Netherlands; (B.J.); (C.C.); (D.M.); (P.V.); (B.F.); (M.H.)
| | - Danique Mulder
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen Medical Center, 6525 GA Nijmegen, The Netherlands; (B.J.); (C.C.); (D.M.); (P.V.); (B.F.); (M.H.)
- Department of Psychiatry, Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen Medical Center, 6525 GA Nijmegen, The Netherlands
| | - Priscilla Vlaming
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen Medical Center, 6525 GA Nijmegen, The Netherlands; (B.J.); (C.C.); (D.M.); (P.V.); (B.F.); (M.H.)
- Department of Internal Medicine, Erasmus MC, University Medical Center, 3015 GD Rotterdam, The Netherlands
| | - Barbara Franke
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen Medical Center, 6525 GA Nijmegen, The Netherlands; (B.J.); (C.C.); (D.M.); (P.V.); (B.F.); (M.H.)
- Department of Psychiatry, Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen Medical Center, 6525 GA Nijmegen, The Netherlands
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen Medical Center, 6525 GA Nijmegen, The Netherlands
| | - Martine Hoogman
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen Medical Center, 6525 GA Nijmegen, The Netherlands; (B.J.); (C.C.); (D.M.); (P.V.); (B.F.); (M.H.)
- Department of Psychiatry, Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen Medical Center, 6525 GA Nijmegen, The Netherlands
| | - Alejandro Arias-Vasquez
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen Medical Center, 6525 GA Nijmegen, The Netherlands; (B.J.); (C.C.); (D.M.); (P.V.); (B.F.); (M.H.)
- Department of Psychiatry, Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen Medical Center, 6525 GA Nijmegen, The Netherlands
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87
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Popov IV, Koopmans B, Venema K. Modulation of human gut microbiota by linear and branched fructooligosaccharides in an in vitro colon model (TIM-2). J Appl Microbiol 2024; 135:lxae170. [PMID: 38986506 DOI: 10.1093/jambio/lxae170] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2024] [Revised: 05/16/2024] [Accepted: 07/08/2024] [Indexed: 07/12/2024]
Abstract
AIMS This study aimed to compare the effects of linear and branched fructooligosaccharides (FOS) extracted from chicory and grass (Lolium perenne), respectively on human microbiota composition, diversity, and metabolism. METHODS AND RESULTS To test the effects of linear and branched FOS on human microbiota we used the artificial in vitro human colon model (TIM-2). Microbiota composition and diversity were assessed by V3-V4 16S rRNA metagenomic sequencing, followed by differential taxa abundance and alpha/beta diversity analyses. SCFA/BCFA production was evaluated by gas chromatography-mass spectrometry. As a result, branched FOS had the most beneficial effects on microbial diversity and metabolite production. Also, branched FOS significantly increased the abundance of commensal bacteria associated with maintaining healthy gut functions and controlling inflammation, such as Butyricicoccus, Erysipelotrichaceae, Phascolarctobacterium, and Sutterella. Linear FOS also significantly increased the abundance of some other commensal gut bacteria (Anaerobutyricum, Lachnospiraceae, Faecalibacterium), but there were no differences in diversity metrics compared to the control. CONCLUSIONS The study revealed that branched FOS had the most beneficial effects compared to the linear FOS in vitro, concerning microbiota modulation, and metabolite production, making this a good candidate for further studies in food biotechnology.
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Affiliation(s)
- Igor V Popov
- Centre for Healthy Eating & Food Innovation (HEFI), Maastricht University-Campus Venlo, 5928 SZ Venlo, The Netherlands
- Faculty of Bioengineering and Veterinary Medicine, Don State Technical University, 344000 Rostov-on-Don, Russia
| | | | - Koen Venema
- Centre for Healthy Eating & Food Innovation (HEFI), Maastricht University-Campus Venlo, 5928 SZ Venlo, The Netherlands
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Babikow E, Ghaltakhchyan N, Livingston T, Qu Y, Liu C, Hoxie A, Sulkowski T, Bocklage C, Marsh A, Phillips ST, Mitchell KB, Ribeiro ADA, Jackson TH, Roach J, Wu D, Divaris K, Jacox LA. Longitudinal Microbiome Changes in Supragingival Biofilm Transcriptomes Induced by Orthodontics. JDR Clin Trans Res 2024; 9:265-276. [PMID: 37876206 PMCID: PMC11184915 DOI: 10.1177/23800844231199393] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2023] Open
Abstract
INTRODUCTION Common oral diseases are known to be associated with dysbiotic shifts in the supragingival microbiome, yet most oral microbiome associations with clinical end points emanate from cross-sectional studies. Orthodontic treatment is an elective procedure that can be exploited to prospectively examine clinically relevant longitudinal changes in the composition and function of the supragingival microbiome. METHODS A longitudinal cohort study was conducted among 24 adolescent orthodontic patients who underwent saliva and plaque sampling and clinical examinations at time points: before fixed appliance bonding and at 1, 6, and 12 wk thereafter. Clinical indices included bleeding on probing (BOP), mean gingival index (GI), probing depths (PDs), and plaque index (PI). To study the biologically (i.e., transcriptionally) active microbial communities, RNA was extracted from plaque and saliva for RNA sequencing and microbiome bioinformatics analysis. Longitudinal changes in microbiome beta diversity were examined using PERMANOVA tests, and the relative abundance of microbial taxa was measured using Kruskal-Wallis tests, Wilcoxon rank-sum tests, and negative binomial and zero-inflated mixed models. RESULTS Clinical measures of oral health deteriorated over time-the proportion of sites with GI and PI ≥1 increased by over 70% between prebonding and 12 wk postbonding while the proportion of sites with PD ≥4 mm increased 2.5-fold. Streptococcus sanguinis, a health-associated species that antagonizes cariogenic pathogens, showed a lasting decrease in relative abundance during orthodontic treatment. Contrarily, caries- and periodontal disease-associated taxa, including Selenomonas sputigena, Leptotrichia wadei, and Lachnoanaerobaculum saburreum, increased in abundance after bonding. Relative abundances of Stomatobaculum longum and Mogibacterium diversum in prebonding saliva predicted elevated BOP 12 wk postbonding, whereas Neisseria subflava was associated with lower BOP. CONCLUSIONS This study offers insights into longitudinal community and species-specific changes in the supragingival microbiome transcriptome during fixed orthodontic treatment, advancing our understanding of microbial dysbioses and identifying targets of future health-promoting clinical investigations. KNOWLEDGE TRANSFER STATEMENT Bonding braces was associated with subsequent changes in the oral microbiome characterized by increases in disease-associated species, decreases in health-associated species, and worsened clinical measures of oral health.
