601
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Hybrid metagenome assemblies link carbohydrate structure with function in the human gut microbiome. Commun Biol 2022; 5:932. [PMID: 36076058 PMCID: PMC9458734 DOI: 10.1038/s42003-022-03865-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2021] [Accepted: 08/22/2022] [Indexed: 11/30/2022] Open
Abstract
Complex carbohydrates that escape small intestinal digestion, are broken down in the large intestine by enzymes encoded by the gut microbiome. This is a symbiotic relationship between microbes and host, resulting in metabolic products that influence host health and are exploited by other microbes. However, the role of carbohydrate structure in directing microbiota community composition and the succession of carbohydrate-degrading microbes, is not fully understood. In this study we evaluate species-level compositional variation within a single microbiome in response to six structurally distinct carbohydrates in a controlled model gut using hybrid metagenome assemblies. We identified 509 high-quality metagenome-assembled genomes (MAGs) belonging to ten bacterial classes and 28 bacterial families. Bacterial species identified as carrying genes encoding starch binding modules increased in abundance in response to starches. The use of hybrid metagenomics has allowed identification of several uncultured species with the functional potential to degrade starch substrates for future study. Longitudinal hybrid metagenomic analyses of a human stool sample reveal compositional and functional variation in response to six structurally-distinct carbohydrates, providing insight into how gut bacteria utilize various carbohydrate sources.
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602
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Dissecting the role of the human microbiome in COVID-19 via metagenome-assembled genomes. Nat Commun 2022; 13:5235. [PMID: 36068270 PMCID: PMC9446638 DOI: 10.1038/s41467-022-32991-w] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Accepted: 08/24/2022] [Indexed: 11/14/2022] Open
Abstract
Coronavirus disease 2019 (COVID-19), primarily a respiratory disease caused by infection with Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2), is often accompanied by gastrointestinal symptoms. However, little is known about the relation between the human microbiome and COVID-19, largely due to the fact that most previous studies fail to provide high taxonomic resolution to identify microbes that likely interact with SARS-CoV-2 infection. Here we used whole-metagenome shotgun sequencing data together with assembly and binning strategies to reconstruct metagenome-assembled genomes (MAGs) from 514 COVID-19 related nasopharyngeal and fecal samples in six independent cohorts. We reconstructed a total of 11,584 medium-and high-quality microbial MAGs and obtained 5403 non-redundant MAGs (nrMAGs) with strain-level resolution. We found that there is a significant reduction of strain richness for many species in the gut microbiome of COVID-19 patients. The gut microbiome signatures can accurately distinguish COVID-19 cases from healthy controls and predict the progression of COVID-19. Moreover, we identified a set of nrMAGs with a putative causal role in the clinical manifestations of COVID-19 and revealed their functional pathways that potentially interact with SARS-CoV-2 infection. Finally, we demonstrated that the main findings of our study can be largely validated in three independent cohorts. The presented results highlight the importance of incorporating the human gut microbiome in our understanding of SARS-CoV-2 infection and disease progression. Here, using whole-metagenome shotgun sequencing data from patients with COVID-19 and controls, the authors reconstruct 11,584 microbial metagenome-assembled genomes (MAGs) including 5,403 non-redundant MAGs, revealing microbiota and metabolic pathways associations with SARS-CoV-2 infection at strain-level resolution.
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603
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Kharofa J, Apewokin S, Alenghat T, Ollberding NJ. Metagenomic analysis of the fecal microbiome in colorectal cancer patients compared to healthy controls as a function of age. Cancer Med 2022; 12:2945-2957. [PMID: 36056757 PMCID: PMC9939174 DOI: 10.1002/cam4.5197] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2022] [Revised: 07/22/2022] [Accepted: 08/23/2022] [Indexed: 11/09/2022] Open
Abstract
BACKGROUND AND AIMS Colorectal cancer (CRC) incidence is increasing in young patients without a clear etiology. Emerging data have implicated the fecal microbiome in CRC carcinogenesis. However, its impact on young onset CRC is poorly defined. METHODS We performed a meta-analysis of fecal metagenomics sequencing data from n = 692 patients with CRC and n = 602 healthy controls from eleven studies to evaluate features of the fecal metagenome associated with CRC. We hypothesized that known carcinogenic virulence factors (colibactin, fadA) and species abundance may be differentially enriched in young CRC patients relative to older CRC patients and controls. RESULTS Summary odds ratios (OR) for CRC were increased with the presence of colibactin (OR 1.92 95% CI 1.08-3.38), fadA (OR 4.57 95% CI 1.63-12.85), and F. nucleatum (OR 6.93 95% CI 3.01-15.96) in meta-analysis models adjusted for age, gender, and body mass index. The OR for CRC for the presence of E.coli was 2.02 (0.92-4.45). An increase in the prevalence of Fusobacterium nucleatum (OR = 1.40 [1.18; 1.65]) and Escherichia coli (OR = 1.14 [1.02; 1.28]) per 10-year increase in age was observed in models including samples from both CRC and healthy controls. Species relative abundance was differentially enriched in young CRC patients for five species-Intestinimonas butyriciproducens, Holdemania filiformis, Firimicutues bacterium CAG 83, Bilophilia wadsworthia, and Alistipes putredinis. CONCLUSION In this study, we observed strong associations with CRC status for colibactin, fadA, and Fusobacterium nucleatum with CRC relative to controls. In addition, we identified several microbial species differentially enriched in young colorectal cancer patients. Studies targeting the young CRC patients are warranted to elucidate underlying preclinical mechanisms.
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Affiliation(s)
- Jordan Kharofa
- Department of Radiation OncologyUniversity of Cincinnati Cancer Cancer CenterCincinnatiOhioUSA
| | - Senu Apewokin
- Department of Infectious DiseaseUniversity of Cincinnati College of MedicineCincinnatiOhioUSA
| | - Theresa Alenghat
- Division of ImmunobiologyCincinnati Children's Hospital Medical CenterCincinnatiOhioUSA,Department of PediatricsUniversity of Cincinnati College of MedicineCincinnatiOhioUSA
| | - Nicholas J. Ollberding
- Department of PediatricsUniversity of Cincinnati College of MedicineCincinnatiOhioUSA,Division of Biostatistics and EpidemiologyCincinnati Children's Hospital Medical CenterCincinnatiOhioUSA
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604
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Hu H, Tan Y, Li C, Chen J, Kou Y, Xu ZZ, Liu Y, Tan Y, Dai L. StrainPanDA: Linked reconstruction of strain composition and gene content profiles via pangenome-based decomposition of metagenomic data. IMETA 2022; 1:e41. [PMID: 38868710 PMCID: PMC10989911 DOI: 10.1002/imt2.41] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Revised: 05/20/2022] [Accepted: 06/28/2022] [Indexed: 06/14/2024]
Abstract
Microbial strains of variable functional capacities coexist in microbiomes. Current bioinformatics methods of strain analysis cannot provide the direct linkage between strain composition and their gene contents from metagenomic data. Here we present Strain-level Pangenome Decomposition Analysis (StrainPanDA), a novel method that uses the pangenome coverage profile of multiple metagenomic samples to simultaneously reconstruct the composition and gene content variation of coexisting strains in microbial communities. We systematically validate the accuracy and robustness of StrainPanDA using synthetic data sets. To demonstrate the power of gene-centric strain profiling, we then apply StrainPanDA to analyze the gut microbiome samples of infants, as well as patients treated with fecal microbiota transplantation. We show that the linked reconstruction of strain composition and gene content profiles is critical for understanding the relationship between microbial adaptation and strain-specific functions (e.g., nutrient utilization and pathogenicity). Finally, StrainPanDA has minimal requirements for computing resources and can be scaled to process multiple species in a community in parallel. In short, StrainPanDA can be applied to metagenomic data sets to detect the association between molecular functions and microbial/host phenotypes to formulate testable hypotheses and gain novel biological insights at the strain or subspecies level.
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Affiliation(s)
- Han Hu
- CAS Key Laboratory of Quantitative Engineering Biology, Shenzhen Institute of Synthetic BiologyShenzhen Institutes of Advanced Technology, Chinese Academy of SciencesShenzhenChina
- Bioinformatics DepartmentXbiome, Scientific Research Building, Tsinghua High‐Tech ParkShenzhenChina
| | - Yuxiang Tan
- CAS Key Laboratory of Quantitative Engineering Biology, Shenzhen Institute of Synthetic BiologyShenzhen Institutes of Advanced Technology, Chinese Academy of SciencesShenzhenChina
| | - Chenhao Li
- Center for Computational and Integrative BiologyMassachusetts General Hospital and Harvard Medical School, Richard B. Simches Research CenterBostonMassachusettsUSA
| | - Junyu Chen
- CAS Key Laboratory of Quantitative Engineering Biology, Shenzhen Institute of Synthetic BiologyShenzhen Institutes of Advanced Technology, Chinese Academy of SciencesShenzhenChina
| | - Yan Kou
- Bioinformatics DepartmentXbiome, Scientific Research Building, Tsinghua High‐Tech ParkShenzhenChina
| | - Zhenjiang Zech Xu
- Department of Food Science and Technology, State Key Laboratory of Food Science and TechnologyNanchang UniversityNanchangChina
| | - Yang‐Yu Liu
- Channing Division of Network Medicine, Department of MedicineBrigham and Women's Hospital and Harvard Medical SchoolBostonMassachusettsUSA
| | - Yan Tan
- Bioinformatics DepartmentXbiome, Scientific Research Building, Tsinghua High‐Tech ParkShenzhenChina
| | - Lei Dai
- CAS Key Laboratory of Quantitative Engineering Biology, Shenzhen Institute of Synthetic BiologyShenzhen Institutes of Advanced Technology, Chinese Academy of SciencesShenzhenChina
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605
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Van Camp PJ, Porollo A. SEQ2MGS: an effective tool for generating realistic artificial metagenomes from the existing sequencing data. NAR Genom Bioinform 2022; 4:lqac050. [PMID: 35899079 PMCID: PMC9310082 DOI: 10.1093/nargab/lqac050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2021] [Revised: 05/02/2022] [Accepted: 06/23/2022] [Indexed: 11/18/2022] Open
Abstract
Assessment of bioinformatics tools for the metagenomics analysis from the whole genome sequencing data requires realistic benchmark sets. We developed an effective and simple generator of artificial metagenomes from real sequencing experiments. The tool (SEQ2MGS) analyzes the input FASTQ files, precomputes genomic content, and blends shotgun reads from different sequenced isolates, or spike isolate(s) in real metagenome, in desired proportions. SEQ2MGS eliminates the need for simulation of sequencing platform variations, reads distributions, presence of plasmids, viruses, and contamination. The tool is especially useful for a quick generation of multiple complex samples that include new or understudied organisms, even without assembled genomes. For illustration, we first demonstrated the ease of SEQ2MGS use for the simulation of altered Schaedler flora (ASF) in comparison with de novo metagenomics generators Grinder and CAMISIM. Next, we emulated the emergence of a pathogen in the human gut microbiome and observed that Kraken, Centrifuge, and MetaPhlAn, while correctly identified Klebsiella pneumoniae, produced inconsistent results for the rest of real metagenome. Finally, using the MG-RAST platform, we affirmed that SEQ2MGS properly transfers genomic information from an isolate into the simulated metagenome by the correct identification of antimicrobial resistance genes anticipated to appear compared to the original metagenome.
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Affiliation(s)
- Pieter-Jan Van Camp
- Department of Biomedical Informatics, University of Cincinnati, Cincinnati, OH, USA
- Division of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Aleksey Porollo
- Division of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Center for Autoimmune Genomics and Etiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Department of Pediatrics, University of Cincinnati, Cincinnati, OH, USA
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606
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Fu X, Ou Z, Sun Y. Indoor microbiome and allergic diseases: From theoretical advances to prevention strategies. ECO-ENVIRONMENT & HEALTH (ONLINE) 2022; 1:133-146. [PMID: 38075599 PMCID: PMC10702906 DOI: 10.1016/j.eehl.2022.09.002] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Revised: 09/06/2022] [Accepted: 09/12/2022] [Indexed: 12/20/2023]
Abstract
The prevalence of allergic diseases, such as asthma, rhinitis, eczema, and sick building syndrome (SBS), has increased drastically in the past few decades. Current medications can only relieve the symptoms but not cure these diseases whose development is suggested to be greatly impacted by the indoor microbiome. However, no study comprehensively summarizes the progress and general rules in the field, impeding subsequent translational application. To close knowledge gaps between theoretical research and practical application, we conducted a comprehensive literature review to summarize the epidemiological, environmental, and molecular evidence of indoor microbiome studies. Epidemiological evidence shows that the potential protective indoor microorganisms for asthma are mainly from the phyla Actinobacteria and Proteobacteria, and the risk microorganisms are mainly from Bacilli, Clostridia, and Bacteroidia. Due to extremely high microbial diversity and geographic variation, different health-associated species/genera are detected in different regions. Compared with indoor microbial composition, indoor metabolites show more consistent associations with health, including microbial volatile organic compounds (MVOCs), lipopolysaccharides (LPS), indole derivatives, and flavonoids. Therefore, indoor metabolites could be a better indicator than indoor microbial taxa for environmental assessments and health outcome prediction. The interaction between the indoor microbiome and environmental characteristics (surrounding greenness, relative humidity, building confinement, and CO2 concentration) and immunology effects of indoor microorganisms (inflammatory cytokines and pattern recognition receptors) are briefly reviewed to provide new insights for disease prevention and treatment. Widely used tools in indoor microbiome studies are introduced to facilitate standard practice and the precise identification of health-related targets.
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Affiliation(s)
- Xi Fu
- School of Public Health, Guangdong Pharmaceutical University, Guangzhou 510006, China
- Guangdong Provincial Engineering Research Center of Public Health Detection and Assessment, Guangdong Pharmaceutical University, Guangzhou 510006, China
| | - Zheyuan Ou
- Guangdong Provincial Key Laboratory of Protein Function and Regulation in Agricultural Organisms, College of Life Sciences, South China Agricultural University, Guangzhou 510642, China
- Guangdong Laboratory for Lingnan Modern Agriculture, Guangzhou 510642, China
| | - Yu Sun
- Guangdong Provincial Key Laboratory of Protein Function and Regulation in Agricultural Organisms, College of Life Sciences, South China Agricultural University, Guangzhou 510642, China
- Guangdong Laboratory for Lingnan Modern Agriculture, Guangzhou 510642, China
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607
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Velsko IM, Semerau L, Inskip SA, García-Collado MI, Ziesemer K, Ruber MS, Benítez de Lugo Enrich L, Molero García JM, Valle DG, Peña Ruiz AC, Salazar-García DC, Hoogland MLP, Warinner C. Ancient dental calculus preserves signatures of biofilm succession and interindividual variation independent of dental pathology. PNAS NEXUS 2022; 1:pgac148. [PMID: 36714834 PMCID: PMC9802386 DOI: 10.1093/pnasnexus/pgac148] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Accepted: 07/29/2022] [Indexed: 02/01/2023]
Abstract
Dental calculus preserves oral microbes, enabling comparative studies of the oral microbiome and health through time. However, small sample sizes and limited dental health metadata have hindered health-focused investigations to date. Here, we investigate the relationship between tobacco pipe smoking and dental calculus microbiomes. Dental calculus from 75 individuals from the 19th century Middenbeemster skeletal collection (Netherlands) were analyzed by metagenomics. Demographic and dental health parameters were systematically recorded, including the presence/number of pipe notches. Comparative data sets from European populations before and after the introduction of tobacco were also analyzed. Calculus species profiles were compared with oral pathology to examine associations between microbiome community, smoking behavior, and oral health status. The Middenbeemster individuals exhibited relatively poor oral health, with a high prevalence of periodontal disease, caries, heavy calculus deposits, and antemortem tooth loss. No associations between pipe notches and dental pathologies, or microbial species composition, were found. Calculus samples before and after the introduction of tobacco showed highly similar species profiles. Observed interindividual microbiome differences were consistent with previously described variation in human populations from the Upper Paleolithic to the present. Dental calculus may not preserve microbial indicators of health and disease status as distinctly as dental plaque.