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Affiliation(s)
- E. Babikow
- Orthodontics Group, Division of Craniofacial and Surgical Care, Adams School of Dentistry, University of North Carolina, Chapel Hill, NC, USA
| | - N. Ghaltakhchyan
- Orthodontics Group, Division of Craniofacial and Surgical Care, Adams School of Dentistry, University of North Carolina, Chapel Hill, NC, USA
- Division of Oral and Craniofacial Health Sciences, Adams School of Dentistry, University of North Carolina, Chapel Hill, NC, USA
| | - T. Livingston
- Orthodontics Group, Division of Craniofacial and Surgical Care, Adams School of Dentistry, University of North Carolina, Chapel Hill, NC, USA
- Selden Orthodontics, Huntersville, NC, USA
| | - Y. Qu
- Division of Oral and Craniofacial Health Sciences, Adams School of Dentistry, University of North Carolina, Chapel Hill, NC, USA
| | - C. Liu
- Division of Oral and Craniofacial Health Sciences, Adams School of Dentistry, University of North Carolina, Chapel Hill, NC, USA
| | - A. Hoxie
- Orthodontics Group, Division of Craniofacial and Surgical Care, Adams School of Dentistry, University of North Carolina, Chapel Hill, NC, USA
| | - T. Sulkowski
- Orthodontics Group, Division of Craniofacial and Surgical Care, Adams School of Dentistry, University of North Carolina, Chapel Hill, NC, USA
- University of Buffalo, School of Dental Medicine, Buffalo, NY, USA
| | - C. Bocklage
- Division of Oral and Craniofacial Health Sciences, Adams School of Dentistry, University of North Carolina, Chapel Hill, NC, USA
| | - A. Marsh
- Microbiome Core Facility, University of North Carolina School of Medicine, Chapel Hill, NC, USA
| | - S. T. Phillips
- GoHealth Clinical Research Unit, Division of Oral and Craniofacial Health Sciences, Adams School of Dentistry, University of North Carolina, Chapel Hill, NC, USA
| | - K. B. Mitchell
- Orthodontics Group, Division of Craniofacial and Surgical Care, Adams School of Dentistry, University of North Carolina, Chapel Hill, NC, USA
| | - A. De A. Ribeiro
- Division of Oral and Craniofacial Health Sciences, Adams School of Dentistry, University of North Carolina, Chapel Hill, NC, USA
| | - T. H. Jackson
- Orthodontics Group, Division of Craniofacial and Surgical Care, Adams School of Dentistry, University of North Carolina, Chapel Hill, NC, USA
- Align Technology, Morrisville, NC, USA
| | - J. Roach
- Microbiome Core Facility, University of North Carolina School of Medicine, Chapel Hill, NC, USA
| | - D. Wu
- Division of Oral and Craniofacial Health Sciences, Adams School of Dentistry, University of North Carolina, Chapel Hill, NC, USA
| | - K. Divaris
- Division of Pediatric and Public Health, Adams School of Dentistry, University of North Carolina, Chapel Hill, NC, USA
| | - L. A. Jacox
- Orthodontics Group, Division of Craniofacial and Surgical Care, Adams School of Dentistry, University of North Carolina, Chapel Hill, NC, USA
- Division of Oral and Craniofacial Health Sciences, Adams School of Dentistry, University of North Carolina, Chapel Hill, NC, USA
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89
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Quinger F, Kern J, Bosse A, Seifert J, Rodehutscord M, Siegert W. Effects of carriers for oils in compound feeds on growth performance, nutrient digestibility, and gut microbiota in broiler chickens. Poult Sci 2024; 103:103803. [PMID: 38781767 PMCID: PMC11145542 DOI: 10.1016/j.psj.2024.103803] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2024] [Revised: 04/17/2024] [Accepted: 04/23/2024] [Indexed: 05/25/2024] Open
Abstract
Carrier materials for oils in compound feeds may be used in animal nutrition to supply liquid feed additives. However, implications of such carriers for the digestibility of the contained oil are unknown. This study investigated the potential of oil carriers in compound feed and their effect on performance, metabolizable energy, fatty acid (FA) retention, amino acid (AA) digestibility, and gut microbiota in broiler chickens. Six experimental diets were formulated following a 2 × 3 factorial arrangement with 20 g/kg or 40 g/kg of rapeseed oil supplied with no carrier or bound in a silica-based (SC) or lignocellulose-based (LC) carrier in a 1:1 mass ratio. The diets were assigned to 48 metabolism units with 15 animals each based on a randomized complete block design and fed from d 18 to 28 of the trial. Total excreta were collected from d 24 to 27 and used to determine total tract retention (TTR) of FA and MEn. On d 28, AA digestibility both by the distal half of the jejunum and the distal half of the ileum was determined, and microbiota of ileal and cecal digesta was analyzed using 16S ribosomal RNA sequencing. There were significant interactions for ADG, ADFI, the gain:feed ratio (G:F), MEn, and the TTR of crude fat and most fatty acids (P ≤ 0.046) except for C18, C18:2, and C22:0. Addition of SC decreased ADG, ADFI, and G:F (P < 0.001), while LC at 40 g/kg oil inclusion increased G:F and MEn (P < 0.001) for both inclusion levels. The TTR of crude fat and the FA C18:1, C18:2, C18:3, and C22:0 was increased by the addition of SC (P ≤ 0.016), while LC increased the TTR of the FA C18:1 and C18:2 as well as the TTR of C18:3 at 20 g/kg oil inclusion (P ≤ 0.016). Adding SC and LC increased the digestibility of 7 and 2 AA by the distal half of the jejunum, respectively, and the digestibility of 8 and 13 AA by the distal half of the ileum, respectively (P ≤ 0.039). The β-diversity and abundance of some taxa were altered by addition of LC and SC in the ceca while no treatment effect on the ileal microbiota was found. The results give no indication of an incomplete release of the oil from the carriers because the TTR of most FA was increased upon addition of SC and LC. LC may be used to supply liposoluble feed additives without drawbacks for nutrient digestibility and growth while SC requires further examination.