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Affiliation(s)
- Irina M Velsko
- Department of Archaeogenetics, Max Planck Institute for Evolutionary Anthropology, Leipzig 04103, Germany
| | - Lena Semerau
- Department of Archaeogenetics, Max Planck Institute for Evolutionary Anthropology, Leipzig 04103, Germany.,Faculty of Biological Sciences, Friedrich Schiller University, Jena 07743, Germany
| | - Sarah A Inskip
- School of Archaeology and Ancient History, University of Leicester, University Road, Leicester LE1 7RH, UK
| | - Maite I García-Collado
- GIPYPAC, Department of Geography, Prehistory and Archaeology, University of the Basque Country, Leioa 48940, Spain.,BioArCh, Department of Archaeology, University of York, York YO10 5NG, UK
| | - Kirsten Ziesemer
- University Library, Vrije Universiteit, Einsteinweg 2, Amsterdam 1081 HV, The Netherlands
| | - Maria Serrano Ruber
- School of Archaeology and Ancient History, University of Leicester, University Road, Leicester LE1 7RH, UK
| | - Luis Benítez de Lugo Enrich
- Departmento de Prehistoria, Historia Antigua y Arqueología, Universidad Complutense de Madrid, Madrid 28040, Spain
| | | | - David Gallego Valle
- Facultad de Letras, Universidad de Castilla-La Mancha, Ciudad Real 13004, Spain
| | | | - Domingo C Salazar-García
- Departament de Prehistòria, Historia i Arqueología, Universitat de València, València 46010, Spain.,Department of Geological Sciences, University of Cape Town, Rondebosch 7701, South Africa
| | - Menno L P Hoogland
- Faculty of Archaeology, Leiden University, Einsteinweg, Leiden 2333 CC, The Netherlands
| | - Christina Warinner
- Department of Archaeogenetics, Max Planck Institute for Evolutionary Anthropology, Leipzig 04103, Germany.,Faculty of Biological Sciences, Friedrich Schiller University, Jena 07743, Germany.,Department of Anthropology, Harvard University, Cambridge, MA 02138, USA
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608
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Luu LDW, Singh H, Castaño-Rodríguez N, Leach ST, Riordan SM, Tedla N, Krishnan U, Kaakoush NO. Changes to the upper gastrointestinal microbiotas of children with reflux oesophagitis and oesophageal metaplasia. Microb Genom 2022; 8:mgen000870. [PMID: 36107142 PMCID: PMC9676027 DOI: 10.1099/mgen.0.000870] [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: 04/10/2022] [Accepted: 06/24/2022] [Indexed: 08/30/2023] Open
Abstract
Little is known of the relationships among paediatric upper gastrointestinal microbiotas, and the impact of medication use and disease on their diversity. Here, we investigated the diversity of three microbiotas in the upper gastrointestinal tract of paediatric patients in relation to each other and to host factors. Oral, oesophageal and gastric microbiotas from a prospective paediatric cohort (n=54) were profiled using the 16S rRNA gene and ITS2 amplicon sequencing. 16S rRNA gene amplicon sequencing of oesophageal biopsies from a retrospective paediatric cohort (n=96) and shotgun metagenomics data from oesophageal brushings (n=88) were employed for genomic signature validation. Bacterial diversity and composition showed substantial differences across oral, oesophageal and gastric fluid samples that were not replicated for fungi, and the presence of reflux led to increased homogeneity in the bacterial component of these three microbiotas. The oral and oesophageal microbiotas were associated with age, sex, history of oesophageal atresia and presence of oesophageal metaplasia, with the latter characterized by Prevotella enrichment. Proton pump inhibitor use was associated with increased oral bacterial richness in the gastric fluid, and this correlated with increased levels of gastric pro-inflammatory cytokines. Profiling of oesophageal biopsies from a retrospective paediatric cohort confirmed an increased Prevotella prevalence in samples with metaplasia. Analysis of metagenome-derived oesophageal Prevotella melaninogenica genomes identified strain-specific features that were significantly increased in prevalence in samples with metaplasia. Prevotella enrichment is a signature associated with paediatric oesophageal metaplasia, and proton pump inhibitor use substantially alters the paediatric gastric microenvironment.
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Affiliation(s)
- Laurence D. W. Luu
- School of Medical Sciences, UNSW Sydney, NSW 2052, Australia
- School of Biotechnology and Biomolecular Sciences, UNSW Sydney, NSW 2052, Australia
| | - Harveen Singh
- Department of Pediatric Gastroenterology, Sydney Children’s Hospital, Randwick, NSW 2031, Australia
| | | | - Steven T. Leach
- School of Women’s and Children’s Health, UNSW Sydney, NSW 2052, Australia
| | - Stephen M. Riordan
- Gastrointestinal and Liver Unit, The Prince of Wales Hospital, Randwick, NSW 2031, Australia
| | - Nicodemus Tedla
- School of Medical Sciences, UNSW Sydney, NSW 2052, Australia
| | - Usha Krishnan
- Department of Pediatric Gastroenterology, Sydney Children’s Hospital, Randwick, NSW 2031, Australia
- School of Women’s and Children’s Health, UNSW Sydney, NSW 2052, Australia
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609
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Wikström T, Abrahamsson S, Bengtsson‐Palme J, Ek J, Kuusela P, Rekabdar E, Lindgren P, Wennerholm U, Jacobsson B, Valentin L, Hagberg H. Microbial and human transcriptome in vaginal fluid at midgestation: Association with spontaneous preterm delivery. Clin Transl Med 2022; 12:e1023. [PMID: 36103557 PMCID: PMC9473488 DOI: 10.1002/ctm2.1023] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Revised: 07/03/2022] [Accepted: 08/08/2022] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND Intrauterine infection and inflammation caused by microbial transfer from the vagina are believed to be important factors causing spontaneous preterm delivery (PTD). Multiple studies have examined the relationship between the cervicovaginal microbiome and spontaneous PTD with divergent results. Most studies have applied a DNA-based assessment, providing information on the microbial composition but not transcriptional activity. A transcriptomic approach was applied to investigate differences in the active vaginal microbiome and human transcriptome at midgestation between women delivering spontaneously preterm versus those delivering at term. METHODS Vaginal swabs were collected in women with a singleton pregnancy at 18 + 0 to 20 + 6 gestational weeks. For each case of spontaneous PTD (delivery <37 + 0 weeks) two term controls were randomized (39 + 0 to 40 + 6 weeks). Vaginal specimens were subject to sequencing of both human and microbial RNA. Microbial reads were taxonomically classified using Kraken2 and RefSeq as a reference. Statistical analyses were performed using DESeq2. GSEA and HUMAnN3 were used for pathway analyses. RESULTS We found 17 human genes to be differentially expressed (false discovery rate, FDR < 0.05) in the preterm group (n = 48) compared to the term group (n = 96). Gene expression of kallikrein-2 (KLK2), KLK3 and four isoforms of metallothioneins 1 (MT1s) was higher in the preterm group (FDR < 0.05). We found 11 individual bacterial species to be differentially expressed (FDR < 0.05), most with a low occurrence. No statistically significant differences in bacterial load, diversity or microbial community state types were found between the groups. CONCLUSIONS In our mainly white population, primarily bacterial species of low occurrence were differentially expressed at midgestation in women who delivered preterm versus at term. However, the expression of specific human transcripts including KLK2, KLK3 and several isoforms of MT1s was higher in preterm cases. This is of interest, because these genes may be involved in critical inflammatory pathways associated with spontaneous PTD.
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Affiliation(s)
- Tove Wikström
- Centre of Perinatal Medicine and HealthDepartment of Obstetrics and GynecologyInstitute of Clinical SciencesSahlgrenska AcademyUniversity of GothenburgGothenburgSweden
- Department of ObstetricsRegion Västra GötalandSahlgrenska University HospitalGothenburgSweden
| | - Sanna Abrahamsson
- Bioinformatics Core FacilitySahlgrenska AcademyUniversity of GothenburgGothenburgSweden
| | - Johan Bengtsson‐Palme
- Department of Infectious DiseasesInstitute of BiomedicineSahlgrenska AcademyUniversity of GothenburgGothenburgSweden
- Centre for Antibiotic Resistance Research (CARe) at University of GothenburgGothenburgSweden
- Division of Systems and Synthetic BiologyDepartment ofBiology and Biological EngineeringChalmers University of TechnologyGothenburgSweden
| | - Joakim Ek
- Institute of Neuroscience and PhysiologyDepartment of Physiology Sahlgrenska AcademyUniversity of GothenburgGothenburgSweden
| | | | - Elham Rekabdar
- Bioinformatics Core FacilitySahlgrenska AcademyUniversity of GothenburgGothenburgSweden
| | - Peter Lindgren
- Department of Clinical ScienceIntervention and TechnologyKarolinska InstitutetStockholmSweden
- Centre for Fetal MedicineKarolinska University HospitalStockholmSweden
| | - Ulla‐Britt Wennerholm
- Centre of Perinatal Medicine and HealthDepartment of Obstetrics and GynecologyInstitute of Clinical SciencesSahlgrenska AcademyUniversity of GothenburgGothenburgSweden
- Department of ObstetricsRegion Västra GötalandSahlgrenska University HospitalGothenburgSweden
| | - Bo Jacobsson
- Centre of Perinatal Medicine and HealthDepartment of Obstetrics and GynecologyInstitute of Clinical SciencesSahlgrenska AcademyUniversity of GothenburgGothenburgSweden
- Department of ObstetricsRegion Västra GötalandSahlgrenska University HospitalGothenburgSweden
| | - Lil Valentin
- Department of Obstetrics and GynecologySkåne University HospitalMalmöSweden
- Department of Clinical Sciences MalmöLund UniversityLundSweden
| | - Henrik Hagberg
- Centre of Perinatal Medicine and HealthDepartment of Obstetrics and GynecologyInstitute of Clinical SciencesSahlgrenska AcademyUniversity of GothenburgGothenburgSweden
- Department of ObstetricsRegion Västra GötalandSahlgrenska University HospitalGothenburgSweden
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610
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Grey MJ, De Luca H, Ward DV, Kreulen IA, Bugda Gwilt K, Foley SE, Thiagarajah JR, McCormick BA, Turner JR, Lencer WI. The epithelial-specific ER stress sensor ERN2/IRE1β enables host-microbiota crosstalk to affect colon goblet cell development. J Clin Invest 2022; 132:e153519. [PMID: 35727638 PMCID: PMC9435652 DOI: 10.1172/jci153519] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2021] [Accepted: 06/16/2022] [Indexed: 11/17/2022] Open
Abstract
Epithelial cells lining mucosal surfaces of the gastrointestinal and respiratory tracts uniquely express ERN2/IRE1β, a paralogue of the most evolutionarily conserved endoplasmic reticulum stress sensor, ERN1/IRE1α. How ERN2 functions at the host-environment interface and why a second paralogue evolved remain incompletely understood. Using conventionally raised and germ-free Ern2-/- mice, we found that ERN2 was required for microbiota-induced goblet cell maturation and mucus barrier assembly in the colon. This occurred only after colonization of the alimentary tract with normal gut microflora, which induced Ern2 expression. ERN2 acted by splicing Xbp1 mRNA to expand ER function and prevent ER stress in goblet cells. Although ERN1 can also splice Xbp1 mRNA, it did not act redundantly to ERN2 in this context. By regulating assembly of the colon mucus layer, ERN2 further shaped the composition of the gut microbiota. Mice lacking Ern2 had a dysbiotic microbial community that failed to induce goblet cell development and increased susceptibility to colitis when transferred into germ-free WT mice. These results show that ERN2 evolved at mucosal surfaces to mediate crosstalk between gut microbes and the colonic epithelium required for normal homeostasis and host defense.
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Affiliation(s)
- Michael J. Grey
- Division of Gastroenterology and Nutrition, Boston Children’s Hospital, Boston, Massachusetts, USA
- Department of Pediatrics, Harvard Medical School, Boston, Massachusetts, USA
- Harvard Digestive Disease Center, Boston Children’s Hospital, Boston, Massachusetts, USA
| | - Heidi De Luca
- Division of Gastroenterology and Nutrition, Boston Children’s Hospital, Boston, Massachusetts, USA
| | - Doyle V. Ward
- Department of Microbiology and Physiological Systems, and
- Program in Microbiome Dynamics, University of Massachusetts Chan Medical School, Worcester, Massachusetts, USA
| | - Irini A.M. Kreulen
- Division of Gastroenterology and Nutrition, Boston Children’s Hospital, Boston, Massachusetts, USA
| | - Katlynn Bugda Gwilt
- Division of Gastroenterology and Nutrition, Boston Children’s Hospital, Boston, Massachusetts, USA
| | - Sage E. Foley
- Department of Microbiology and Physiological Systems, and
- Program in Microbiome Dynamics, University of Massachusetts Chan Medical School, Worcester, Massachusetts, USA
| | - Jay R. Thiagarajah
- Division of Gastroenterology and Nutrition, Boston Children’s Hospital, Boston, Massachusetts, USA
- Department of Pediatrics, Harvard Medical School, Boston, Massachusetts, USA
- Harvard Digestive Disease Center, Boston Children’s Hospital, Boston, Massachusetts, USA
| | - Beth A. McCormick
- Department of Microbiology and Physiological Systems, and
- Program in Microbiome Dynamics, University of Massachusetts Chan Medical School, Worcester, Massachusetts, USA
| | - Jerrold R. Turner
- Harvard Digestive Disease Center, Boston Children’s Hospital, Boston, Massachusetts, USA
- Laboratory of Mucosal Barrier Pathobiology, Department of Pathology, Brigham and Women’s Hospital, Boston, Massachusetts, USA
- Departments of Pathology and Medicine, Harvard Medical School, Boston, Massachusetts, USA
| | - Wayne I. Lencer
- Division of Gastroenterology and Nutrition, Boston Children’s Hospital, Boston, Massachusetts, USA
- Department of Pediatrics, Harvard Medical School, Boston, Massachusetts, USA
- Harvard Digestive Disease Center, Boston Children’s Hospital, Boston, Massachusetts, USA
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611
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Keystone taxa: an emerging area of microbiome research for future disease diagnosis and health safety in human. Microbiol Res 2022. [DOI: 10.1016/j.micres.2022.127203] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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612
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Ianiro G, Punčochář M, Karcher N, Porcari S, Armanini F, Asnicar F, Beghini F, Blanco-Míguez A, Cumbo F, Manghi P, Pinto F, Masucci L, Quaranta G, De Giorgi S, Sciumè GD, Bibbò S, Del Chierico F, Putignani L, Sanguinetti M, Gasbarrini A, Valles-Colomer M, Cammarota G, Segata N. Variability of strain engraftment and predictability of microbiome composition after fecal microbiota transplantation across different diseases. Nat Med 2022; 28:1913-1923. [PMID: 36109637 PMCID: PMC9499858 DOI: 10.1038/s41591-022-01964-3] [Citation(s) in RCA: 100] [Impact Index Per Article: 50.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2021] [Accepted: 07/21/2022] [Indexed: 12/15/2022]
Abstract
Fecal microbiota transplantation (FMT) is highly effective against recurrent Clostridioides difficile infection and is considered a promising treatment for other microbiome-related disorders, but a comprehensive understanding of microbial engraftment dynamics is lacking, which prevents informed applications of this therapeutic approach. Here, we performed an integrated shotgun metagenomic systematic meta-analysis of new and publicly available stool microbiomes collected from 226 triads of donors, pre-FMT recipients and post-FMT recipients across eight different disease types. By leveraging improved metagenomic strain-profiling to infer strain sharing, we found that recipients with higher donor strain engraftment were more likely to experience clinical success after FMT (P = 0.017) when evaluated across studies. Considering all cohorts, increased engraftment was noted in individuals receiving FMT from multiple routes (for example, both via capsules and colonoscopy during the same treatment) as well as in antibiotic-treated recipients with infectious diseases compared with antibiotic-naïve patients with noncommunicable diseases. Bacteroidetes and Actinobacteria species (including Bifidobacteria) displayed higher engraftment than Firmicutes except for six under-characterized Firmicutes species. Cross-dataset machine learning predicted the presence or absence of species in the post-FMT recipient at 0.77 average AUROC in leave-one-dataset-out evaluation, and highlighted the relevance of microbial abundance, prevalence and taxonomy to infer post-FMT species presence. By exploring the dynamics of microbiome engraftment after FMT and their association with clinical variables, our study uncovered species-specific engraftment patterns and presented machine learning models able to predict donors that might optimize post-FMT specific microbiome characteristics for disease-targeted FMT protocols.
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Affiliation(s)
- Gianluca Ianiro
- Digestive Disease Center, Fondazione Policlinico Universitario 'A. Gemelli' IRCCS, Rome, Italy.
- Department of Translational Medicine and Surgery, Catholic University of Rome, Rome, Italy.
| | | | | | - Serena Porcari
- Digestive Disease Center, Fondazione Policlinico Universitario 'A. Gemelli' IRCCS, Rome, Italy
- Department of Translational Medicine and Surgery, Catholic University of Rome, Rome, Italy
| | | | | | | | | | - Fabio Cumbo
- Department CIBIO, University of Trento, Trento, Italy
| | - Paolo Manghi
- Department CIBIO, University of Trento, Trento, Italy
| | | | - Luca Masucci
- Microbiology Unit, Fondazione Policlinico Universitario 'A. Gemelli' IRCCS, Rome, Italy
- Department of Basic Biotechnological Sciences, Intensivological and Perioperative Clinics, Catholic University of Rome, Rome, Italy
| | - Gianluca Quaranta
- Microbiology Unit, Fondazione Policlinico Universitario 'A. Gemelli' IRCCS, Rome, Italy
- Department of Basic Biotechnological Sciences, Intensivological and Perioperative Clinics, Catholic University of Rome, Rome, Italy
| | - Silvia De Giorgi
- Digestive Disease Center, Fondazione Policlinico Universitario 'A. Gemelli' IRCCS, Rome, Italy
- Department of Translational Medicine and Surgery, Catholic University of Rome, Rome, Italy
| | - Giusi Desirè Sciumè
- Digestive Disease Center, Fondazione Policlinico Universitario 'A. Gemelli' IRCCS, Rome, Italy
- Department of Translational Medicine and Surgery, Catholic University of Rome, Rome, Italy
| | - Stefano Bibbò
- Digestive Disease Center, Fondazione Policlinico Universitario 'A. Gemelli' IRCCS, Rome, Italy
- Department of Translational Medicine and Surgery, Catholic University of Rome, Rome, Italy
| | - Federica Del Chierico
- Department of Diagnostic and Laboratory Medicine, Unit of Parasitology and Multimodal Laboratory Medicine Research Area, Unit of Human Microbiome, Bambino Gesù Children's Hospital IRCCS, Rome, Italy
| | - Lorenza Putignani
- Department of Diagnostic and Laboratory Medicine, Unit of Parasitology and Multimodal Laboratory Medicine Research Area, Unit of Human Microbiome, Bambino Gesù Children's Hospital IRCCS, Rome, Italy
| | - Maurizio Sanguinetti
- Microbiology Unit, Fondazione Policlinico Universitario 'A. Gemelli' IRCCS, Rome, Italy
- Department of Basic Biotechnological Sciences, Intensivological and Perioperative Clinics, Catholic University of Rome, Rome, Italy
| | - Antonio Gasbarrini
- Digestive Disease Center, Fondazione Policlinico Universitario 'A. Gemelli' IRCCS, Rome, Italy
- Department of Translational Medicine and Surgery, Catholic University of Rome, Rome, Italy
| | | | - Giovanni Cammarota
- Digestive Disease Center, Fondazione Policlinico Universitario 'A. Gemelli' IRCCS, Rome, Italy
- Department of Translational Medicine and Surgery, Catholic University of Rome, Rome, Italy
| | - Nicola Segata
- Department CIBIO, University of Trento, Trento, Italy.