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Affiliation(s)
- Florian Quinger
- Institute of Animal Science, University of Hohenheim, 70599 Stuttgart, Germany
| | - Julia Kern
- J. Rettenmaier & Söhne GmbH + Co KG, 73494 Rosenberg, Germany
| | - Astrid Bosse
- J. Rettenmaier & Söhne GmbH + Co KG, 73494 Rosenberg, Germany
| | - Jana Seifert
- Institute of Animal Science, University of Hohenheim, 70599 Stuttgart, Germany; Hohenheim Center for Livestock Microbiome Research (HoLMiR), University of Hohenheim, 70599 Stuttgart, Germany
| | - Markus Rodehutscord
- Institute of Animal Science, University of Hohenheim, 70599 Stuttgart, Germany; Hohenheim Center for Livestock Microbiome Research (HoLMiR), University of Hohenheim, 70599 Stuttgart, Germany
| | - Wolfgang Siegert
- Department of Animal Sciences, University of Göttingen, 37077 Göttingen, Germany.
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90
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Maurer ML, Goyco-Blas JF, Kohl KD. Dietary tannins alter growth, behavior, and the gut microbiome of larval amphibians. Integr Zool 2024; 19:585-595. [PMID: 37551631 DOI: 10.1111/1749-4877.12758] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/09/2023]
Abstract
Research has shown that leached plant toxins negatively impact the growth and development of larval amphibians. However, tadpoles may encounter these same toxins in food material, and differential exposure routes and distribution of toxic chemicals can yield variable downstream effects on animals. To date, most research understanding the interactions between dietary plant toxins and herbivores has been conducted in terrestrial systems. Despite the abundance of plant toxins in food and water sources, the effects of dietary plant toxins on larval amphibians have not been studied, and tannins could negatively affect these species. Here, green frog tadpoles (Lithobates clamitans) were fed diets with or without 2% tannic acid to test how their growth, development, behavior, and gut microbiome respond to dietary tannins. At the end of the trial, we conducted a behavioral assay to measure tadpole activity and boldness and inventoried the gut microbiome using 16S rRNA sequencing. Dietary tannins significantly decreased body mass by 66% and length by 28%, without influencing tadpole developmental stage. We found significant differences in exploratory behavior and boldness during the first minute of our behavioral assay, demonstrating that tannins have the potential to influence behavior during novel or stressful events. Finally, tannins significantly sculpted the gut microbiome, with an increase in the measurement of Shannon entropy. We observed 7 microbial phyla and 153 microbial genera that exhibited significantly differential abundances differences between control and tannic acid-fed tadpoles. Collectively, our results demonstrate that dietary tannins have the potential to alter amphibian growth, behavior, and microbiome.
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Affiliation(s)
- Maya L Maurer
- Department of Biological Sciences, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - José F Goyco-Blas
- Department of Biological Sciences, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Kevin D Kohl
- Department of Biological Sciences, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
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91
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Dong L, Zhang Y, Fu B, Swart C, Jiang H, Liu Y, Huggett J, Wielgosz R, Niu C, Li Q, Zhang Y, Park SR, Sui Z, Yu L, Liu Y, Xie Q, Zhang H, Yang Y, Dai X, Shi L, Yin Y, Fang X. Reliable biological and multi-omics research through biometrology. Anal Bioanal Chem 2024; 416:3645-3663. [PMID: 38507042 DOI: 10.1007/s00216-024-05239-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Revised: 02/28/2024] [Accepted: 03/04/2024] [Indexed: 03/22/2024]
Abstract
Metrology is the science of measurement and its applications, whereas biometrology is the science of biological measurement and its applications. Biometrology aims to achieve accuracy and consistency of biological measurements by focusing on the development of metrological traceability, biological reference measurement procedures, and reference materials. Irreproducibility of biological and multi-omics research results from different laboratories, platforms, and analysis methods is hampering the translation of research into clinical uses and can often be attributed to the lack of biologists' attention to the general principles of metrology. In this paper, the progresses of biometrology including metrology on nucleic acid, protein, and cell measurements and its impacts on the improvement of reliability and comparability in biological research are reviewed. Challenges in obtaining more reliable biological and multi-omics measurements due to the lack of primary reference measurement procedures and new standards for biological reference materials faced by biometrology are discussed. In the future, in addition to establishing reliable reference measurement procedures, developing reference materials from single or multiple parameters to multi-omics scale should be emphasized. Thinking in way of biometrology is warranted for facilitating the translation of high-throughput omics research into clinical practices.
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Affiliation(s)
- Lianhua Dong
- Center for Advanced Measurement of Science, National Institute of Metrology, Beijing, 100029, China.
| | - Yu Zhang
- Center for Advanced Measurement of Science, National Institute of Metrology, Beijing, 100029, China
| | - Boqiang Fu
- Center for Advanced Measurement of Science, National Institute of Metrology, Beijing, 100029, China
| | - Claudia Swart
- Physikalisch-Technische Bundesanstalt, 38116, Braunschweig, Germany
| | | | - Yahui Liu
- Center for Advanced Measurement of Science, National Institute of Metrology, Beijing, 100029, China
| | - Jim Huggett
- National Measurement Laboratory at LGC (NML), Teddington, Middlesex, UK
| | - Robert Wielgosz
- Bureau International Des Poids Et Mesures (BIPM), Pavillon de Breteuil, 92312, Sèvres Cedex, France
| | - Chunyan Niu
- Center for Advanced Measurement of Science, National Institute of Metrology, Beijing, 100029, China
| | - Qianyi Li
- BGI, BGI-Shenzhen, Shenzhen, 518083, China
| | - Yongzhuo Zhang
- Center for Advanced Measurement of Science, National Institute of Metrology, Beijing, 100029, China
| | - Sang-Ryoul Park
- Korea Research Institute of Standards and Science, Daejeon, Republic of Korea
| | - Zhiwei Sui
- Center for Advanced Measurement of Science, National Institute of Metrology, Beijing, 100029, China
| | - Lianchao Yu
- Center for Advanced Measurement of Science, National Institute of Metrology, Beijing, 100029, China
| | | | - Qing Xie
- BGI, BGI-Shenzhen, Shenzhen, 518083, China
| | - Hongfu Zhang
- BGI Genomics, BGI-Shenzhen, Shenzhen, 518083, China
| | | | - Xinhua Dai
- Center for Advanced Measurement of Science, National Institute of Metrology, Beijing, 100029, China.
| | - Leming Shi
- State Key Laboratory of Genetic Engineering, School of Life Sciences and Human Phenome Institute, Fudan University, Shanghai, 200438, China
| | - Ye Yin
- BGI, BGI-Shenzhen, Shenzhen, 518083, China.
| | - Xiang Fang
- Center for Advanced Measurement of Science, National Institute of Metrology, Beijing, 100029, China.
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92
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Crock LW, Rodgers R, Huck NA, Schriefer LA, Lawrence D, Wang L, Muwanga GP, Tawfik VL, Baldridge MT. Chronic pain and complex regional pain syndrome are associated with alterations to the intestinal microbiota in both humans and mice. An observational cross-sectional study. NEUROBIOLOGY OF PAIN (CAMBRIDGE, MASS.) 2024; 16:100173. [PMID: 39670171 PMCID: PMC11636187 DOI: 10.1016/j.ynpai.2024.100173] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/28/2024] [Revised: 10/28/2024] [Accepted: 11/10/2024] [Indexed: 12/14/2024]
Abstract
Objective This study aimed to evaluate pain metrics and gut microbiota differences from human subjects with complex regional pain syndrome (CRPS) compared to cohabitants (HHC) and non-cohabitating (biobank) controls. In addition, we aimed evaluate longitudinal changes of gut microbiota using a mouse model of acute and chronic CRPS. Methods In an observational, cross-sectional study, 25 patients with CRPS and 24 household controls (HHC) were recruited, completed pain questionnaires, and submitted stool samples. 23 biobank stool samples were matched to the CRPS group. Additionally, longitudinal stool samples were collected from a mouse model of acute and chronic CRPS. 16S rRNA gene sequencing analysis was performed on all samples. Results A diagnosis of CRPS is associated with higher pain, increased pain interference, and decreased physical and social function when compared to HHC. Interestingly, 46% of HHC reported significant daily pain. In the households where HHC were also suffering from pain, there was decreased bacterial richness and diversity when compared to households wherein only the participant with CRPS suffered from pain. Furthermore, when comparing households where the HHC had significant pain, CRPS was clinically more severe. In the mouse model of CRPS, we observed decreased bacterial richness and diversity when compared to non-cohabitating littermate controls. Conclusions Both humans living in chronic pain households and mice shared distinct taxa over the time course of disease and pain chronicity. These findings suggest that microbiota changes seen in CRPS as well as in a mouse model of CRPS may reflect pain chronicity and may indicate that pain alone can contribute to microbiota dysbiosis. The trial was registered at ClinicalTrials.gov (NCT03612193).
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Affiliation(s)
- Lara W. Crock
- Department of Anesthesiology and Pain Medicine, Washington University in St. Louis, St. Louis, MO, USA
| | - Rachel Rodgers
- Division of Infectious Diseases, Department of Medicine, Edison Family Center for Genome Sciences & Systems Biology, Washington University School of Medicine, St. Louis, MO, USA
| | - Nolan A. Huck
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University, Stanford, CA, USA
| | - Lawrence A. Schriefer
- Division of Infectious Diseases, Department of Medicine, Edison Family Center for Genome Sciences & Systems Biology, Washington University School of Medicine, St. Louis, MO, USA
| | - Dylan Lawrence
- Division of Infectious Diseases, Department of Medicine, Edison Family Center for Genome Sciences & Systems Biology, Washington University School of Medicine, St. Louis, MO, USA
| | - Leran Wang
- Division of Infectious Diseases, Department of Medicine, Edison Family Center for Genome Sciences & Systems Biology, Washington University School of Medicine, St. Louis, MO, USA
| | - Gabriella P.B. Muwanga
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University, Stanford, CA, USA
| | - Vivianne L. Tawfik
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University, Stanford, CA, USA
| | - Megan T. Baldridge
- Division of Infectious Diseases, Department of Medicine, Edison Family Center for Genome Sciences & Systems Biology, Washington University School of Medicine, St. Louis, MO, USA
- Department of Molecular Microbiology, Washington University School of Medicine, St. Louis, MO, USA
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93
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Kallapura G, Prakash AS, Sankaran K, Manjappa P, Chaudhary P, Ambhore S, Dhar D. Microbiota based personalized nutrition improves hyperglycaemia and hypertension parameters and reduces inflammation: a prospective, open label, controlled, randomized, comparative, proof of concept study. PeerJ 2024; 12:e17583. [PMID: 38948211 PMCID: PMC11214429 DOI: 10.7717/peerj.17583] [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] [Received: 01/19/2024] [Accepted: 05/27/2024] [Indexed: 07/02/2024] Open
Abstract
Background Recent studies suggest that gut microbiota composition, abundance and diversity can influence many chronic diseases such as type 2 diabetes. Modulating gut microbiota through targeted nutrition can provide beneficial effects leading to the concept of personalized nutrition for health improvement. In this prospective clinical trial, we evaluated the impact of a microbiome-based targeted personalized diet on hyperglycaemic and hyperlipidaemic individuals. Specifically, BugSpeaks®-a microbiome profile test that profiles microbiota using next generation sequencing and provides personalized nutritional recommendation based on the individual microbiota profile was evaluated. Methods A total of 30 participants with type 2 diabetes and hyperlipidaemia were recruited for this study. The microbiome profile of the 15 participants (test arm) was evaluated using whole genome shotgun metagenomics and personalized nutritional recommendations based on their microbiota profile were provided. The remaining 15 participants (control arm) were provided with diabetic nutritional guidance for 3 months. Clinical and anthropometric parameters such as HbA1c, systolic/diastolic pressure, c-reactive protein levels and microbiota composition were measured and compared during the study. Results The test arm (microbiome-based nutrition) showed a statistically significant decrease in HbA1c level from 8.30 (95% confidence interval (CI), [7.74-8.85]) to 6.67 (95% CI [6.2-7.05]), p < 0.001 after 90 days. The test arm also showed a 5% decline in the systolic pressure whereas the control arm showed a 7% increase. Incidentally, a sub-cohort of the test arm of patients with >130 mm Hg systolic pressure showed a statistically significant decrease of systolic pressure by 14%. Interestingly, CRP level was also found to drop by 19.5%. Alpha diversity measures showed a significant increase in Shannon diversity measure (p < 0.05), after the microbiome-based personalized dietary intervention. The intervention led to a minimum two-fold (Log2 fold change increase in species like Phascolarctobacterium succinatutens, Bifidobacterium angulatum, and Levilactobacillus brevis which might have a beneficial role in the current context and a similar decrease in species like Alistipes finegoldii, and Sutterella faecalis which have been earlier shown to have some negative effects in the host. Overall, the study indicated a net positive impact of the microbiota based personalized dietary regime on the gut microbiome and correlated clinical parameters.