- IEO, Istituto Europeo di Oncologia IRCSS, Milan, Italy.
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613
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Ruuskanen MO, Vats D, Potbhare R, RaviKumar A, Munukka E, Ashma R, Lahti L. Towards standardized and reproducible research in skin microbiomes. Environ Microbiol 2022; 24:3840-3860. [PMID: 35229437 PMCID: PMC9790573 DOI: 10.1111/1462-2920.15945] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Revised: 02/15/2022] [Accepted: 02/16/2022] [Indexed: 12/30/2022]
Abstract
Skin is a complex organ serving a critical role as a barrier and mediator of interactions between the human body and its environment. Recent studies have uncovered how resident microbial communities play a significant role in maintaining the normal healthy function of the skin and the immune system. In turn, numerous host-associated and environmental factors influence these communities' composition and diversity across the cutaneous surface. In addition, specific compositional changes in skin microbiota have also been connected to the development of several chronic diseases. The current era of microbiome research is characterized by its reliance on large data sets of nucleotide sequences produced with high-throughput sequencing of sample-extracted DNA. These approaches have yielded new insights into many previously uncharacterized microbial communities. Application of standardized practices in the study of skin microbial communities could help us understand their complex structures, functional capacities, and health associations and increase the reproducibility of the research. Here, we overview the current research in human skin microbiomes and outline challenges specific to their study. Furthermore, we provide perspectives on recent advances in methods, analytical tools and applications of skin microbiomes in medicine and forensics.
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Affiliation(s)
- Matti O. Ruuskanen
- Department of Computing, Faculty of TechnologyUniversity of TurkuTurkuFinland
| | - Deepti Vats
- Department of Zoology, Centre of Advanced StudySavitribai Phule Pune UniversityPuneIndia
| | - Renuka Potbhare
- Department of Zoology, Centre of Advanced StudySavitribai Phule Pune UniversityPuneIndia
| | - Ameeta RaviKumar
- Institute of Bioinformatics and BiotechnologySavitribai Phule Pune UniversityPuneIndia
| | - Eveliina Munukka
- Microbiome Biobank, Institute of BiomedicineUniversity of TurkuTurkuFinland
| | - Richa Ashma
- Department of Zoology, Centre of Advanced StudySavitribai Phule Pune UniversityPuneIndia
| | - Leo Lahti
- Department of Computing, Faculty of TechnologyUniversity of TurkuTurkuFinland
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614
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Distinct colon mucosa microbiomes associated with tubular adenomas and serrated polyps. NPJ Biofilms Microbiomes 2022; 8:69. [PMID: 36038569 PMCID: PMC9424272 DOI: 10.1038/s41522-022-00328-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2021] [Accepted: 08/04/2022] [Indexed: 11/18/2022] Open
Abstract
Colorectal cancer is the second most deadly and third most common cancer in the world. Its development is heterogenous, with multiple mechanisms of carcinogenesis. Two distinct mechanisms include the adenoma-carcinoma sequence and the serrated pathway. The gut microbiome has been identified as a key player in the adenoma-carcinoma sequence, but its role in serrated carcinogenesis is less clear. In this study, we characterized the gut microbiome of 140 polyp-free and polyp-bearing individuals using colon mucosa and fecal samples to determine if microbiome composition was associated with each of the two key pathways. We discovered significant differences between the microbiomes of colon mucosa and fecal samples, with sample type explaining 10–15% of the variation observed in the microbiome. Multiple mucosal brushings were collected from each individual to investigate whether the gut microbiome differed between polyp and healthy intestinal tissue, but no differences were found. Mucosal aspirate sampling revealed that the microbiomes of individuals with tubular adenomas and serrated polyps were significantly different from each other and polyp-free individuals, explaining 1–4% of the variance in the microbiome. Microbiome composition also enabled the accurate prediction of subject polyp types using Random Forest, which produced an area under curve values of 0.87–0.99. By directly sampling the colon mucosa and distinguishing between the different developmental pathways of colorectal cancer, our study helps characterize potential mechanistic targets for serrated carcinogenesis. This research also provides insight into multiple microbiome sampling strategies by assessing each method’s practicality and effect on microbial community composition.
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615
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Effect of bovine milk fat-based infant formulae on microbiota, metabolites and stool parameters in healthy term infants in a randomized, crossover, placebo-controlled trial. BMC Nutr 2022; 8:93. [PMID: 36038938 PMCID: PMC9426040 DOI: 10.1186/s40795-022-00575-y] [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: 01/20/2022] [Accepted: 07/22/2022] [Indexed: 11/16/2022] Open
Abstract
Background Natural enrichment of sn-2 palmitate content of infant formulae by using bovine milk fat is known to reduce formation of faecal fatty acid soaps and to improve stool consistency, but effects on gut microbiota composition are unknown. The purpose of this study was to test the influence of milk fat-based formula high in sn-2 palmitate on the infants’ gut microbiota composition and to confirm the beneficial effects of the formula on formation of faecal fatty acid soaps and stool consistency. Methods Twenty-two healthy term, formula-fed infants were enrolled in a single-blinded randomized, crossover, placebo-controlled trial. After a 2-week run-in period, infants received either a 50% milk fat-based formula containing 39% sn-2 palmitate (MF) or a vegetable fat-based formula (VF) containing 10% sn-2 palmitate in a 2 × 2-week crossover design. Faecal microbiota composition was the primary outcome of the study. Other outcomes included faecal fatty acid soap excretion, calcium excretion, gut comfort parameters and faecal metabolites. Results Microbiota analysis showed that bifidobacteria dominated the gut microbiota of most infants. Neither alpha- nor beta-diversity was significantly influenced by the intervention. Also, abundance of metabolic pathways was independent of the intervention. The MF formula resulted in significantly lower faecal levels of palmitic acid soap (p = 0.0002) and total fatty acid soaps (p = 0.0001) than the VF formula. Additionally, calcium excretion and palmitic acid concentration were significantly (p = 0.0335) lower in stool samples after MF intervention. Furthermore, a significant physiological effect on softer stools was observed in the MF intervention compared to the VF intervention (p = 0.02). Of the 870 measured faecal metabolites, 190 were significantly different after MF and VF intervention (FDR corrected p < 0.05). Most of these were found at higher levels after MF intervention, potentially indicative of the complex structure of milk fat. Metabolites with more than twofold change between interventions were mostly lipid-derived and included several milk fat-specific fatty acids. Conclusions Replacing part of the vegetable fat in infant formula with bovine milk fat with high sn-2 palmitate levels did not change the microbiota composition, although a reduction in faecal palmitate soaps, total fatty acid soaps and calcium excretion while improving stool consistency in the MF intervention was confirmed. In addition, 190 faecal metabolites were significantly different, many related to the fat source. Trial registration Netherlands Trial Registry Identifier: NL7815 19/06/2019. Supplementary Information The online version contains supplementary material available at 10.1186/s40795-022-00575-y.
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616
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Lee I, Podolich O, Brenig B, Tiwari S, Azevedo V, de Carvalho DS, Uetanabaro APT, Góes-Neto A, Alzahrani KJ, Reva O, Kozyrovska N, de Vera JP, Barh D, Kim BS. Metagenome-Assembled Genomes of Komagataeibacter from Kombucha Exposed to Mars-Like Conditions Reveal the Secrets in Tolerating Extraterrestrial Stresses. J Microbiol Biotechnol 2022; 32:967-975. [PMID: 35879284 PMCID: PMC9628956 DOI: 10.4014/jmb.2204.04009] [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: 04/07/2022] [Revised: 07/04/2022] [Accepted: 07/05/2022] [Indexed: 12/15/2022]
Abstract
Kombucha mutualistic community (KMC) is composed by acetic acid bacteria and yeasts, producing fermented tea with health benefits. As part of the BIOlogy and Mars EXperiment (BIOMEX) project, the effect of Mars-like conditions on the KMC was analyzed. Here, we analyzed metagenome-assembled genomes (MAGs) of the Komagataeibacter, which is a predominant genus in KMC, to understand their roles in the KMC after exposure to Mars-like conditions (outside the International Space Station) based on functional genetic elements. We constructed three MAGs: K. hansenii, K. rhaeticus, and K. oboediens. Our results showed that (i) K. oboediens MAG functionally more complex than K. hansenii, (ii) K. hansenii is a keystone in KMCs with specific functional features to tolerate extreme stress, and (iii) genes related to the PPDK, betaine biosynthesis, polyamines biosynthesis, sulfate-sulfur assimilation pathway as well as type II toxin-antitoxin (TA) system, quorum sensing (QS) system, and cellulose production could play important roles in the resilience of KMC after exposure to Mars-like stress. Our findings show the potential mechanisms through which Komagataeibacter tolerates the extraterrestrial stress and will help to understand minimal microbial composition of KMC for space travelers.
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Affiliation(s)
- Imchang Lee
- Department of Life Science, Multidisciplinary Genome Institute, Hallym University, Chuncheon 24252, Republic of Korea,Institute for Liver and Digestive Diseases, Hallym University, Chuncheon, Republic of Korea
| | - Olga Podolich
- Institute of Molecular Biology and Genetics of NASU, Kyiv 03143, Ukraine
| | - Bertram Brenig
- Institute of Veterinary Medicine, Burckhardtweg, University of Göttingen, Göttingen 37073, Germany
| | - Sandeep Tiwari
- Departamento de Genética, Ecologia e Evolução, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais 6627, Brazil
| | - Vasco Azevedo
- Departamento de Genética, Ecologia e Evolução, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais 6627, Brazil
| | - Daniel Santana de Carvalho
- Molecular and Computational Biology of Fungi Laboratory, Department of Microbiology, Institute of Biological Sciences, Federal University of Minas Gerais, Belo Horizonte 6627, Brazil
| | - Ana Paula Trovatti Uetanabaro
- Molecular and Computational Biology of Fungi Laboratory, Department of Microbiology, Institute of Biological Sciences, Federal University of Minas Gerais, Belo Horizonte 6627, Brazil
| | - Aristóteles Góes-Neto
- Molecular and Computational Biology of Fungi Laboratory, Department of Microbiology, Institute of Biological Sciences, Federal University of Minas Gerais, Belo Horizonte 6627, Brazil
| | - Khalid J. Alzahrani
- Department of Clinical Laboratories Sciences, College of Applied Medical Sciences, Taif University, Taif 21944, Saudi Arabia
| | - Oleg Reva
- Centre for Bioinformatics and Computational Biology, Department of Biochemistry, Genetics and Microbiology, University of Pretoria, Pretoria 0028, South Africa
| | - Natalia Kozyrovska
- Institute of Molecular Biology and Genetics of NASU, Kyiv 03143, Ukraine
| | - Jean-Pierre de Vera
- Microgravity User Support Center (MUSC), German Aerospace Center (DLR), Cologne 51147, Germany
| | - Debmalya Barh
- Departamento de Genética, Ecologia e Evolução, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais 6627, Brazil,Institute of Integrative Omics and Applied Biotechnology (IIOAB), Nonakuri, Purba Medinipur, WB, 721172, India,Corresponding authors D. Barh E-mail:
| | - Bong-Soo Kim
- Department of Life Science, Multidisciplinary Genome Institute, Hallym University, Chuncheon 24252, Republic of Korea,The Korean Institute of Nutrition, Hallym University, Chuncheon 24252, Republic of Korea,
B.-S. Kim Phone: +82-33-248-2093 Fax: +82-33-256-3420 E-mail:
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617
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Solari SM, Young RB, Marcelino VR, Forster SC. expam-high-resolution analysis of metagenomes using distance trees. Bioinformatics 2022; 38:4814-4816. [PMID: 36029242 PMCID: PMC9563691 DOI: 10.1093/bioinformatics/btac591] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Revised: 08/24/2022] [Accepted: 08/26/2022] [Indexed: 11/16/2022] Open
Abstract
Summary Shotgun metagenomic sequencing provides the capacity to understand microbial community structure and function at unprecedented resolution; however, the current analytical methods are constrained by a focus on taxonomic classifications that may obfuscate functional relationships. Here, we present expam, a tree-based, taxonomy agnostic tool for the identification of biologically relevant clades from shotgun metagenomic sequencing. Availability and implementation expam is an open-source Python application released under the GNU General Public Licence v3.0. expam installation instructions, source code and tutorials can be found at https://github.com/seansolari/expam. Supplementary information Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Sean M Solari
- Centre of Innate Immunity and Infectious Diseases, Hudson Institute of Medical Research, Clayton, 3168, Australia.,Department of Molecular and Translational Science, Monash University, Clayton, 3168, Australia
| | - Remy B Young
- Centre of Innate Immunity and Infectious Diseases, Hudson Institute of Medical Research, Clayton, 3168, Australia.,Department of Molecular and Translational Science, Monash University, Clayton, 3168, Australia
| | - Vanessa R Marcelino
- Centre of Innate Immunity and Infectious Diseases, Hudson Institute of Medical Research, Clayton, 3168, Australia.,Department of Molecular and Translational Science, Monash University, Clayton, 3168, Australia
| | - Samuel C Forster
- Centre of Innate Immunity and Infectious Diseases, Hudson Institute of Medical Research, Clayton, 3168, Australia.,Department of Molecular and Translational Science, Monash University, Clayton, 3168, Australia
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618
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Liang X, Zhang S, Zhang D, Hu L, Zhang L, Peng Y, Xu Y, Hou H, Zou C, Liu X, Chen Y, Lu F. Metagenomics-based systematic analysis reveals that gut microbiota Gd-IgA1-associated enzymes may play a key role in IgA nephropathy. Front Mol Biosci 2022; 9:970723. [PMID: 36090029 PMCID: PMC9449366 DOI: 10.3389/fmolb.2022.970723] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Accepted: 08/09/2022] [Indexed: 11/13/2022] Open
Abstract
Background: IgA nephropathy (IgAN) is the most common type of glomerulonephritis in Asia. Its pathogenesis involves higher expression of galactose-deficient IgA1 (Gd-IgA1) and dysregulated intestinal mucosal immunity. The objective of this study was to explore whether specific gut microbiota and associated enzymes affect Gd-IgA1 in IgAN.Methods: This study carried out shotgun metagenomic sequencing with Illumina on fecal samples collected from 20 IgAN patients (IgAN group) and 20 healthy controls (HCs group) who were recruited from January 2016 to December 2018 at the Second Clinical College of Guangzhou University of Chinese Medicine. Differences analysis in gut microbiota was performed to determine the overall microbiota composition, the representative enterotypes, and the microbiota abundance. Correlations between gut microbiota and clinical indicators were assessed by Spearman’s analysis. Moreover, the functional prediction of microbial communities and the quantitative calculation of enzymes encoded by microbiome were performed using the MetaCyc pathway and the bioBakery three platform, respectively.Results:Bacteroides plebeius and Bacteroides vulgatus levels were higher, while Prevotella copri and Alistipes putredinis levels were lower in the IgAN group compared to HCs group. Enterotype I characterized by Bacteroides was closely related to the IgAN patients. Moreover, Bacteroides fragilis, Flavonifractor plautii and Ruminococcus gnavus were characteristic bacteria enriched in IgAN patients. Spearman’s correlation analysis found that Eggerthella lenta and Ruminococcus bromii were positively correlated with urine protein-creatinine ratio, while Ruminococcus gnavus showed a direct association with red blood cells in urine, and Bacteroides vulgatus and Ruminococcus gnavus were positively correlated with eGFR. These results indicated that intestinal dysbacteriosis occurred in IgAN patients and was associated with clinical and biochemical features. In addition, MetaCyc pathway analysis predicted microbiota-related metabolic pathways, including the biosynthesis of amino acids and glycans, were associated with the IgAN group. Microbial enzymes analysis highlighted that Gd-IgA1-associated α-galactosidase and α-N-acetyl-galactosaminidase secreted by Flavonifractor plautii were enriched in IgAN patients.Conclusion: These findings suggested that α-galactosidase and α-N-acetyl-galactosaminidase secreted by Flavonifractor plautii might be related to the production of Gd-IgA1, indicating that enzymes originated from abnormal intestinal microbiota may contribute to the production of Gd-IgA1 and play an important role in the pathogenesis of IgAN.