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Zakis DR, Brandt BW, van der Waal SV, Keijser BJF, Crielaard W, van der Plas DW, Volgenant CM, Zaura E. The effect of different sweeteners on the oral microbiome: a randomized clinical exploratory pilot study. J Oral Microbiol 2024; 16:2369350. [PMID: 38919384 PMCID: PMC11198155 DOI: 10.1080/20002297.2024.2369350] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Accepted: 06/07/2024] [Indexed: 06/27/2024] Open
Abstract
Introduction The aim of the study was to evaluate the modulating effects of five commonly used sweetener (glucose, inulin, isomaltulose, tagatose, trehalose) containing mouth rinses on the oral microbiome. Methods A single-centre, double-blind, parallel randomized clinical trial was performed with healthy, 18-55-year-old volunteers (N = 65), who rinsed thrice-daily for two weeks with a 10% solution of one of the allocated sweeteners. Microbiota composition of supragingival dental plaque and the tongue dorsum coating was analysed by 16S RNA gene amplicon sequencing of the V4 hypervariable region (Illumina MiSeq). As secondary outcomes, dental plaque red fluorescence and salivary pH were measured. Results Dental plaque microbiota changed significantly for two groups: inulin (F = 2.0239, p = 0.0006 PERMANOVA, Aitchison distance) and isomaltulose (F = 0.67, p = 0.0305). For the tongue microbiota, significant changes were observed for isomaltulose (F = 0.8382, p = 0.0452) and trehalose (F = 1.0119, p = 0.0098). In plaque, 13 species changed significantly for the inulin group, while for tongue coating, three species changed for the trehalose group (ALDEx2, p < 0.1). No significant changes were observed for the secondary outcomes. Conclusion The effects on the oral microbiota were sweetener dependant with the most pronounced effect on plaque microbiota. Inulin exhibited the strongest microbial modulating potential of the sweeteners tested. Further full-scale clinical studies are required.
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Affiliation(s)
- Davis R. Zakis
- Department of Preventive Dentistry, Academic Centre for Dentistry Amsterdam, Vrije Universiteit Amsterdam and University of Amsterdam, Amsterdam, The Netherlands
- Department of Cariology, Academic Centre for Dentistry Amsterdam, Vrije Universiteit Amsterdam and University of Amsterdam, Amsterdam, The Netherlands
| | - Bernd W. Brandt
- Department of Preventive Dentistry, Academic Centre for Dentistry Amsterdam, Vrije Universiteit Amsterdam and University of Amsterdam, Amsterdam, The Netherlands
| | - Suzette V. van der Waal
- Department of Preventive Dentistry, Academic Centre for Dentistry Amsterdam, Vrije Universiteit Amsterdam and University of Amsterdam, Amsterdam, The Netherlands
| | - Bart J. F. Keijser
- Department of Preventive Dentistry, Academic Centre for Dentistry Amsterdam, Vrije Universiteit Amsterdam and University of Amsterdam, Amsterdam, The Netherlands
- Research Group Microbiology and Systems Biology, TNO, Leiden, The Netherlands
| | - Wim Crielaard
- Department of Preventive Dentistry, Academic Centre for Dentistry Amsterdam, Vrije Universiteit Amsterdam and University of Amsterdam, Amsterdam, The Netherlands
| | - Derek W.K. van der Plas
- Department of Preventive Dentistry, Academic Centre for Dentistry Amsterdam, Vrije Universiteit Amsterdam and University of Amsterdam, Amsterdam, The Netherlands
| | - Catherine M.C. Volgenant
- Department of Preventive Dentistry, Academic Centre for Dentistry Amsterdam, Vrije Universiteit Amsterdam and University of Amsterdam, Amsterdam, The Netherlands
- Department of Cariology, Academic Centre for Dentistry Amsterdam, Vrije Universiteit Amsterdam and University of Amsterdam, Amsterdam, The Netherlands
| | - Egija Zaura
- Department of Preventive Dentistry, Academic Centre for Dentistry Amsterdam, Vrije Universiteit Amsterdam and University of Amsterdam, Amsterdam, The Netherlands
- Department of Cariology, Academic Centre for Dentistry Amsterdam, Vrije Universiteit Amsterdam and University of Amsterdam, Amsterdam, The Netherlands
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95
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Armstrong E, Hemmerling A, Miller S, Huibner S, Kulikova M, Crawford E, Castañeda GR, Coburn B, Cohen CR, Kaul R. Vaginal Lactobacillus crispatus persistence following application of a live biotherapeutic product: colonization phenotypes and genital immune impact. MICROBIOME 2024; 12:110. [PMID: 38907268 PMCID: PMC11191164 DOI: 10.1186/s40168-024-01828-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/21/2023] [Accepted: 05/02/2024] [Indexed: 06/23/2024]
Abstract
BACKGROUND Bacterial vaginosis (BV) increases HIV acquisition risk, potentially by eliciting genital inflammation. After BV treatment, the vaginal administration of LACTIN-V, a live biotherapeutic containing the Lactobacillus crispatus strain CTV-05, reduced BV recurrence and vaginal inflammation; however, 3 months after product cessation, CTV-05 colonization was only sustained in 48% of participants. RESULTS This nested sub-study in 32 participants receiving LACTIN-V finds that 72% (23/32) demonstrate clinically relevant colonization (CTV-05 absolute abundance > 106 CFU/mL) during at least one visit while 28% (9/32) of women demonstrate colonization resistance, even during product administration. Immediately prior to LACTIN-V administration, the colonization-resistant group exhibited elevated vaginal microbiota diversity. During LACTIN-V administration, colonization resistance was associated with elevated vaginal markers of epithelial disruption and reduced chemokines, possibly due to elevated absolute abundance of BV-associated species and reduced L. crispatus. Colonization permissive women were stratified into sustained and transient colonization groups (31% and 41% of participants, respectively) based on CTV-05 colonization after cessation of product administration. These groups also exhibited distinct genital immune profiles during LACTIN-V administration. CONCLUSIONS The genital immune impact of LACTIN-V may be contingent on the CTV-05 colonization phenotype, which is in turn partially dependent on the success of BV clearance prior to LACTIN-V administration.