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Affiliation(s)
- Xiaolin Liang
- The Second Clinical College of Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Simeng Zhang
- The Second Clinical College of Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Difei Zhang
- The Second Clinical College of Guangzhou University of Chinese Medicine, Guangzhou, China
- Department of Nephrology, Guangdong Provincial Hospital of Chinese Medicine, Guangzhou, China
- Guangdong-Hong Kong-Macau Joint Lab on Chinese Medicine and Immune Disease Research, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Liang Hu
- The Second Clinical College of Guangzhou University of Chinese Medicine, Guangzhou, China
- Hunan Academy of Traditional Chinese Medicine Affiliated Hospital, Changsha, China
| | - La Zhang
- The Second Clinical College of Guangzhou University of Chinese Medicine, Guangzhou, China
- Department of Nephrology, Guangdong Provincial Hospital of Chinese Medicine, Guangzhou, China
| | - Yu Peng
- The Second Clinical College of Guangzhou University of Chinese Medicine, Guangzhou, China
- Department of Nephrology, Guangdong Provincial Hospital of Chinese Medicine, Guangzhou, China
| | - Yuan Xu
- The Second Clinical College of Guangzhou University of Chinese Medicine, Guangzhou, China
- Department of Nephrology, Guangdong Provincial Hospital of Chinese Medicine, Guangzhou, China
| | - Haijing Hou
- The Second Clinical College of Guangzhou University of Chinese Medicine, Guangzhou, China
- Department of Nephrology, Guangdong Provincial Hospital of Chinese Medicine, Guangzhou, China
- Guangdong-Hong Kong-Macau Joint Lab on Chinese Medicine and Immune Disease Research, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Chuan Zou
- The Second Clinical College of Guangzhou University of Chinese Medicine, Guangzhou, China
- Department of Nephrology, Guangdong Provincial Hospital of Chinese Medicine, Guangzhou, China
- Guangdong-Hong Kong-Macau Joint Lab on Chinese Medicine and Immune Disease Research, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Xusheng Liu
- The Second Clinical College of Guangzhou University of Chinese Medicine, Guangzhou, China
- Department of Nephrology, Guangdong Provincial Hospital of Chinese Medicine, Guangzhou, China
- Guangdong-Hong Kong-Macau Joint Lab on Chinese Medicine and Immune Disease Research, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Yang Chen
- The Second Clinical College of Guangzhou University of Chinese Medicine, Guangzhou, China
- Guangdong-Hong Kong-Macau Joint Lab on Chinese Medicine and Immune Disease Research, Guangzhou University of Chinese Medicine, Guangzhou, China
- *Correspondence: Yang Chen, ; Fuhua Lu,
| | - Fuhua Lu
- The Second Clinical College of Guangzhou University of Chinese Medicine, Guangzhou, China
- Department of Nephrology, Guangdong Provincial Hospital of Chinese Medicine, Guangzhou, China
- Guangdong-Hong Kong-Macau Joint Lab on Chinese Medicine and Immune Disease Research, Guangzhou University of Chinese Medicine, Guangzhou, China
- *Correspondence: Yang Chen, ; Fuhua Lu,
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Zhai Y, Wei C. Open pangenome of Lactococcus lactis generated by a combination of metagenome-assembled genomes and isolate genomes. Front Microbiol 2022; 13:948138. [PMID: 36081802 PMCID: PMC9445621 DOI: 10.3389/fmicb.2022.948138] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Accepted: 07/05/2022] [Indexed: 11/29/2022] Open
Abstract
Lactococcus lactis (L. lactis) is a well isolated and cultured lactic acid bacterium, but if utilizing the isolate genomes alone, the genome-based analysis of this taxon would be incomplete, because there are still uncultured strains in some ecological niches. In this study, we recovered 93 high-quality metagenome-assembled genomes (MAGs) of L. lactis from food and human gut metagenomes with a culture-independent method. We then constructed a unified genome catalog of L. lactis by integrating these MAGs with 70 publicly available isolated genomes. Having this comprehensive resource, we assessed the genomic diversity and phylogenetic relationships to further explore the genetic and functional properties of L. lactis. An open pangenome of L. lactis was generated using our genome catalog, consisting of 13,066 genes in total, from which 5,448 genes were not identified in the isolate genomes. The core genome-based phylogenetic analysis showed that L. lactis strains we collected were separated into two main subclades corresponding to two subspecies, with some uncultured phylogenetic lineages discovered. The species disparity was also indicated in PCA analysis based on accessory genes of our pangenome. These various analyzes shed further light on unexpectedly high diversity within the taxon at both genome and gene levels and gave clues about its population structure and evolution. Lactococcus lactis has a long history of safe use in food fermentations and is considered as one of the important probiotic microorganisms. Obtaining the complete genetic information of L. lactis is important to the food and health industry. However, it can naturally inhabit many environments other than dairy products, including drain water and human gut samples. Here we presented an open pan-genome of L. lactis constructed from 163 high-quality genomes obtained from various environments, including MAGs recovered from environmental metagenomes and isolate genomes. This study expanded the genetic information of L. lactis about one third, including more than 5,000 novel genes found in uncultured strains. This more complete gene repertoire of L. lactis is crucial to further understanding the genetic and functional properties. These properties may be harnessed to impart additional value to dairy fermentation or other industries.
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620
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Yao L, D'Agostino GD, Park J, Hang S, Adhikari AA, Zhang Y, Li W, Avila-Pacheco J, Bae S, Clish CB, Franzosa EA, Huttenhower C, Huh JR, Devlin AS. A biosynthetic pathway for the selective sulfonation of steroidal metabolites by human gut bacteria. Nat Microbiol 2022; 7:1404-1418. [PMID: 35982310 DOI: 10.1038/s41564-022-01176-y] [Citation(s) in RCA: 31] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2021] [Accepted: 06/20/2022] [Indexed: 12/13/2022]
Abstract
Members of the human gut microbiome enzymatically process many bioactive molecules in the gastrointestinal tract. Most gut bacterial modifications characterized so far are hydrolytic or reductive in nature. Here we report that abundant human gut bacteria from the phylum Bacteroidetes perform conjugative modifications by selectively sulfonating steroidal metabolites. While sulfonation is a ubiquitous biochemical modification, this activity has not yet been characterized in gut microbes. Using genetic and biochemical approaches, we identify a widespread biosynthetic gene cluster that encodes both a sulfotransferase (BtSULT, BT0416) and enzymes that synthesize the sulfonate donor adenosine 3'-phosphate-5'-phosphosulfate (PAPS), including an APS kinase (CysC, BT0413) and an ATP sulfurylase (CysD and CysN, BT0414-BT0415). BtSULT selectively sulfonates steroidal metabolites with a flat A/B ring fusion, including cholesterol. Germ-free mice monocolonized with Bacteroides thetaiotaomicron ΔBT0416 exhibited reduced gastrointestinal levels of cholesterol sulfate (Ch-S) compared with wild-type B. thetaiotaomicron-colonized mice. The presence of BtSULT and BtSULT homologues in bacteria inhibited leucocyte migration in vitro and in vivo, and abundances of cluster genes were significantly reduced in patients with inflammatory bowel disease. Together, these data provide a mechanism by which gut bacteria sulfonate steroidal metabolites and suggest that these compounds can modulate immune cell trafficking in the host.
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Affiliation(s)
- Lina Yao
- Department of Biological Chemistry and Molecular Pharmacology, Blavatnik Institute, Harvard Medical School, Boston, MA, USA
| | - Gabriel D D'Agostino
- Department of Biological Chemistry and Molecular Pharmacology, Blavatnik Institute, Harvard Medical School, Boston, MA, USA
| | - Jinseok Park
- Department of Immunology, Blavatnik Institute, Harvard Medical School, Boston, MA, USA
| | - Saiyu Hang
- Department of Immunology, Blavatnik Institute, Harvard Medical School, Boston, MA, USA
| | - Arijit A Adhikari
- Department of Biological Chemistry and Molecular Pharmacology, Blavatnik Institute, Harvard Medical School, Boston, MA, USA
| | - Yancong Zhang
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Department of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, MA, USA
| | - Wei Li
- Department of Biological Chemistry and Molecular Pharmacology, Blavatnik Institute, Harvard Medical School, Boston, MA, USA
| | | | - Sena Bae
- Department of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, MA, USA.,Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Boston, MA, USA
| | - Clary B Clish
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Eric A Franzosa
- Department of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, MA, USA.,Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Boston, MA, USA
| | - Curtis Huttenhower
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Department of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, MA, USA.,Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Boston, MA, USA
| | - Jun R Huh
- Department of Immunology, Blavatnik Institute, Harvard Medical School, Boston, MA, USA
| | - A Sloan Devlin
- Department of Biological Chemistry and Molecular Pharmacology, Blavatnik Institute, Harvard Medical School, Boston, MA, USA.
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621
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McCauley KE, Rackaityte E, LaMere B, Fadrosh DW, Fujimura KE, Panzer AR, Lin DL, Lynch KV, Halkias J, Mendoza VF, Burt TD, Bendixsen C, Barnes K, Kim H, Jones K, Ownby DR, Johnson CC, Seroogy CM, Gern JE, Boushey HA, Lynch SV. Heritable vaginal bacteria influence immune tolerance and relate to early-life markers of allergic sensitization in infancy. Cell Rep Med 2022; 3:100713. [PMID: 35932762 PMCID: PMC9418802 DOI: 10.1016/j.xcrm.2022.100713] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2021] [Revised: 04/27/2022] [Accepted: 07/13/2022] [Indexed: 04/17/2023]
Abstract
Maternal asthma status, prenatal exposures, and infant gut microbiota perturbation are associated with heightened risk of atopy and asthma risk in childhood, observations hypothetically linked by intergenerational microbial transmission. Using maternal vaginal (n = 184) and paired infant stool (n = 172) samples, we identify four compositionally and functionally distinct Lactobacillus-dominated vaginal microbiota clusters (VCs) that relate to prenatal maternal health and exposures and infant serum immunoglobulin E (IgE) status at 1 year. Variance in bacteria shared between mother and infant pairs relate to VCs, maternal allergy/asthma status, and infant IgE levels. Heritable bacterial gene pathways associated with infant IgE include fatty acid synthesis and histamine and tryptophan degradation. In vitro, vertically transmitted Lactobacillus jensenii strains induce immunosuppressive phenotypes on human antigen-presenting cells. Murine supplementation with L. jensenii reduces lung eosinophils, neutrophilic expansion, and the proportion of interleukin-4 (IL-4)+ CD4+ T cells. Thus, bacterial and atopy heritability are intimately linked, suggesting a microbial component of intergenerational disease transmission.
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Affiliation(s)
- Kathryn E McCauley
- Department of Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Elze Rackaityte
- Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Brandon LaMere
- Department of Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Douglas W Fadrosh
- Department of Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Kei E Fujimura
- Department of Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Ariane R Panzer
- Department of Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Din L Lin
- Department of Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Kole V Lynch
- Department of Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Joanna Halkias
- Department of Pediatrics, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Ventura F Mendoza
- Department of Pediatrics, University of California, San Francisco, San Francisco, CA 94143, USA; Department of Process Development, PACT Pharma, South San Francisco, CA, USA
| | - Trevor D Burt
- Division of Neonatology and the Children's Health and Discovery Initiative, Department of Pediatrics, Duke University, Durham, NC 27705, USA
| | | | - Kathrine Barnes
- Marshfield Clinic Research Institute, Marshfield, WI 54449, USA
| | - Haejin Kim
- Henry Ford Health System, Detroit, MI 48202, USA
| | - Kyra Jones
- Henry Ford Health System, Detroit, MI 48202, USA
| | | | | | - Christine M Seroogy
- University of Wisconsin School of Medicine and Public Health, Madison, WI 53705, USA
| | - James E Gern
- University of Wisconsin School of Medicine and Public Health, Madison, WI 53705, USA
| | - Homer A Boushey
- Department of Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Susan V Lynch
- Department of Medicine, University of California, San Francisco, San Francisco, CA 94143, USA.
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622
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Podlesny D, Durdevic M, Paramsothy S, Kaakoush NO, Högenauer C, Gorkiewicz G, Walter J, Fricke WF. Identification of clinical and ecological determinants of strain engraftment after fecal microbiota transplantation using metagenomics. Cell Rep Med 2022; 3:100711. [PMID: 35931074 PMCID: PMC9418803 DOI: 10.1016/j.xcrm.2022.100711] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2021] [Revised: 04/27/2022] [Accepted: 07/14/2022] [Indexed: 11/01/2022]
Abstract
Fecal microbiota transplantation (FMT) is a promising therapeutic approach for microbiota-associated pathologies, but our understanding of the post-FMT microbiome assembly process and its ecological and clinical determinants is incomplete. Here we perform a comprehensive fecal metagenome analysis of 14 FMT trials, involving five pathologies and >250 individuals, and determine the origins of strains in patients after FMT. Independently of the underlying clinical condition, conspecific coexistence of donor and recipient strains after FMT is uncommon and donor strain engraftment is strongly positively correlated with pre-FMT recipient microbiota dysbiosis. Donor strain engraftment was enhanced through antibiotic pretreatment and bowel lavage and dependent on donor and recipient ɑ-diversity; strains from relatively abundant species were more likely and from predicted oral, oxygen-tolerant, and gram-positive species less likely to engraft. We introduce a general mechanistic framework for post-FMT microbiome assembly in alignment with ecological theory, which can guide development of optimized, more targeted, and personalized FMT therapies.
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Affiliation(s)
- Daniel Podlesny
- Department of Microbiome Research and Applied Bioinformatics, University of Hohenheim, Stuttgart, Germany.
| | - Marija Durdevic
- Institute of Pathology, Medical University of Graz, Graz, Austria; Theodor Escherich Laboratory for Medical Microbiome Research, Medical University of Graz, Graz, Austria
| | - Sudarshan Paramsothy
- Department of Gastroenterology and Hepatology, Concord Repatriation General Hospital, Sydney, NSW, Australia; Concord Clinical School, University of Sydney, Sydney, NSW, Australia
| | | | - Christoph Högenauer
- Institute of Pathology, Medical University of Graz, Graz, Austria; Theodor Escherich Laboratory for Medical Microbiome Research, Medical University of Graz, Graz, Austria; Division of Gastroenterology and Hepatology, Department of Internal Medicine, Medical University of Graz, Graz, Austria
| | - Gregor Gorkiewicz
- Institute of Pathology, Medical University of Graz, Graz, Austria; Theodor Escherich Laboratory for Medical Microbiome Research, Medical University of Graz, Graz, Austria; BioTechMed, Interuniversity Cooperation, Graz, Austria
| | - Jens Walter
- APC Microbiome Ireland, School of Microbiology and Department of Medicine, University College Cork, Cork, Ireland
| | - W Florian Fricke
- Department of Microbiome Research and Applied Bioinformatics, University of Hohenheim, Stuttgart, Germany; Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD, USA.
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623
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Dai Z, Wu T, Xu S, Zhou L, Tang W, Hu E, Zhan L, Chen M, Yu G. Characterization of toxin-antitoxin systems from public sequencing data: A case study in Pseudomonas aeruginosa. Front Microbiol 2022; 13:951774. [PMID: 36051757 PMCID: PMC9424990 DOI: 10.3389/fmicb.2022.951774] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Accepted: 07/15/2022] [Indexed: 11/13/2022] Open
Abstract
The toxin-antitoxin (TA) system is a widely distributed group of genetic modules that play important roles in the life of prokaryotes, with mobile genetic elements (MGEs) contributing to the dissemination of antibiotic resistance gene (ARG). The diversity and richness of TA systems in Pseudomonas aeruginosa, as one of the bacterial species with ARGs, have not yet been completely demonstrated. In this study, we explored the TA systems from the public genomic sequencing data and genome sequences. A small scale of genomic sequencing data in 281 isolates was selected from the NCBI SRA database, reassembling the genomes of these isolates led to the findings of abundant TA homologs. Furthermore, remapping these identified TA modules on 5,437 genome/draft genomes uncovers a great diversity of TA modules in P. aeruginosa. Moreover, manual inspection revealed several TA systems that were not yet reported in P. aeruginosa including the hok-sok, cptA-cptB, cbeA-cbtA, tomB-hha, and ryeA-sdsR. Additional annotation revealed that a large number of MGEs were closely distributed with TA. Also, 16% of ARGs are located relatively close to TA. Our work confirmed a wealth of TA genes in the unexplored P. aeruginosa pan-genomes, expanded the knowledge on P. aeruginosa, and provided methodological tips on large-scale data mining for future studies. The co-occurrence of MGE, ARG, and TA may indicate a potential interaction in their dissemination.