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Affiliation(s)
- Eric Armstrong
- Department of Medicine, University of Toronto, Toronto, Canada.
| | - Anke Hemmerling
- Department of Obstetrics, Gynecology & Reproductive Sciences, University of California, San Francisco, San Francisco, USA
| | - Steve Miller
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, USA
| | - Sanja Huibner
- Department of Medicine, University of Toronto, Toronto, Canada
| | - Maria Kulikova
- Toronto General Hospital Research Institute, University Health Network, Toronto, Canada
| | - Emily Crawford
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, USA
| | | | - Bryan Coburn
- Toronto General Hospital Research Institute, University Health Network, Toronto, Canada
- Department of Medicine, University Health Network, Toronto, Canada
| | - Craig R Cohen
- Department of Obstetrics, Gynecology & Reproductive Sciences, University of California, San Francisco, San Francisco, USA
| | - Rupert Kaul
- Department of Medicine, University of Toronto, Toronto, Canada
- Toronto General Hospital Research Institute, University Health Network, Toronto, Canada
- Department of Medicine, University Health Network, Toronto, Canada
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96
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MacVittie S, Doroodian S, Alberto A, Sogin M. Microbiome depletion and recovery in the sea anemone, Exaiptasia diaphana, following antibiotic exposure. mSystems 2024; 9:e0134223. [PMID: 38757963 PMCID: PMC11237641 DOI: 10.1128/msystems.01342-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Accepted: 04/19/2024] [Indexed: 05/18/2024] Open
Abstract
Microbial species that comprise host-associated microbiomes play an essential role in maintaining and mediating the health of plants and animals. While defining the role of individual or even complex communities is important toward quantifying the effect of the microbiome on host health, it is often challenging to develop causal studies that link microbial populations to changes in host fitness. Here, we investigated the impacts of reduced microbial load following antibiotic exposure on the fitness of the anemone, Exaiptasia diaphana and subsequent recovery of the host's microbiome. Anemones were exposed to two different types of antibiotic solutions for 3 weeks and subsequently held in sterilized seawater for a 3-week recovery period. Our results revealed that both antibiotic treatments reduced the overall microbial load during and up to 1 week post-treatment. The observed reduction in microbial load was coupled with reduced anemone biomass, halted asexual reproduction rates, and for one of the antibiotic treatments, the partial removal of the anemone's algal symbiont. Finally, our amplicon sequencing results of the 16S rRNA gene revealed that anemone bacterial composition only shifted in treated individuals during the recovery phase of the experiment, where we also observed a significant reduction in the overall diversity of the microbial community. Our work implies that the E. diaphana's microbiome contributes to host fitness and that the recovery of the host's microbiome following disturbance with antibiotics leads to a reduced, but stable microbial state.IMPORTANCEExaiptasia diaphana is an emerging model used to define the cellular and molecular mechanisms of coral-algal symbioses. E. diaphana also houses a diverse microbiome, consisting of hundreds of microbial partners with undefined function. Here, we applied antibiotics to quantify the impact of microbiome removal on host fitness as well as define trajectories in microbiome recovery following disturbance. We showed that reduction of the microbiome leads to negative impacts on host fitness, and that the microbiome does not recover to its original composition while held under aseptic conditions. Rather the microbiome becomes less diverse, but more consistent across individuals. Our work is important because it suggests that anemone microbiomes play a role in maintaining host fitness, that they are susceptible to disturbance events, and that it is possible to generate gnotobiotic individuals that can be leveraged in microbiome manipulation studies to investigate the role of individual species on host health.