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624
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Wang J, Qie J, Zhu D, Zhang X, Zhang Q, Xu Y, Wang Y, Mi K, Pei Y, Liu Y, Ji G, Liu X. The landscape in the gut microbiome of long-lived families reveals new insights on longevity and aging - relevant neural and immune function. Gut Microbes 2022; 14:2107288. [PMID: 35939616 PMCID: PMC9361766 DOI: 10.1080/19490976.2022.2107288] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Abstract
Human longevity has a strong familial and genetic component. Dynamic characteristics of the gut microbiome during aging associated with longevity, neural, and immune function remained unknown. Here, we aim to reveal the synergistic changes in gut microbiome associated with decline in neural and immune system with aging and further obtain insights into the establishment of microbiome homeostasis that can benefit human longevity. Based on 16S rRNA and metagenomics sequencing data for 32 longevity families including three generations, centenarians, elderly, and young groups, we found centenarians showed increased diversity of gut microbiota, severely damaged connection among bacteria, depleted in microbial-associated essential amino acid function, and increased abundance of anti-inflammatory bacteria in comparison to young and elderly groups. Some potential probiotic species, such as Desulfovibrio piger, Gordonibacter pamelaeae, Odoribacter splanchnicus, and Ruminococcaceae bacterium D5 were enriched with aging, which might possibly support health maintenance. The level of Amyloid-β (Aβ) and brain-derived neurotrophic factor (BDNF) related to neural function showed increased and decreased with aging, respectively. The elevated level of inflammatory factors was observed in centenarians compared with young and elderly groups. The enriched Bacteroides fragilis in centenarians might promote longevity through up-regulating anti-inflammatory factor IL-10 expression to mediate the critical balance between health and disease. Impressively, the associated analysis for gut microbiota with the level of Aβ, BDNF, and inflammatory factors suggests Bifidobacterium pseudocatenulatum could be a particularly beneficial bacteria in the improvement of impaired neural and immune function. Our results provide a rationale for targeting the gut microbiome in future clinical applications of aging-related diseases and extending life span.Abbreviations: 16S rRNA: 16S ribosomal RNA; MAGs: Metagenome-assembled genomes; ASVs: Amplicon sequence variants; DNA: Deoxyribonucleic acid; FDR: False discovery rate: KEGG: Kyoto Encyclopedia of Genes and Genomes; PCoA: Principal coordinates analysis; PCR: Polymerase chain reaction; PICRUSt: Phylogenetic Investigation of Communities by Reconstruction of Unobserved States; Aβ: Amyloid-β (Aβ); BDNF: Brain-derived neurotrophic factor.
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Affiliation(s)
- Jingjing Wang
- Department of Gastroenterology, Key Laboratory of Holistic Integrative Enterology, The Second Affiliated Hospital of Nanjing Medical University, Jiangsu, China,Department of Pathogen Biology-Microbiology division, State Key Laboratory of Reproductive Medicine, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Center of Global Health, Nanjing Medical University, Jiangsu, China,The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Gusu School, Nanjing Medical University, Suzhou, China,Jiangsu KeyLaboratory of Cancer Biomarkers, Prevention and Treatment, Collaborative Innovation Center for Cancer Personalized Medicine, Nanjing Medical University, Jiangsu, China
| | - Jinlong Qie
- Department of Pathogen Biology-Microbiology division, State Key Laboratory of Reproductive Medicine, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Center of Global Health, Nanjing Medical University, Jiangsu, China
| | - Danrong Zhu
- Department of Gastroenterology, Key Laboratory of Holistic Integrative Enterology, The Second Affiliated Hospital of Nanjing Medical University, Jiangsu, China
| | - Xuemei Zhang
- Department of Pathogen Biology-Microbiology division, State Key Laboratory of Reproductive Medicine, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Center of Global Health, Nanjing Medical University, Jiangsu, China
| | - Qingqing Zhang
- Department of Pathogen Biology-Microbiology division, State Key Laboratory of Reproductive Medicine, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Center of Global Health, Nanjing Medical University, Jiangsu, China
| | - Yuyu Xu
- Department of Pathogen Biology-Microbiology division, State Key Laboratory of Reproductive Medicine, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Center of Global Health, Nanjing Medical University, Jiangsu, China
| | - Yipeng Wang
- Department of Pathogen Biology-Microbiology division, State Key Laboratory of Reproductive Medicine, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Center of Global Health, Nanjing Medical University, Jiangsu, China
| | - Kai Mi
- Department of Pathogen Biology-Microbiology division, State Key Laboratory of Reproductive Medicine, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Center of Global Health, Nanjing Medical University, Jiangsu, China
| | - Yang Pei
- Department of Pathogen Biology-Microbiology division, State Key Laboratory of Reproductive Medicine, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Center of Global Health, Nanjing Medical University, Jiangsu, China
| | - Yang Liu
- Department of Pathogen Biology-Microbiology division, State Key Laboratory of Reproductive Medicine, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Center of Global Health, Nanjing Medical University, Jiangsu, China
| | - Guozhong Ji
- Department of Gastroenterology, Key Laboratory of Holistic Integrative Enterology, The Second Affiliated Hospital of Nanjing Medical University, Jiangsu, China,Jiangsu KeyLaboratory of Cancer Biomarkers, Prevention and Treatment, Collaborative Innovation Center for Cancer Personalized Medicine, Nanjing Medical University, Jiangsu, China,Guozhong Ji
| | - Xingyin Liu
- Department of Gastroenterology, Key Laboratory of Holistic Integrative Enterology, The Second Affiliated Hospital of Nanjing Medical University, Jiangsu, China,Department of Pathogen Biology-Microbiology division, State Key Laboratory of Reproductive Medicine, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Center of Global Health, Nanjing Medical University, Jiangsu, China,The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Gusu School, Nanjing Medical University, Suzhou, China,Jiangsu KeyLaboratory of Cancer Biomarkers, Prevention and Treatment, Collaborative Innovation Center for Cancer Personalized Medicine, Nanjing Medical University, Jiangsu, China,CONTACT Xingyin Liu Department of Gastroenterology, Key Laboratory of Holistic Integrative Enterology, The Second Affiliated Hospital of Nanjing Medical University, Nanjing210011, China
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625
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Sergaki C, Anwar S, Fritzsche M, Mate R, Francis RJ, MacLellan-Gibson K, Logan A, Amos GCA. Developing whole cell standards for the microbiome field. MICROBIOME 2022; 10:123. [PMID: 35945640 PMCID: PMC9361656 DOI: 10.1186/s40168-022-01313-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Accepted: 06/24/2022] [Indexed: 05/08/2023]
Abstract
BACKGROUND Effective standardisation of the microbiome field is essential to facilitate global translational research and increase the reproducibility of microbiome studies. In this study, we describe the development and validation of a whole cell reference reagent specific to the gut microbiome by the UK National Institute for Biological Standards and Control. We also provide and test a two-step reporting framework to allow microbiome researchers to quickly and accurately validate choices of DNA extraction, sequencing, and bioinformatic pipelines. RESULTS Using 20 strains that are commonly found in the gut, we developed a whole cell reference reagent (WC-Gut RR) for the evaluation of the DNA extraction protocols commonly used in microbiome pipelines. DNA was first analysed using the physicochemical measures of yield, integrity, and purity, which demonstrated kits widely differed in the quality of the DNA they produced. Importantly, the combination of the WC-Gut RR and the three physicochemical measures allowed us to differentiate clearly between kit performance. We next assessed the ability of WC-Gut RR to evaluate kit performance in the reconstitution of accurate taxonomic profiles. We applied a four-measure framework consisting of Sensitivity, false-positive relative abundance (FPRA), Diversity, and Similarity as previously described for DNA reagents. Using the WC-Gut RR and these four measures, we could reliably identify the DNA extraction kits' biases when using with both 16S rRNA sequencing and shotgun sequencing. Moreover, when combining this with complementary DNA standards, we could estimate the relative bias contributions of DNA extraction kits vs bioinformatic analysis. Finally, we assessed WC-Gut RR alongside other commercially available reagents. The analysis here clearly demonstrates that reagents of lower complexity, not composed of anaerobic and hard-to-lyse strains from the gut, can artificially inflate the performance of microbiome DNA extraction kits and bioinformatic pipelines. CONCLUSIONS We produced a complex whole cell reagent that is specific for the gut microbiome and can be used to evaluate and benchmark DNA extractions in microbiome studies. Used alongside a DNA standard, the NIBSC DNA-Gut-Mix RR helps estimating where biases occur in microbiome pipelines. In the future, we aim to establish minimum thresholds for data quality through an interlaboratory collaborative study. Video Abstract.
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Affiliation(s)
- Chrysi Sergaki
- Division of Bacteriology, National Institute for Biological Standards and Control, Potters Bar, Hertfordshire, EN6 3QG, UK.
| | - Saba Anwar
- Division of Bacteriology, National Institute for Biological Standards and Control, Potters Bar, Hertfordshire, EN6 3QG, UK
| | - Martin Fritzsche
- Division of Analytical and Biological Sciences, National Institute for Biological Standards and Control, Potters Bar, Hertfordshire, EN6 3QG, UK
| | - Ryan Mate
- Division of Analytical and Biological Sciences, National Institute for Biological Standards and Control, Potters Bar, Hertfordshire, EN6 3QG, UK
| | - Robert J Francis
- Division of Analytical and Biological Sciences, National Institute for Biological Standards and Control, Potters Bar, Hertfordshire, EN6 3QG, UK
| | - Kirsty MacLellan-Gibson
- Division of Analytical and Biological Sciences, National Institute for Biological Standards and Control, Potters Bar, Hertfordshire, EN6 3QG, UK
| | - Alastair Logan
- Division of Bacteriology, National Institute for Biological Standards and Control, Potters Bar, Hertfordshire, EN6 3QG, UK
| | - Gregory C A Amos
- Division of Bacteriology, National Institute for Biological Standards and Control, Potters Bar, Hertfordshire, EN6 3QG, UK
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626
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Hu J, Yang J, Chen L, Meng X, Zhang X, Li W, Li Z, Huang G. Alterations of the Gut Microbiome in Patients With Pituitary Adenoma. Pathol Oncol Res 2022; 28:1610402. [PMID: 35991836 PMCID: PMC9385953 DOI: 10.3389/pore.2022.1610402] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/26/2022] [Accepted: 07/06/2022] [Indexed: 11/13/2022]
Abstract
Pituitary adenoma (PA) includes invasive pituitary adenoma (IPA) and noninvasive pituitary adenoma (NIPA), which are associated with the endocrine system. The gut microbiome plays an important role in human metabolism, but the association between the gut microbiome and pituitary adenoma remains unclear. A total of 44 subjects were enrolled in this study. Of these, 29 PA patients were further divided into IPA patients (n = 13) and NIPA patients (n = 16), while 15 healthy age-matched subjects were defined as control subjects. We collected faecal samples and characterized the gut microbial profiles by metagenomic sequencing using the Illumina X-ten platform. PLS-DA showed different microbial clusters among the three groups, and slightly different microbial ecological networks were observed. LEfSe analysis revealed significant alterations in the microbial community among PA patients. In particular, the enrichment of Clostridium innocuum, along with the reduced abundance of Oscillibacter sp. 57_20 and Fusobacterium mortiferum, were observed both in the IPA and NIPA groups compared to the control group. Moreover, PA patients could be effectively classified based on these bacteria using a support vector machine algorithm. In summary, this study demonstrated significant differences in the gut microbiome between PA patients and healthy controls. Future mechanistic experiments are needed to determine whether such alterations are a cause or consequence of pituitary adenoma.
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Affiliation(s)
| | | | | | | | | | | | - Zongyang Li
- Department of Neurosurgery, Shenzhen Key Laboratory of Neurosurgery, Inst Translat Med, The First Affiliated Hospital of Shenzhen University, Shenzhen Second People’s Hospital, Shenzhen, China
| | - Guodong Huang
- Department of Neurosurgery, Shenzhen Key Laboratory of Neurosurgery, Inst Translat Med, The First Affiliated Hospital of Shenzhen University, Shenzhen Second People’s Hospital, Shenzhen, China
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627
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Targeted suppression of human IBD-associated gut microbiota commensals by phage consortia for treatment of intestinal inflammation. Cell 2022; 185:2879-2898.e24. [PMID: 35931020 DOI: 10.1016/j.cell.2022.07.003] [Citation(s) in RCA: 174] [Impact Index Per Article: 87.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Revised: 05/17/2022] [Accepted: 07/11/2022] [Indexed: 02/06/2023]
Abstract
Human gut commensals are increasingly suggested to impact non-communicable diseases, such as inflammatory bowel diseases (IBD), yet their targeted suppression remains a daunting unmet challenge. In four geographically distinct IBD cohorts (n = 537), we identify a clade of Klebsiella pneumoniae (Kp) strains, featuring a unique antibiotics resistance and mobilome signature, to be strongly associated with disease exacerbation and severity. Transfer of clinical IBD-associated Kp strains into colitis-prone, germ-free, and colonized mice enhances intestinal inflammation. Stepwise generation of a lytic five-phage combination, targeting sensitive and resistant IBD-associated Kp clade members through distinct mechanisms, enables effective Kp suppression in colitis-prone mice, driving an attenuated inflammation and disease severity. Proof-of-concept assessment of Kp-targeting phages in an artificial human gut and in healthy volunteers demonstrates gastric acid-dependent phage resilience, safety, and viability in the lower gut. Collectively, we demonstrate the feasibility of orally administered combination phage therapy in avoiding resistance, while effectively inhibiting non-communicable disease-contributing pathobionts.
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628
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Sapoval N, Liu Y, Lou EG, Hopkins L, Ensor KB, Schneider R, Stadler LB, Treangen TJ. QuaID: Enabling Earlier Detection of Recently Emerged SARS-CoV-2 Variants of Concern in Wastewater. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2022:2021.09.08.21263279. [PMID: 35898338 PMCID: PMC9327636 DOI: 10.1101/2021.09.08.21263279] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
As clinical testing declines, wastewater monitoring can provide crucial surveillance on the emergence of SARS-CoV-2 variants of concern (VoC) in communities. Multiple recent studies support that wastewater-based SARS-CoV-2 detection of circulating VoC can precede clinical cases by up to two weeks. Furthermore, wastewater based epidemiology enables wide population-based screening and study of viral evolutionary dynamics. However, highly sensitive detection of emerging variants remains a complex task due to the pooled nature of environmental samples and genetic material degradation. In this paper we propose quasi-unique mutations for VoC identification, implemented in a novel bioinformatics tool (QuaID) for VoC detection based on quasi-unique mutations. The benefits of QuaID are three-fold: (i) provides up to 3 week earlier VoC detection compared to existing approaches, (ii) enables more sensitive VoC detection, which is shown to be tolerant of >50% mutation drop-out, and (iii) leverages all mutational signatures, including insertions & deletions.
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Affiliation(s)
- Nicolae Sapoval
- Department of Computer Science, Rice University, 6100 Main Street, Houston, TX 77005, USA
| | - Yunxi Liu
- Department of Computer Science, Rice University, 6100 Main Street, Houston, TX 77005, USA
| | - Esther G Lou
- Department of Civil and Environmental Engineering, Rice University, 6100 Main Street, Houston, TX 77005, USA
| | - Loren Hopkins
- Houston Health Department, 8000 N. Stadium Dr., Houston, TX 77054
- Department of Statistics, Rice University, 6100 Main Street, Houston, TX 77005, USA
| | - Katherine B Ensor
- Department of Statistics, Rice University, 6100 Main Street, Houston, TX 77005, USA
| | | | - Lauren B Stadler
- Department of Civil and Environmental Engineering, Rice University, 6100 Main Street, Houston, TX 77005, USA
| | - Todd J Treangen
- Department of Computer Science, Rice University, 6100 Main Street, Houston, TX 77005, USA
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629
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Rothman JA, Saghir A, Chung SA, Boyajian N, Dinh T, Kim J, Oval J, Sharavanan V, York C, Zimmer-Faust AG, Langlois K, Steele JA, Griffith JF, Whiteson KL. Longitudinal metatranscriptomic sequencing of Southern California wastewater representing 16 million people from August 2020-21 reveals widespread transcription of antibiotic resistance genes. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2022:2022.08.02.502560. [PMID: 35982656 PMCID: PMC9387120 DOI: 10.1101/2022.08.02.502560] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Municipal wastewater provides a representative sample of human fecal waste across a catchment area and contains a wide diversity of microbes. Sequencing wastewater samples provides information about human-associated and medically-important microbial populations, and may be useful to assay disease prevalence and antimicrobial resistance (AMR). Here, we present a study in which we used untargeted metatranscriptomic sequencing on RNA extracted from 275 sewage influent samples obtained from eight wastewater treatment plants (WTPs) representing approximately 16 million people in Southern California between August 2020 - August 2021. We characterized bacterial and viral transcripts, assessed metabolic pathway activity, and identified over 2,000 AMR genes/variants across all samples. Because we did not deplete ribosomal RNA, we have a unique window into AMR carried as ribosomal mutants. We show that AMR diversity varied between WTPs and that the relative abundance of many individual AMR genes/variants increased over time and may be connected to antibiotic use during the COVID-19 pandemic. Similarly, we detected transcripts mapping to human pathogenic bacteria and viruses suggesting RNA sequencing is a powerful tool for wastewater-based epidemiology and that there are geographical signatures to microbial transcription. We captured the transcription of gene pathways common to bacterial cell processes, including central carbon metabolism, nucleotide synthesis/salvage, and amino acid biosynthesis. We also posit that due to the ubiquity of many viruses and bacteria in wastewater, new biological targets for microbial water quality assessment can be developed. To the best of our knowledge, our study provides the most complete longitudinal metatranscriptomic analysis of a large population's wastewater to date and demonstrates our ability to monitor the presence and activity of microbes in complex samples. By sequencing RNA, we can track the relative abundance of expressed AMR genes/variants and metabolic pathways, increasing our understanding of AMR activity across large human populations and sewer sheds.
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Affiliation(s)
- Jason A. Rothman
- Department of Molecular Biology and Biochemistry, University of California, Irvine, Irvine, CA, USA
| | - Andrew Saghir
- Department of Molecular Biology and Biochemistry, University of California, Irvine, Irvine, CA, USA
| | - Seung-Ah Chung
- Genomics High-Throughput Facility, Department of Biological Chemistry, University of California, Irvine, Irvine, CA, USA
| | - Nicholas Boyajian
- Department of Molecular Biology and Biochemistry, University of California, Irvine, Irvine, CA, USA
| | - Thao Dinh
- Department of Molecular Biology and Biochemistry, University of California, Irvine, Irvine, CA, USA
| | - Jinwoo Kim
- Department of Molecular Biology and Biochemistry, University of California, Irvine, Irvine, CA, USA
| | - Jordan Oval
- Department of Molecular Biology and Biochemistry, University of California, Irvine, Irvine, CA, USA
| | - Vivek Sharavanan
- Department of Molecular Biology and Biochemistry, University of California, Irvine, Irvine, CA, USA
| | - Courtney York
- Department of Molecular Biology and Biochemistry, University of California, Irvine, Irvine, CA, USA
| | | | - Kylie Langlois
- Southern California Coastal Water Research Project, Costa Mesa, CA, USA
| | - Joshua A. Steele
- Southern California Coastal Water Research Project, Costa Mesa, CA, USA
| | - John F. Griffith
- Southern California Coastal Water Research Project, Costa Mesa, CA, USA
| | - Katrine L. Whiteson
- Department of Molecular Biology and Biochemistry, University of California, Irvine, Irvine, CA, USA
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630
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Testerman T, Li Z, Galuppo B, Graf J, Santoro N. Insights from shotgun metagenomics into bacterial species and metabolic pathways associated with NAFLD in obese youth. Hepatol Commun 2022; 6:1962-1974. [PMID: 35344283 PMCID: PMC9315112 DOI: 10.1002/hep4.1944] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Revised: 02/01/2022] [Accepted: 03/06/2022] [Indexed: 02/06/2023] Open
Abstract
Nonalcoholic fatty liver disease (NAFLD) is the most common form of liver disease and is often the precursor for more serious liver conditions such as nonalcoholic steatohepatitis and cirrhosis. Although the gut microbiome has been implicated in the development of NAFLD, the strong association of obesity with NAFLD and its effect on microbiome structure has made interpreting study outcomes difficult. In the present study, we examined the taxonomic and functional differences between the microbiomes of youth with obesity and with and without NAFLD. Shotgun metagenome sequencing was performed to profile the microbiomes of 36 subjects, half of whom were diagnosed with NAFLD using abdominal magnetic resonance imaging. Beta diversity analysis showed community-wide differences between the groups (p = 0.002). Specific taxonomic differences included increased relative abundances of the species Fusicatenibacter saccharivorans (p = 0.042), Romboutsia ilealis (p = 0.046), and Actinomyces sp. ICM47 (p = 0.0009), and a decrease of Bacteroides thetaiotamicron (p = 0.0002), in the NAFLD group as compared with the non-NAFLD group. At the phylum level, Bacteroidetes (p < 0.0001) was decreased in the NAFLD group. Functionally, branched-chain amino acid (p = 0.01343) and aromatic amino acid (p = 0.01343) synthesis pathways had increased relative abundances in the NAFLD group along with numerous energy use pathways, including pyruvate fermentation to acetate (p = 0.01318). Conclusion: Community-wide differences were noted based on NAFLD status, and individual bacterial species along with specific metabolic pathways were identified as potential drivers of these differences. The results of the present study support the idea that the NAFLD phenotype displays a differentiated microbial and functional signature from the obesity phenotype.
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Affiliation(s)
- Todd Testerman
- Department of Molecular and Cell BiologyUniversity of ConnecticutStorrsConnecticutUSA
| | - Zhongyao Li
- Department of PediatricsYale University School of MedicineNew HavenConnecticutUSA
| | - Brittany Galuppo
- Department of PediatricsYale University School of MedicineNew HavenConnecticutUSA
| | - Joerg Graf
- Department of Molecular and Cell BiologyUniversity of ConnecticutStorrsConnecticutUSA
| | - Nicola Santoro
- Department of PediatricsYale University School of MedicineNew HavenConnecticutUSA
- Department of Medicine and Health Sciences“V. Tiberio” University of MoliseCampobassoItaly
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631
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Coker MO, Lebeaux RM, Hoen AG, Moroishi Y, Gilbert-Diamond D, Dade EF, Palys TJ, Madan JC, Karagas MR. Metagenomic analysis reveals associations between salivary microbiota and body composition in early childhood. Sci Rep 2022; 12:13075. [PMID: 35906254 PMCID: PMC9338228 DOI: 10.1038/s41598-022-14668-y] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Accepted: 06/10/2022] [Indexed: 12/15/2022] Open
Abstract
Several studies have shown that body mass index is strongly associated with differences in gut microbiota, but the relationship between body weight and oral microbiota is less clear especially in young children. We aimed to evaluate if there is an association between child growth and the saliva microbiome. We hypothesized that associations between growth and the saliva microbiome would be moderate, similarly to the association between growth and the gut microbiome. For 236 toddlers participating in the New Hampshire Birth Cohort Study, we characterized the association between multiple longitudinal anthropometric measures of body height, body weight and body mass. Body Mass Index (BMI) z-scores were calculated, and dual-energy x-ray absorptiometry (DXA) was used to estimate body composition. Shotgun metagenomic sequencing of saliva samples was performed to taxonomically and functionally profile the oral microbiome. We found that within-sample diversity was inversely related to body mass measurements while community composition was not associated. Although the magnitude of associations were small, some taxa were consistently associated with growth and modified by sex. Certain taxa were associated with decreased weight or growth (including Actinomyces odontolyticus and Prevotella melaninogenica) or increased growth (such as Streptococcus mitis and Corynebacterium matruchotii) across anthropometric measures. Further exploration of the functional significance of this relationship will enhance our understanding of the intersection between weight gain, microbiota, and energy metabolism and the potential role of these relationships on the onset of obesity-associated diseases in later life.
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Affiliation(s)
- Modupe O Coker
- Department of Epidemiology, Geisel School of Medicine at Dartmouth College, Hanover, NH, 03755, USA.
- Department of Oral Biology, School of Dental Medicine, Rutgers, The State University of New Jersey, Newark, NJ, 07103, USA.
| | - Rebecca M Lebeaux
- Department of Epidemiology, Geisel School of Medicine at Dartmouth College, Hanover, NH, 03755, USA
| | - Anne G Hoen
- Department of Epidemiology, Geisel School of Medicine at Dartmouth College, Hanover, NH, 03755, USA
| | - Yuka Moroishi
- Department of Epidemiology, Geisel School of Medicine at Dartmouth College, Hanover, NH, 03755, USA
| | - Diane Gilbert-Diamond
- Department of Epidemiology, Geisel School of Medicine at Dartmouth College, Hanover, NH, 03755, USA
| | - Erika F Dade
- Department of Epidemiology, Geisel School of Medicine at Dartmouth College, Hanover, NH, 03755, USA
| | - Thomas J Palys
- Department of Epidemiology, Geisel School of Medicine at Dartmouth College, Hanover, NH, 03755, USA
| | - Juliette C Madan
- Department of Epidemiology, Geisel School of Medicine at Dartmouth College, Hanover, NH, 03755, USA
- Departments of Pediatrics and Psychiatry, Children's Hospital at Dartmouth, Lebanon, NH, 03766, USA
| | - Margaret R Karagas
- Department of Epidemiology, Geisel School of Medicine at Dartmouth College, Hanover, NH, 03755, USA
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632
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Dunn KA, MacDonald T, Rodrigues GJ, Forbrigger Z, Bielawski JP, Langille MG, Van Limbergen J, Kulkarni K. Antibiotic and antifungal use in pediatric leukemia and lymphoma patients are associated with increasing opportunistic pathogens and decreasing bacteria responsible for activities that enhance colonic defense. Front Cell Infect Microbiol 2022; 12:924707. [PMID: 35967843 PMCID: PMC9363618 DOI: 10.3389/fcimb.2022.924707] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2022] [Accepted: 07/06/2022] [Indexed: 11/13/2022] Open
Abstract
Due to decreased immunity, both antibiotics and antifungals are regularly used in pediatric hematologic-cancer patients as a means to prevent severe infections and febrile neutropenia. The general effect of antibiotics on the human gut microbiome is profound, yielding decreased diversity and changes in community structure. However, the specific effect on pediatric oncology patients is not well-studied. The effect of antifungal use is even less understood, having been studied only in mouse models. Because the composition of the gut microbiome is associated with regulation of hematopoiesis, immune function and gastrointestinal integrity, changes within the patient gut can have implications for the clinical management of hematologic malignancies. The pediatric population is particularly challenging because the composition of the microbiome is age dependent, with some of the most pronounced changes occurring in the first three years of life. We investigated how antibiotic and antifungal use shapes the taxonomic composition of the stool microbiome in pediatric patients with leukemia and lymphoma, as inferred from both 16S rRNA and metagenome data. Associations with age, antibiotic use and antifungal use were investigated using multiple analysis methods. In addition, multivariable differential abundance was used to identify and assess specific taxa that were associated with multiple variables. Both antibiotics and antifungals were linked to a general decline in diversity in stool samples, which included a decrease in relative abundance in butyrate producers that play a critical role in host gut physiology (e.g., Faecalibacterium, Anaerostipes, Dorea, Blautia),. Furthermore, antifungal use was associated with a significant increase in relative abundance of opportunistic pathogens. Collectively, these findings have important implications for the treatment of leukemia and lymphoma patients. Butyrate is important for gastrointestinal integrity; it inhibits inflammation, reinforces colonic defense, mucosal immunity. and decreases oxidative stress. The routine use of broad-spectrum anti-infectives in pediatric oncology patients could simultaneously contribute to a decline in gastrointestinal integrity and colonic defense while promoting increases in opportunistic pathogens within the patient gut. Because the gut microbiome has been linked to both short-term clinical outcomes, and longer-lasting health effects, systematic characterization of the gut microbiome in pediatric patients during, and beyond, treatment is warranted.
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Affiliation(s)
- Katherine A. Dunn
- Department of Pediatrics, Division of Hematology and Oncology, Izaak Walton Killam (IWK) Health, Halifax, NS, Canada
- Department of Biology, Dalhousie University, Halifax, NS, Canada
- Institute for Comparative Genomics, Dalhousie University, Halifax, NS, Canada
| | - Tamara MacDonald
- Department of Pharmacy, IWK Health, Halifax, NS, Canada
- Faculty of Health Professions, Dalhousie University, Halifax, NS, Canada
| | | | - Zara Forbrigger
- Department of Pediatrics, Division of Hematology and Oncology, Izaak Walton Killam (IWK) Health, Halifax, NS, Canada
- Department of Pathology, Dalhousie University, Halifax, NS, Canada
| | - Joseph P. Bielawski
- Department of Biology, Dalhousie University, Halifax, NS, Canada
- Institute for Comparative Genomics, Dalhousie University, Halifax, NS, Canada
- Department of Mathematics & Statistics, Dalhousie University, Halifax, NS, Canada
| | - Morgan G.I. Langille
- Department of Pharmacology, Faculty of Medicine, Dalhousie University, Halifax, NS, Canada
| | - Johan Van Limbergen
- Department of Paediatric Gastroenterology and Nutrition, Emma Children’s Hospital, Amsterdam University Medical Centers, Amsterdam, Netherlands
- Tytgat Institute for Liver and Intestinal Research, Amsterdam Gastroenterology Endocrinology and Metabolism, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, Netherlands
| | - Ketan Kulkarni
- Department of Pediatrics, Division of Hematology and Oncology, Izaak Walton Killam (IWK) Health, Halifax, NS, Canada
- *Correspondence: Ketan Kulkarni,
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633
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Early Life Short-Term Exposure to Polychlorinated Biphenyl 126 in Mice Leads to Metabolic Dysfunction and Microbiota Changes in Adulthood. Int J Mol Sci 2022; 23:ijms23158220. [PMID: 35897801 PMCID: PMC9330872 DOI: 10.3390/ijms23158220] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2022] [Revised: 07/20/2022] [Accepted: 07/22/2022] [Indexed: 01/02/2023] Open
Abstract
Early life exposure to environmental pollutants may have long-term consequences and harmful impacts on health later in life. Here, we investigated the short- and long-term impact of early life 3,3′,4,4′,5-pentacholorobiphenyl (PCB 126) exposure (24 μg/kg body weight for five days) in mice on the host and gut microbiota using 16S rRNA gene sequencing, metagenomics, and 1H NMR- and mass spectrometry-based metabolomics. Induction of Cyp1a1, an aryl hydrocarbon receptor (AHR)-responsive gene, was observed at 6 days and 13 weeks after PCB 126 exposure consistent with the long half-life of PCB 126. Early life, Short-Term PCB 126 exposure resulted in metabolic abnormalities in adulthood including changes in liver amino acid and nucleotide metabolism as well as bile acid metabolism and increased hepatic lipogenesis. Interestingly, early life PCB 126 exposure had a greater impact on bacteria in adulthood at the community structure, metabolic, and functional levels. This study provides evidence for an association between early life environmental pollutant exposure and increased risk of metabolic disorders later in life and suggests the microbiome is a key target of environmental chemical exposure.
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634
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The gut microbiome, immune check point inhibition and immune-related adverse events in non-small cell lung cancer. Cancer Metastasis Rev 2022; 41:347-366. [PMID: 35876944 PMCID: PMC9388426 DOI: 10.1007/s10555-022-10039-1] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/06/2022] [Accepted: 05/07/2022] [Indexed: 11/04/2022]
Abstract
Systemic treatment options for patients with lung cancer have expanded in recent years, with a number of immunotherapeutic strategies now in our treatment armamentarium. Toxicity of and resistance to treatment hold a major stake in lung cancer morbidity and mortality. Herein, we summarise the background, current evidence and potential mechanisms underlying the role of the commensal gut microbiota in immunotherapy outcomes such as response and toxicity in patients with non-small cell lung cancer (NSCLC).
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635
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Haifer C, Luu LDW, Paramsothy S, Borody TJ, Leong RW, Kaakoush NO. Microbial determinants of effective donors in faecal microbiota transplantation for UC. Gut 2022; 72:gutjnl-2022-327742. [PMID: 35879048 DOI: 10.1136/gutjnl-2022-327742] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/29/2022] [Accepted: 07/13/2022] [Indexed: 02/04/2023]
Abstract
OBJECTIVE Faecal microbiota transplantation (FMT) has variable efficacy in treating UC. Recently, oral lyophilised FMT was found to induce remission in patients with UC, with one donor having 100% efficacy compared with a second donor (36% efficacy). We characterised differences in the gut microbiota of these two donors with the aim of improving FMT donor selection. DESIGN Faecal samples from the two donors were collected over a period of 44 (donor 1) or 70 (donor 2) weeks. The microbiome and metabolome were profiled using shotgun metagenomics and untargeted metabolomics RESULTS: Gut microbiome long-term stability was highly evident in the effective donor. Donor microbiota species evenness was a robust feature associated with clinical efficacy across two clinical trials of FMT in UC, leading to increased donor species engraftment in patients. Alpha diversity and beta diversity of donor gut microbiotas significantly differed. 90 bacterial species and one archaeon were differentially abundant between donors, 44 of which were >0.1% in relative abundance. 17/44 species were enriched in the effective donor, 11 of which (64.7%) were assembled into high-quality genomes that were prevalent (≥75% samples) in that donor, and six showed evidence of engraftment in patients. Taxonomic differences between donors translated to substantial microbial functional differences that were validated using metabolomics. CONCLUSION Donor microbiota stability and species evenness were identified as novel metrics that were associated with therapeutic efficacy in UC, beyond individual microbial species or metabolites. These metrics may represent community resilience that translates to better engraftment in the host. TRIAL REGISTRATION NUMBER ACTRN12619000611123.
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Affiliation(s)
- Craig Haifer
- Concord Clinical School, University of Sydney, Sydney, NSW, Australia
- Department of Gastroenterology, Concord Repatriation General Hospital, Sydney, NSW, Australia
- Department of Gastroenterology, St Vincent's Hospital, Sydney, NSW, Australia
| | - Laurence Don Wai Luu
- School of Medical Sciences, University of New South Wales, Sydney, NSW, Australia
| | - Sudarshan Paramsothy
- Concord Clinical School, University of Sydney, Sydney, NSW, Australia
- Department of Gastroenterology, Concord Repatriation General Hospital, Sydney, NSW, Australia
| | | | - Rupert W Leong
- Concord Clinical School, University of Sydney, Sydney, NSW, Australia
- Department of Gastroenterology, Concord Repatriation General Hospital, Sydney, NSW, Australia
| | - Nadeem O Kaakoush
- School of Medical Sciences, University of New South Wales, Sydney, NSW, Australia
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636
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Min K, Kim HT, Lee EH, Park H, Ha YS. Bacteria for Treatment: Microbiome in Bladder Cancer. Biomedicines 2022; 10:biomedicines10081783. [PMID: 35892683 PMCID: PMC9332069 DOI: 10.3390/biomedicines10081783] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Revised: 07/17/2022] [Accepted: 07/21/2022] [Indexed: 12/26/2022] Open
Abstract
The human body contains a variety of microbes. The distribution of microbes varies from organ to organ. Sequencing and bioinformatics techniques have revolutionized microbial research. Although previously considered to be sterile, the urinary bladder contains various microbes. Several studies have used urine and bladder tissues to reveal the microbiome of the urinary bladder. Lactic acid-producing bacteria, such as Bifidobacterium, Lactobacillus, and Lactococcus, are particularly beneficial for human health and are linked to bladder cancer. This review highlights the analysis protocols for microbiome research, the studies undertaken to date, and the microbes with therapeutic potential in bladder cancer.