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Affiliation(s)
- Sophie MacVittie
- Department of Molecular Cell Biology, University of California, Merced, California, USA
| | - Saam Doroodian
- Department of Molecular Cell Biology, University of California, Merced, California, USA
| | - Aaron Alberto
- Department of Molecular Cell Biology, University of California, Merced, California, USA
| | - Maggie Sogin
- Department of Molecular Cell Biology, University of California, Merced, California, USA
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97
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Chuang HH, Huang CG, Chou SH, Li HY, Lee CC, Lee LA. Comparative analysis of gut microbiota in children with obstructive sleep apnea: assessing the efficacy of 16S rRNA gene sequencing in metabolic function prediction based on weight status. Front Endocrinol (Lausanne) 2024; 15:1344152. [PMID: 38948515 PMCID: PMC11211266 DOI: 10.3389/fendo.2024.1344152] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/25/2023] [Accepted: 05/13/2024] [Indexed: 07/02/2024] Open
Abstract
Background Analyzing bacterial microbiomes consistently using next-generation sequencing (NGS) is challenging due to the diversity of synthetic platforms for 16S rRNA genes and their analytical pipelines. This study compares the efficacy of full-length (V1-V9 hypervariable regions) and partial-length (V3-V4 hypervariable regions) sequencing of synthetic 16S rRNA genes from human gut microbiomes, with a focus on childhood obesity. Methods In this observational and comparative study, we explored the differences between these two sequencing methods in taxonomic categorization and weight status prediction among twelve children with obstructive sleep apnea. Results The full-length NGS method by Pacbio® identified 118 genera and 248 species in the V1-V9 regions, all with a 0% unclassified rate. In contrast, the partial-length NGS method by Illumina® detected 142 genera (with a 39% unclassified rate) and 6 species (with a 99% unclassified rate) in the V3-V4 regions. These approaches showed marked differences in gut microbiome composition and functional predictions. The full-length method distinguished between obese and non-obese children using the Firmicutes/Bacteroidetes ratio, a known obesity marker (p = 0.046), whereas the partial-length method was less conclusive (p = 0.075). Additionally, out of 73 metabolic pathways identified through full-length sequencing, 35 (48%) were associated with level 1 metabolism, compared to 28 of 61 pathways (46%) identified through the partial-length method. The full-length NGS also highlighted complex associations between body mass index z-score, three bacterial species (Bacteroides ovatus, Bifidobacterium pseudocatenulatum, and Streptococcus parasanguinis ATCC 15912), and 17 metabolic pathways. Both sequencing techniques revealed relationships between gut microbiota composition and OSA-related parameters, with full-length sequencing offering more comprehensive insights into associated metabolic pathways than the V3-V4 technique. Conclusion These findings highlight disparities in NGS-based assessments, emphasizing the value of full-length NGS with amplicon sequence variant analysis for clinical gut microbiome research. They underscore the importance of considering methodological differences in future meta-analyses.
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Affiliation(s)
- Hai-Hua Chuang
- Department of Family Medicine, Chang Gung Memorial Hospital, Taipei Branch and Linkou Main Branch, Taoyuan, Taiwan
- School of Medicine, College of Medicine, Chang Gung University, Taoyuan, Taiwan
- Sleep Center, Metabolism and Obesity Institute, Linkou Chang Gung Memorial Hospital, Taoyuan, Taiwan
- School of Medicine, College of Life Science and Medicine, National Tsing Hua University, Hsinchu, Taiwan
- Department of Industrial Engineering and Management, National Taipei University of Technology, Taipei, Taiwan
| | - Chung-Guei Huang
- Department of Laboratory Medicine, Linkou Chang Gung Memorial Hospital, Taoyuan, Taiwan
- Department of Medical Biotechnology and Laboratory Science, Chang Gung University, Taoyuan, Taiwan
| | - Shih-Hsuan Chou
- Graduate Institute of Biomedical and Pharmaceutical Science, Fu Jen Catholic University, New Taipei City, Taiwan
- Biotools Co., Ltd., New Taipei City, Taiwan
| | - Hsueh-Yu Li
- School of Medicine, College of Medicine, Chang Gung University, Taoyuan, Taiwan
- Sleep Center, Metabolism and Obesity Institute, Linkou Chang Gung Memorial Hospital, Taoyuan, Taiwan
- Department of Otorhinolaryngology - Head and Neck Surgery, Linkou Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Chin-Chia Lee
- Taipei Wego Private Bilingual Senior High School, Taipei, Taiwan
| | - Li-Ang Lee
- School of Medicine, College of Medicine, Chang Gung University, Taoyuan, Taiwan
- Sleep Center, Metabolism and Obesity Institute, Linkou Chang Gung Memorial Hospital, Taoyuan, Taiwan
- School of Medicine, College of Life Science and Medicine, National Tsing Hua University, Hsinchu, Taiwan
- Department of Otorhinolaryngology - Head and Neck Surgery, Linkou Chang Gung Memorial Hospital, Taoyuan, Taiwan
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98
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Pust MM, Rocha Castellanos DM, Rzasa K, Dame A, Pishchany G, Assawasirisin C, Liss A, Fernandez-Del Castillo C, Xavier RJ. Absence of a pancreatic microbiome in intraductal papillary mucinous neoplasm. Gut 2024; 73:1131-1141. [PMID: 38429112 PMCID: PMC11187374 DOI: 10.1136/gutjnl-2023-331012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Accepted: 02/06/2024] [Indexed: 03/03/2024]
Abstract
OBJECTIVE This study aims to validate the existence of a microbiome within intraductal papillary mucinous neoplasm (IPMN) that can be differentiated from the taxonomically diverse DNA background of next-generation sequencing procedures. DESIGN We generated 16S rRNA amplicon sequencing data to analyse 338 cyst fluid samples from 190 patients and 19 negative controls, the latter collected directly from sterile syringes in the operating room. A subset of samples (n=20) and blanks (n=5) were spiked with known concentrations of bacterial cells alien to the human microbiome to infer absolute abundances of microbial traces. All cyst fluid samples were obtained intraoperatively and included IPMNs with various degrees of dysplasia as well as other cystic neoplasms. Follow-up culturing experiments were conducted to assess bacterial growth for microbiologically significant signals. RESULTS Microbiome signatures of cyst fluid samples were inseparable from those of negative controls, with no difference in taxonomic diversity, and microbial community composition. In a patient subgroup that had recently undergone invasive procedures, a bacterial signal was evident. This outlier signal was not characterised by higher taxonomic diversity but by an increased dominance index of a gut-associated microbe, leading to lower taxonomic evenness compared with the background signal. CONCLUSION The 'microbiome' of IPMNs and other pancreatic cystic neoplasms does not deviate from the background signature of negative controls, supporting the concept of a sterile environment. Outlier signals may appear in a small fraction of patients following recent invasive endoscopic procedures. No associations between microbial patterns and clinical or cyst parameters were apparent.