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Affiliation(s)
- Kyungchan Min
- Department of Biomedical Science & Engineering, Gwangju Institute of Science and Technology, Gwangju 61005, Korea;
| | - Hyun Tae Kim
- Department of Urology, School of Medicine, Kyungpook National University, Kyungpook National University Hospital, Daegu 41944, Korea;
| | - Eun Hye Lee
- Joint Institute for Regenerative Medicine, Kyungpook National University, Daegu 41940, Korea;
| | - Hansoo Park
- Department of Biomedical Science & Engineering, Gwangju Institute of Science and Technology, Gwangju 61005, Korea;
- Correspondence: (H.P.); (Y.-S.H.)
| | - Yun-Sok Ha
- Department of Urology, School of Medicine, Kyungpook National University, Kyungpook National University Chilgok Hospital, Daegu 41404, Korea
- Correspondence: (H.P.); (Y.-S.H.)
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637
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Fu Y, Wu J, Wang D, Li T, Shi X, Li L, Zhu M, Zhang Z, Yu X, Dai Q. Metagenomic profiling of ocular surface microbiome changes in Demodex blepharitis patients. Front Cell Infect Microbiol 2022; 12:922753. [PMID: 35937693 PMCID: PMC9354880 DOI: 10.3389/fcimb.2022.922753] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2022] [Accepted: 06/30/2022] [Indexed: 11/23/2022] Open
Abstract
Purpose To compare the ocular surface and meibum microbial communities of humans with Demodex Blepharitis (DB) and healthy controls. Methods Conjunctival sac and meibum samples from 25 DB patients and 11 healthy controls were analyzed using metagenomic next-generation sequencing (mNGS). Results The alpha-diversity of the conjunctival sac microbiome of the DB group (observed, Chao1, ACE) was lower than that of the control group, whereas all meibum diversity indicators were similar. In conjunctival samples, the relative abundance (RA) of the phylum Proteobacteria was significantly higher (p=0.023), and the RA of both phyla Actinobacteria and Firmicutes was significantly lower (p=0.002, 0.025, respectively) in the DB group than that in the control group. In meibum samples, the RA of the phyla Proteobacteria and Actinobacteria were similar, whereas that of the phylum Firmicutes was significantly lower in the DB group (p=0.019) than that in the control group. Linear discriminant analysis with effect size measurement of the conjunctival and meibum microbiomes showed that Sphingobium sp. YG1 and Acinetobacter guillouiae were enriched in the DB group. Sphingobium sp. YG1, Acinetobacter guillouiae and Pseudomonas putida in the DB group were related to more severe ocular surface clinical parameters. Discriminative genera’s principal coordinate analysis separated all control and DB microbiomes into two distinct clusters. Conclusions Proteobacteria’s increased prevalence may indicate ocular microbial community instability. The species Sphingobium sp. YG1 and Acinetobacter guillouiae are potentially pathogenic bacterial biomarkers in DB. Demodex infection mainly affects the ocular surface microbiome rather than penetrating deeper into the meibomian gland.
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Affiliation(s)
- Yana Fu
- School of Optometry and Ophthalmology, the Eye Hospital of Wenzhou Medical University, Wenzhou, China
- Eye Center, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Jie Wu
- School of Optometry and Ophthalmology, the Eye Hospital of Wenzhou Medical University, Wenzhou, China
| | - Dandan Wang
- School of Optometry and Ophthalmology, the Eye Hospital of Wenzhou Medical University, Wenzhou, China
- Ophthalmology Department, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Tiankun Li
- Tianjin Eye Hospital, Tianjin Key Lab of Ophthalmology and Visual Science, Tianjin Eye Institute, Nankai University Affiliated Eye Hospital, Tianjin, China
| | - Xinwei Shi
- School of Optometry and Ophthalmology, the Eye Hospital of Wenzhou Medical University, Wenzhou, China
| | - Lu Li
- School of Optometry and Ophthalmology, the Eye Hospital of Wenzhou Medical University, Wenzhou, China
| | - Minying Zhu
- School of Optometry and Ophthalmology, the Eye Hospital of Wenzhou Medical University, Wenzhou, China
| | - Zuhui Zhang
- School of Optometry and Ophthalmology, the Eye Hospital of Wenzhou Medical University, Wenzhou, China
| | - Xinxin Yu
- School of Optometry and Ophthalmology, the Eye Hospital of Wenzhou Medical University, Wenzhou, China
| | - Qi Dai
- School of Optometry and Ophthalmology, the Eye Hospital of Wenzhou Medical University, Wenzhou, China
- College of Mathematical Medicine, Zhejiang Normal University, Jinhua, China
- *Correspondence: Qi Dai,
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638
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Liang H, Jo JH, Zhang Z, MacGibeny MA, Han J, Proctor DM, Taylor ME, Che Y, Juneau P, Apolo AB, McCulloch JA, Davar D, Zarour HM, Dzutsev AK, Brownell I, Trinchieri G, Gulley JL, Kong HH. Predicting cancer immunotherapy response from gut microbiomes using machine learning models. Oncotarget 2022; 13:876-889. [PMID: 35875611 PMCID: PMC9295706 DOI: 10.18632/oncotarget.28252] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Accepted: 06/20/2022] [Indexed: 01/04/2023] Open
Abstract
Cancer immunotherapy has significantly improved patient survival. Yet, half of patients do not respond to immunotherapy. Gut microbiomes have been linked to clinical responsiveness of melanoma patients on immunotherapies; however, different taxa have been associated with response status with implicated taxa inconsistent between studies. We used a tumor-agnostic approach to find common gut microbiome features of response among immunotherapy patients with different advanced stage cancers. A combined meta-analysis of 16S rRNA gene sequencing data from our mixed tumor cohort and three published immunotherapy gut microbiome datasets from different melanoma patient cohorts found certain gut bacterial taxa correlated with immunotherapy response status regardless of tumor type. Using multivariate selbal analysis, we identified two separate groups of bacterial genera associated with responders versus non-responders. Statistical models of gut microbiome community features showed robust prediction accuracy of immunotherapy response in amplicon sequencing datasets and in cross-sequencing platform validation with shotgun metagenomic datasets. Results suggest baseline gut microbiome features may be predictive of clinical outcomes in oncology patients on immunotherapies, and some of these features may be generalizable across different tumor types, patient cohorts, and sequencing platforms. Findings demonstrate how machine learning models can reveal microbiome-immunotherapy interactions that may ultimately improve cancer patient outcomes.
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Affiliation(s)
- Hai Liang
- Dermatology Branch, National Institute of Arthritis and Musculoskeletal and Skin Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Jay-Hyun Jo
- Dermatology Branch, National Institute of Arthritis and Musculoskeletal and Skin Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Zhiwei Zhang
- Biostatistics Branch, Division of Cancer Treatment and Diagnostics, National Cancer Institute, NIH, Bethesda, MD 20892, USA
| | - Margaret A. MacGibeny
- Dermatology Branch, National Institute of Arthritis and Musculoskeletal and Skin Diseases, National Institutes of Health, Bethesda, MD 20892, USA
- Department of Medical Education, West Virginia University, Morgantown, WV 26506, USA
| | - Jungmin Han
- Dermatology Branch, National Institute of Arthritis and Musculoskeletal and Skin Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Diana M. Proctor
- Translational and Functional Genomics Branch, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - Monica E. Taylor
- Dermatology Branch, National Institute of Arthritis and Musculoskeletal and Skin Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - You Che
- Dermatology Branch, National Institute of Arthritis and Musculoskeletal and Skin Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Paul Juneau
- NIH Library, Division of Library Services, Office of Research Services, NIH, Bethesda, MD 20892, USA
- Zimmerman Associates Inc., Fairfax, VA 22030, USA
| | - Andrea B. Apolo
- Genitourinary Malignancies Branch, Center for Cancer Research, NCI, NIH, Bethesda, MD 20892, USA
| | - John A. McCulloch
- Genetics and Microbiome Core, Laboratory of Integrative Cancer Immunology, Center for Cancer Research, NCI, NIH, Bethesda, MD 20892, USA
| | - Diwakar Davar
- Department of Medicine and UPMC Hillman Cancer Center University of Pittsburgh, Pittsburgh, PA 15213, USA
| | - Hassane M. Zarour
- Department of Medicine and UPMC Hillman Cancer Center University of Pittsburgh, Pittsburgh, PA 15213, USA
| | - Amiran K. Dzutsev
- Laboratory of Integrative Cancer Immunology, Center for Cancer Research, NCI, NIH, Bethesda, MD 20892, USA
| | - Isaac Brownell
- Dermatology Branch, National Institute of Arthritis and Musculoskeletal and Skin Diseases, National Institutes of Health, Bethesda, MD 20892, USA
- Center for Immuno-Oncology, Center for Cancer Research, NCI, NIH, Bethesda, MD 20892, USA
| | - Giorgio Trinchieri
- Laboratory of Integrative Cancer Immunology, Center for Cancer Research, NCI, NIH, Bethesda, MD 20892, USA
| | - James L. Gulley
- Center for Immuno-Oncology, Center for Cancer Research, NCI, NIH, Bethesda, MD 20892, USA
| | - Heidi H. Kong
- Dermatology Branch, National Institute of Arthritis and Musculoskeletal and Skin Diseases, National Institutes of Health, Bethesda, MD 20892, USA
- Laboratory of Integrative Cancer Immunology, Center for Cancer Research, NCI, NIH, Bethesda, MD 20892, USA
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639
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Gwak HJ, Rho M. ViBE: a hierarchical BERT model to identify eukaryotic viruses using metagenome sequencing data. Brief Bioinform 2022; 23:6603436. [PMID: 35667011 DOI: 10.1093/bib/bbac204] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Revised: 05/02/2022] [Accepted: 05/04/2022] [Indexed: 11/13/2022] Open
Abstract
Viruses are ubiquitous in humans and various environments and continually mutate themselves. Identifying viruses in an environment without cultivation is challenging; however, promoting the screening of novel viruses and expanding the knowledge of viral space is essential. Homology-based methods that identify viruses using known viral genomes rely on sequence alignments, making it difficult to capture remote homologs of the known viruses. To accurately capture viral signals from metagenomic samples, models are needed to understand the patterns encoded in the viral genomes. In this study, we developed a hierarchical BERT model named ViBE to detect eukaryotic viruses from metagenome sequencing data and classify them at the order level. We pre-trained ViBE using read-like sequences generated from the virus reference genomes and derived three fine-tuned models that classify paired-end reads to orders for eukaryotic deoxyribonucleic acid viruses and eukaryotic ribonucleic acid viruses. ViBE achieved higher recall than state-of-the-art alignment-based methods while maintaining comparable precision. ViBE outperformed state-of-the-art alignment-free methods for all test cases. The performance of ViBE was also verified using real sequencing datasets, including the vaginal virome.
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Affiliation(s)
- Ho-Jin Gwak
- Department of Computer Science, Hanyang University, Seoul, Korea
| | - Mina Rho
- Department of Computer Science, Hanyang University, Seoul, Korea.,Department of Biomedical Informatics, Hanyang University, Seoul, Korea
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640
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Huang J, Zheng X, Kang W, Hao H, Mao Y, Zhang H, Chen Y, Tan Y, He Y, Zhao W, Yin Y. Metagenomic and metabolomic analyses reveal synergistic effects of fecal microbiota transplantation and anti-PD-1 therapy on treating colorectal cancer. Front Immunol 2022; 13:874922. [PMID: 35911731 PMCID: PMC9336524 DOI: 10.3389/fimmu.2022.874922] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2022] [Accepted: 06/27/2022] [Indexed: 11/13/2022] Open
Abstract
Anti-PD-1 immunotherapy has saved numerous lives of cancer patients; however, it only exerts efficacy in 10-15% of patients with colorectal cancer. Fecal microbiota transplantation (FMT) is a potential approach to improving the efficacy of anti-PD-1 therapy, whereas the detailed mechanisms and the applicability of this combination therapy remain unclear. In this study, we evaluated the synergistic effect of FMT with anti-PD-1 in curing colorectal tumor-bearing mice using a multi-omics approach. Mice treated with the combination therapy showed superior survival rate and tumor control, compared to the mice received anti-PD-1 therapy or FMT alone. Metagenomic analysis showed that composition of gut microbiota in tumor-bearing mice treated with anti-PD-1 therapy was remarkably altered through receiving FMT. Particularly, Bacteroides genus, including FMT-increased B. thetaiotaomicron, B. fragilis, and FMT-decreased B. ovatus might contribute to the enhanced efficacy of anti-PD-1 therapy. Furthermore, metabolomic analysis upon mouse plasma revealed several potential metabolites that upregulated after FMT, including punicic acid and aspirin, might promote the response to anti-PD-1 therapy via their immunomodulatory functions. This work broadens our understanding of the mechanism by which FMT improves the efficacy of anti-PD-1 therapy, which may contribute to the development of novel microbiota-based anti-cancer therapies.
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Affiliation(s)
- Jiayuan Huang
- School of Medicine, Shenzhen Campus of Sun Yat-Sen University, Shenzhen, China
| | - Xing Zheng
- Department of Research and Development, Shenzhen Xbiome Biotech Co. Ltd., Shenzhen, China
| | - Wanying Kang
- School of Medicine, Shenzhen Campus of Sun Yat-Sen University, Shenzhen, China
| | - Huaijie Hao
- Department of Research and Development, Shenzhen Xbiome Biotech Co. Ltd., Shenzhen, China
| | - Yudan Mao
- School of Medicine, Shenzhen Campus of Sun Yat-Sen University, Shenzhen, China
| | - Hua Zhang
- Guangdong Provincial Key Laboratory of Digestive Cancer Research, Digestive Diseases Center, The Seventh Affiliated Hospital, Sun Yat-Sen University, Shenzhen, China
| | - Yuan Chen
- School of Medicine, Shenzhen Campus of Sun Yat-Sen University, Shenzhen, China
| | - Yan Tan
- Department of Research and Development, Shenzhen Xbiome Biotech Co. Ltd., Shenzhen, China
| | - Yulong He
- School of Medicine, Shenzhen Campus of Sun Yat-Sen University, Shenzhen, China
- Guangdong Provincial Key Laboratory of Digestive Cancer Research, Digestive Diseases Center, The Seventh Affiliated Hospital, Sun Yat-Sen University, Shenzhen, China
| | - Wenjing Zhao
- School of Medicine, Shenzhen Campus of Sun Yat-Sen University, Shenzhen, China
- *Correspondence: Yiming Yin, ; Wenjing Zhao,
| | - Yiming Yin
- Department of Research and Development, Shenzhen Xbiome Biotech Co. Ltd., Shenzhen, China
- *Correspondence: Yiming Yin, ; Wenjing Zhao,
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641
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Sharon I, Quijada NM, Pasolli E, Fabbrini M, Vitali F, Agamennone V, Dötsch A, Selberherr E, Grau JH, Meixner M, Liere K, Ercolini D, de Filippo C, Caderni G, Brigidi P, Turroni S. The Core Human Microbiome: Does It Exist and How Can We Find It? A Critical Review of the Concept. Nutrients 2022; 14:nu14142872. [PMID: 35889831 PMCID: PMC9323970 DOI: 10.3390/nu14142872] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Revised: 07/06/2022] [Accepted: 07/08/2022] [Indexed: 11/16/2022] Open
Abstract
The core microbiome, which refers to a set of consistent microbial features across populations, is of major interest in microbiome research and has been addressed by numerous studies. Understanding the core microbiome can help identify elements that lead to dysbiosis, and lead to treatments for microbiome-related health states. However, defining the core microbiome is a complex task at several levels. In this review, we consider the current state of core human microbiome research. We consider the knowledge that has been gained, the factors limiting our ability to achieve a reliable description of the core human microbiome, and the fields most likely to improve that ability. DNA sequencing technologies and the methods for analyzing metagenomics and amplicon data will most likely facilitate higher accuracy and resolution in describing the microbiome. However, more effort should be invested in characterizing the microbiome’s interactions with its human host, including the immune system and nutrition. Other components of this holobiontic system should also be emphasized, such as fungi, protists, lower eukaryotes, viruses, and phages. Most importantly, a collaborative effort of experts in microbiology, nutrition, immunology, medicine, systems biology, bioinformatics, and machine learning is probably required to identify the traits of the core human microbiome.
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Affiliation(s)
- Itai Sharon
- Migal-Galilee Research Institute, P.O. Box 831, Kiryat Shmona 11016, Israel
- Faculty of Sciences and Technology, Tel-Hai Academic College, Upper Galilee 1220800, Israel
- Correspondence:
| | - Narciso Martín Quijada
- Unit of Food Microbiology, Institute of Food Safety, Food Technology and Veterinary Public Health, Department for Farm Animals and Veterinary Public Health, University of Veterinary Medicine Vienna, A-1210 Vienna, Austria; (N.M.Q.); (E.S.)
- Austrian Competence Centre for Feed and Food Quality, Safety and Innovation, FFoQSI GmbH, A-3430 Tulln an der Donau, Austria
| | - Edoardo Pasolli
- Department of Agricultural Sciences, Division of Microbiology, University of Naples Federico II, 80055 Portici, Italy; (E.P.); (D.E.)
- Task Force on Microbiome Studies, University of Naples Federico II, 80055 Portici, Italy
| | - Marco Fabbrini
- Unit of Microbiome Science and Biotechnology, Department of Pharmacy and Biotechnology, University of Bologna, 40126 Bologna, Italy; (M.F.); (S.T.)