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Affiliation(s)
- Marie-Madlen Pust
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA
- Center for Computational and Integrative Biology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | | | - Kara Rzasa
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Andrea Dame
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Gleb Pishchany
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, Massachusetts, USA
| | - Charnwit Assawasirisin
- Department of Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Andrew Liss
- Department of Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | | | - Ramnik J Xavier
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Center for Computational and Integrative Biology, Massachusetts General Hospital, Boston, Massachusetts, USA
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99
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Valido E, Capossela S, Glisic M, Hertig-Godeschalk A, Bertolo A, Stucki G, Flueck JL, Stoyanov J. Gut microbiome and inflammation among athletes in wheelchair in a crossover randomized pilot trial of probiotic and prebiotic interventions. Sci Rep 2024; 14:12838. [PMID: 38834634 PMCID: PMC11150429 DOI: 10.1038/s41598-024-63163-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Accepted: 05/26/2024] [Indexed: 06/06/2024] Open
Abstract
Disorders related to gut health are a significant cause of morbidity among athletes in wheelchair. This pilot feasibility trial aims to investigate whether probiotics compared to prebiotics can improve inflammatory status and gut microbiome composition in elite athletes in wheelchair. We conducted a 12-week, randomized, cross-over controlled trial involving 14 elite Swiss athletes in wheelchair. Participants were given a multispecies-multistrain probiotic or prebiotic (oat bran) daily for 4 weeks (Clinical trials.gov NCT04659408 09/12/2020). This was followed by a 4-week washout and then crossed over. Thirty inflammatory markers were assessed using bead-based multiplex immunoassays (LegendPlex) from serum samples. The gut microbiome was characterized via 16S rRNA sequencing of stool DNA samples. Statistical analyses were conducted using linear mixed-effect models (LMM). At baseline, most athletes (10/14) exhibited low levels of inflammation which associated with higher gut microbiome alpha diversity indices compared to those with high inflammation levels. The use of probiotic had higher decrease in 25 (83%) inflammatory markers measured compared to prebiotic use. Probiotic has the potential in lowering inflammation status and improving the gut microbiome diversity. The future trial should focus on having sufficient sample sizes, population with higher inflammation status, longer intervention exposure and use of differential abundance analysis.
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Affiliation(s)
- Ezra Valido
- Swiss Paraplegic Research, 6207, Nottwil, Switzerland.
| | | | - Marija Glisic
- Swiss Paraplegic Research, 6207, Nottwil, Switzerland
- Institute of Social and Preventive Medicine (ISPM), University of Bern, 3012, Bern, Switzerland
| | | | - Alessandro Bertolo
- Swiss Paraplegic Research, 6207, Nottwil, Switzerland
- Department of Orthopedic Surgery, University of Bern, Bern Inselspital, 3012, Bern, Switzerland
| | - Gerold Stucki
- Swiss Paraplegic Research, 6207, Nottwil, Switzerland
- Faculty of Health Sciences and Medicine, University of Lucerne, 6003, Lucerne, Switzerland
| | - Joelle Leonie Flueck
- Institute of Sports Medicine, Swiss Paraplegic Centre, 6207, Nottwil, Switzerland
| | - Jivko Stoyanov
- Swiss Paraplegic Research, 6207, Nottwil, Switzerland
- Institute of Social and Preventive Medicine (ISPM), University of Bern, 3012, Bern, Switzerland
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100
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Vinayamohan PG, Poelstra J, Cheng TY, Goetz H, Renaud DL, Gomez DE, Habing G. Exploring the effects of transport duration on the fecal microbial communities of surplus dairy calves. J Dairy Sci 2024; 107:3863-3884. [PMID: 38216047 DOI: 10.3168/jds.2023-24002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2023] [Accepted: 12/03/2023] [Indexed: 01/14/2024]
Abstract
Transportation significantly affects the health and welfare of surplus dairy calves, largely due to the various stressors and pathogen exposures encountered during the process. Concurrently, an animal's microbiome is known to correlate with its health status, with stress-induced alterations in the microbiota potentially precipitating various diseases. This study aimed to compare the effects of transportation durations of 6, 12, or 16 h on the fecal microbiota in young surplus dairy calves. We used a randomized controlled design in which surplus dairy calves aged 1 to 19 d from 5 commercial dairy farms in Ontario were allocated into 1 of 3 transportation groups (6, 12, and 16 h of continuous transportation). Health assessments were conducted before, immediately after, and for 2 wk following transportation. Fecal samples were collected before, immediately after, and at 24 and 72 h after transportation and subjected to 16S rRNA sequencing. Alpha diversity metrics showed no significant differences between the 3 transportation groups at any of the sampling time points. Although β diversity metrics revealed no clustering by transportation groups, they indicated significant differences across sampling time points within each group. The overall analysis revealed a total of 22 phyla and 353 genera, with Firmicutes, Bacteroidetes, Proteobacteria, Actinobacteria, and Fusobacteria being the most abundant phyla. Bacteroides, Escherichia/Shigella, Lactobacillus, Collinsella, and Bifidobacterium were the most abundant genera. The reduction in Fusobacteria abundance before and after transport was significantly larger in the 16-h transportation group when compared with the 6-h transportation group. We also identified several genus-level and amplicon sequence variation-level taxa that displayed significant differences in their abundances across various transportation groups, observed at all sampling time points investigated. This research identifies microbiota changes due to varying transportation durations in surplus dairy calves, providing a broad understanding of the microbial shifts in surplus dairy calves after transportation across varying durations. Although these variations may not directly correlate with overall calf health or indicate dysbiosis, these results emphasize the importance of further investigating transportation practices to enhance calf health and well-being. Further studies are warranted to elucidate the relationship between microbiota and calf health.
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Affiliation(s)
| | - Jelmer Poelstra
- Molecular and Cellular Imaging Center (MCIC), The Ohio State University, Wooster, OH 44691
| | - Ting-Yu Cheng
- Department of Veterinary Preventive Medicine, The Ohio State University, Columbus, OH 43210
| | - Hanne Goetz
- Department of Population Medicine, Ontario Veterinary College, University of Guelph, Guelph, ON, Canada, NIG 2W1
| | - David L Renaud
- Department of Population Medicine, Ontario Veterinary College, University of Guelph, Guelph, ON, Canada, NIG 2W1
| | - Diego E Gomez
- Department of Clinical Studies, Ontario Veterinary College, University of Guelph, Guelph, ON, Canada, NIG 2W1
| | - Greg Habing
- Department of Veterinary Preventive Medicine, The Ohio State University, Columbus, OH 43210.
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