- Microbiomics Unit, Department of Medical and Surgical Sciences, University of Bologna, 40138 Bologna, Italy;
| | - Francesco Vitali
- Institute of Agricultural Biology and Biotechnology (IBBA), National Research Council (CNR), Via Moruzzi 1, 56124 Pisa, Italy; (F.V.); (C.d.F.)
| | - Valeria Agamennone
- Microbiology and Systems Biology, Netherlands Organization for Applied Scientific Research (TNO), Utrechtseweg 48, 3704 HE Zeist, The Netherlands;
| | - Andreas Dötsch
- Department of Physiology and Biochemistry of Nutrition, Max Rubner-Institut (MRI)-Federal Research Institute of Nutrition and Food, 76131 Karlsruhe, Germany;
| | - Evelyne Selberherr
- Unit of Food Microbiology, Institute of Food Safety, Food Technology and Veterinary Public Health, Department for Farm Animals and Veterinary Public Health, University of Veterinary Medicine Vienna, A-1210 Vienna, Austria; (N.M.Q.); (E.S.)
| | - José Horacio Grau
- Amedes Genetics, Amedes Medizinische Dienstleistungen GmbH, 10117 Berlin, Germany; (J.H.G.); (M.M.); (K.L.)
- Center for Species Survival, Smithsonian Conservation Biology Institute, Washington, DC 20008, USA
| | - Martin Meixner
- Amedes Genetics, Amedes Medizinische Dienstleistungen GmbH, 10117 Berlin, Germany; (J.H.G.); (M.M.); (K.L.)
| | - Karsten Liere
- Amedes Genetics, Amedes Medizinische Dienstleistungen GmbH, 10117 Berlin, Germany; (J.H.G.); (M.M.); (K.L.)
| | - Danilo Ercolini
- Department of Agricultural Sciences, Division of Microbiology, University of Naples Federico II, 80055 Portici, Italy; (E.P.); (D.E.)
- Task Force on Microbiome Studies, University of Naples Federico II, 80055 Portici, Italy
| | - Carlotta de Filippo
- Institute of Agricultural Biology and Biotechnology (IBBA), National Research Council (CNR), Via Moruzzi 1, 56124 Pisa, Italy; (F.V.); (C.d.F.)
| | - Giovanna Caderni
- NEUROFARBA Department, Pharmacology and Toxicology Section, University of Florence, Viale Pieraccini 6, 50139 Florence, Italy;
| | - Patrizia Brigidi
- Microbiomics Unit, Department of Medical and Surgical Sciences, University of Bologna, 40138 Bologna, Italy;
| | - Silvia Turroni
- Unit of Microbiome Science and Biotechnology, Department of Pharmacy and Biotechnology, University of Bologna, 40126 Bologna, Italy; (M.F.); (S.T.)
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642
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Patel S, Tan J, Börner R, Zhang S, Priour S, Lima A, Ngom-Bru C, Cotter P, Duboux S. A temporal view of the water kefir microbiota and flavour attributes. INNOV FOOD SCI EMERG 2022. [DOI: 10.1016/j.ifset.2022.103084] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
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643
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Tomasi M, Caproni E, Benedet M, Zanella I, Giorgetta S, Dalsass M, König E, Gagliardi A, Fantappiè L, Berti A, Tamburini S, Croia L, Di Lascio G, Bellini E, Valensin S, Licata G, Sebastiani G, Dotta F, Armanini F, Cumbo F, Asnicar F, Blanco-Míguez A, Ruggiero E, Segata N, Grandi G, Grandi A. Outer Membrane Vesicles From The Gut Microbiome Contribute to Tumor Immunity by Eliciting Cross-Reactive T Cells. Front Oncol 2022; 12:912639. [PMID: 35847919 PMCID: PMC9281500 DOI: 10.3389/fonc.2022.912639] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2022] [Accepted: 05/20/2022] [Indexed: 12/03/2022] Open
Abstract
A growing body of evidence supports the notion that the gut microbiome plays an important role in cancer immunity. However, the underpinning mechanisms remain to be fully elucidated. One attractive hypothesis envisages that among the T cells elicited by the plethora of microbiome proteins a few exist that incidentally recognize neo-epitopes arising from cancer mutations (“molecular mimicry (MM)” hypothesis). To support MM, the human probiotic Escherichia coli Nissle was engineered with the SIINFEKL epitope (OVA-E.coli Nissle) and orally administered to C57BL/6 mice. The treatment with OVA-E.coli Nissle, but not with wild type E. coli Nissle, induced OVA-specific CD8+ T cells and inhibited the growth of tumors in mice challenged with B16F10 melanoma cells expressing OVA. The microbiome shotgun sequencing and the sequencing of TCRs from T cells recovered from both lamina propria and tumors provide evidence that the main mechanism of tumor inhibition is mediated by the elicitation at the intestinal site of cross-reacting T cells, which subsequently reach the tumor environment. Importantly, the administration of Outer Membrane Vesicles (OMVs) from engineered E. coli Nissle, as well as from E. coli BL21(DE3)ΔompA, carrying cancer-specific T cell epitopes also elicited epitope-specific T cells in the intestine and inhibited tumor growth. Overall, our data strengthen the important role of MM in tumor immunity and assign a novel function of OMVs in host-pathogen interaction. Moreover, our results pave the way to the exploitation of probiotics and OMVs engineered with tumor specific-antigens as personalized mucosal cancer vaccines.
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Affiliation(s)
- Michele Tomasi
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Elena Caproni
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Mattia Benedet
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy
- Toscana Life Sciences Foundation, Siena, Italy
| | - Ilaria Zanella
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Sebastiano Giorgetta
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Mattia Dalsass
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Enrico König
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy
- Toscana Life Sciences Foundation, Siena, Italy
| | | | | | - Alvise Berti
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Silvia Tamburini
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Lorenzo Croia
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Gabriele Di Lascio
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | | | | | - Giada Licata
- Diabetes Unit, Department of Medicine, Surgery and Neurosciences, University of Siena, Siena, Italy
- Fondazione Umberto Di Mario, c/o Toscana Life Sciences Foundation, Siena, Italy
| | - Guido Sebastiani
- Diabetes Unit, Department of Medicine, Surgery and Neurosciences, University of Siena, Siena, Italy
- Fondazione Umberto Di Mario, c/o Toscana Life Sciences Foundation, Siena, Italy
| | - Francesco Dotta
- Diabetes Unit, Department of Medicine, Surgery and Neurosciences, University of Siena, Siena, Italy
- Fondazione Umberto Di Mario, c/o Toscana Life Sciences Foundation, Siena, Italy
- Tuscany Centre for Precision Medicine (CReMeP), Siena, Italy
| | - Federica Armanini
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Fabio Cumbo
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Francesco Asnicar
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Aitor Blanco-Míguez
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Eliana Ruggiero
- Istituto di Ricovero e Cura a Carattere Scientifico (IRCSS) Ospedale San Raffaele, Milan, Italy
| | - Nicola Segata
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Guido Grandi
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy
- *Correspondence: Guido Grandi, ; Alberto Grandi,
| | - Alberto Grandi
- Toscana Life Sciences Foundation, Siena, Italy
- BiOMViS Srl, Siena, Italy
- *Correspondence: Guido Grandi, ; Alberto Grandi,
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644
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No Effect of Lactobacillus rhamnosus GG on Eradication of Colonization by Vancomycin-Resistant Enterococcus faecium or Microbiome Diversity in Hospitalized Adult Patients. Microbiol Spectr 2022; 10:e0234821. [PMID: 35475684 PMCID: PMC9241610 DOI: 10.1128/spectrum.02348-21] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
The purpose of this trial was to evaluate the efficacy of a 4-week supplementation of Lactobacillus rhamnosus GG (LGG) in eliminating the gastrointestinal carrier state of vancomycin-resistant Enterococcus faecium (VREfm) in hospitalized adults. The primary outcome of the study was the number of patients with cleared VREfm colonization after the 4-week intervention. Secondary outcomes were clearance of VREfm colonization at weeks 8, 16, and 24, number of VREfm infections (isolated from nonintestinal foci), and changes in fecal microbiome diversity after the intervention. The trial was a multicenter, randomized, double-blind, placebo-controlled trial in hospitalized adult VREfm carriers. Patients were enrolled and randomized to receive 60 billion CFU of LGG daily or placebo for 4 weeks. For a subgroup of patients, rectal swabs for VREfm were collected also at 8, 16, and 24 weeks and analyzed using shotgun metagenomics. Patients ingesting a minimum of 50% of the probiotic during the 4-week intervention were included in subsequent outcome analyses (48 of 81 patients). Twelve of 21 patients in the LGG group (57%) compared to 15 of 27 patients in the placebo group (56%) cleared their VREfm carriage. Eighteen patients completed the entire 24-week intervention with the same minimum compliancy. Of these, almost 90% in both groups cleared their VREfm carriage. We found a statistically significant difference between VREfm clearers and nonclearers regarding metronidazole and vancomycin usage as well as length of hospitalization after inclusion. The microbiome analyses revealed no significant difference in alpha diversity between the LGG and the placebo group. Beta diversity differed between the groups and the different time points. This study did not show an effect of LGG in eradication of VREfm after a 4-week intervention. IMPORTANCE Whereas other studies exploring the effect of L. rhamnosus in clearing VREfm from the intestine included children and adults, with a wider age range, our study consisted of a geriatric patient cohort. The natural clearance of VREfm in this study was almost 60% after 4 weeks, thus much higher than described previously. Also, this study characterizes the microbiome of VREfm patients in detail. This article showed no effect of the probiotic L. rhamnosus in clearing VREfm from the intestine of patients.
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645
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Bommana S, Richards G, Kama M, Kodimerla R, Jijakli K, Read TD, Dean D. Metagenomic Shotgun Sequencing of Endocervical, Vaginal, and Rectal Samples among Fijian Women with and without Chlamydia trachomatis Reveals Disparate Microbial Populations and Function across Anatomic Sites: a Pilot Study. Microbiol Spectr 2022; 10:e0010522. [PMID: 35579443 PMCID: PMC9241848 DOI: 10.1128/spectrum.00105-22] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2022] [Accepted: 04/20/2022] [Indexed: 11/20/2022] Open
Abstract
Chlamydia trachomatis is a sexually transmitted pathogen and a global public health concern. Little is known about the microbial composition and function across endocervical, vaginal, and rectal microbiomes in the context of C. trachomatis infection. We evaluated the microbiomes of 10 age-matched high-risk Fijian women with and without C. trachomatis using metagenomic shotgun sequencing (MSS). Lactobacillus iners and Lactobacillus crispatus dominated the vagina and endocervix of uninfected women. Species often found in higher relative abundance in bacterial vaginosis (BV)-Mageeibacillus indolicus, Prevotella spp., Sneathia spp., Gardnerella vaginalis, and Veillonellaceae spp.-were dominant in C. trachomatis-infected women. This combination of BV pathogens was unique to Pacific Islanders compared to previously studied groups. The C. trachomatis-infected endocervix had a higher diversity of microbiota and microbial profiles that were somewhat different from those of the vagina. However, community state type III (CST-III) and CST-IV predominated, reflecting pathogenic microbiota regardless of C. trachomatis infection status. Rectal microbiomes were dominated by Prevotella and Bacteroides, although four women had unique microbiomes with Gardnerella, Akkermansia, Bifidobacterium, and Brachyspira. A high level of microbial similarity across microbiomes in two C. trachomatis-infected women suggested intragenitorectal transmission. A number of metabolic pathways in the endocervix, driven by BV pathogens and C. trachomatis to meet nutritional requirements for survival/growth, 5-fold higher than that in the vagina indicated that endocervical microbial functions are likely more diverse and complex than those in the vagina. Our novel findings provide the impetus for larger prospective studies to interrogate microbial/microbiome interactions that promote C. trachomatis infection and better define the unique genitorectal microbiomes of Pacific Islanders. IMPORTANCE Chlamydia trachomatis is the primary cause of bacterial sexually transmitted infections worldwide, with a disturbing increase in annual rates. While there is a plethora of data on healthy and pathogenic vaginal microbiomes-defining microbial profiles and associations with sexually transmitted infections (STIs)-far fewer studies have similarly examined the endocervix or rectum. Further, vulnerable populations, such as Pacific Islanders, remain underrepresented in research. We investigated the microbial composition, structure, and function of these anatomic microbiomes using metagenomic shotgun sequencing among a Fijian cohort. We found, primarily among C. trachomatis-infected women, unique microbial profiles in endocervical, vaginal, and rectal microbiomes with an increased diversity and more complex microbial pathways in endocervical than vaginal microbiomes. Similarities in microbiome composition across sites for some women suggested intragenitorectal transmission. These novel insights into genitorectal microbiomes and their purported function require prospective studies to better define Pacific Islander microbiomes and microbial/microbiome interactions that promote C. trachomatis infection.
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Affiliation(s)
- Sankhya Bommana
- Department of Pediatrics, University of California San Francisco, Oakland, California, USA
| | - Gracie Richards
- Department of Pediatrics, University of California San Francisco, Oakland, California, USA
| | - Mike Kama
- Ministry of Health and Medical Services, Suva, Fiji
| | - Reshma Kodimerla
- Department of Pediatrics, University of California San Francisco, Oakland, California, USA
| | - Kenan Jijakli
- Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Timothy D. Read
- Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Deborah Dean
- Department of Pediatrics, University of California San Francisco, Oakland, California, USA
- Department of Medicine, University of California San Francisco, San Francisco, California, USA
- Department of Bioengineering, Joint Graduate Program, University of California San Francisco and University of California Berkeley, San Francisco, California, USA
- Bixby Center for Global Reproductive Health, University of California San Francisco, San Francisco, California, USA
- Benioff Center for Microbiome Medicine, University of California San Francisco, San Francisco, California, USA
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646
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Wang L, Wang Y, Huang X, Ma R, Li J, Wang F, Jiao N, Zhang R. Potential metabolic and genetic interaction among viruses, methanogen and methanotrophic archaea, and their syntrophic partners. ISME COMMUNICATIONS 2022; 2:50. [PMID: 37938729 PMCID: PMC9723712 DOI: 10.1038/s43705-022-00135-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/01/2021] [Revised: 05/30/2022] [Accepted: 06/15/2022] [Indexed: 04/27/2023]
Abstract
The metabolism of methane in anoxic ecosystems is mainly mediated by methanogens and methane-oxidizing archaea (MMA), key players in global carbon cycling. Viruses are vital in regulating their host fate and ecological function. However, our knowledge about the distribution and diversity of MMA viruses and their interactions with hosts is rather limited. Here, by searching metagenomes containing mcrA (the gene coding for the α-subunit of methyl-coenzyme M reductase) from a wide variety of environments, 140 viral operational taxonomic units (vOTUs) that potentially infect methanogens or methane-oxidizing archaea were retrieved. Four MMA vOTUs (three infecting the order Methanobacteriales and one infecting the order Methanococcales) were predicted to cross-domain infect sulfate-reducing bacteria. By facilitating assimilatory sulfur reduction, MMA viruses may increase the fitness of their hosts in sulfate-depleted anoxic ecosystems and benefit from synthesis of the sulfur-containing amino acid cysteine. Moreover, cell-cell aggregation promoted by MMA viruses may be beneficial for both the viruses and their hosts by improving infectivity and environmental stress resistance, respectively. Our results suggest a potential role of viruses in the ecological and environmental adaptation of methanogens and methane-oxidizing archaea.
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Affiliation(s)
- Long Wang
- State Key Laboratory of Marine Environmental Science, College of Ocean and Earth Sciences, Xiamen University, Xiamen, China
- Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), Zhuhai, China
| | - Yinzhao Wang
- State Key Laboratory of Microbial Metabolism, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, China
| | - Xingyu Huang
- State Key Laboratory of Marine Environmental Science, College of Ocean and Earth Sciences, Xiamen University, Xiamen, China
| | - Ruijie Ma
- State Key Laboratory of Marine Environmental Science, College of Ocean and Earth Sciences, Xiamen University, Xiamen, China
| | - Jiangtao Li
- State Key Laboratory of Marine Geology, Tongji University, Shanghai, China
| | - Fengping Wang
- State Key Laboratory of Microbial Metabolism, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, China
| | - Nianzhi Jiao
- State Key Laboratory of Marine Environmental Science, College of Ocean and Earth Sciences, Xiamen University, Xiamen, China
| | - Rui Zhang
- State Key Laboratory of Marine Environmental Science, College of Ocean and Earth Sciences, Xiamen University, Xiamen, China.
- Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), Zhuhai, China.
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647
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Spekker O, Váradi OA, Szekeres A, Jäger HY, Zink A, Berner M, Pany-Kucera D, Strondl L, Klostermann P, Samu L, Király K, Bereczki Z, Molnár E, Pálfi G, Tihanyi B. A rare case of calvarial tuberculosis from the Avar Age (8th century CE) cemetery of Kaba-Bitózug (Hajdú-Bihar county, Hungary) - Pathogenesis and differential diagnostic aspects. Tuberculosis (Edinb) 2022; 135:102226. [PMID: 35759869 DOI: 10.1016/j.tube.2022.102226] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Revised: 05/27/2022] [Accepted: 06/19/2022] [Indexed: 11/26/2022]
Abstract
The aim of our paper is to present and discuss in detail the bony changes indicative of tuberculosis (TB) that were identified in a skeleton (KB67), unearthed from grave 67 of the 8th-century-CE cemetery of Kaba-Bitózug (Hungary). Furthermore, to provide the differential diagnoses of the observed alterations, with special attention to the cranial osteolytic lesions. During the macro- and micromorphological examinations of KB67, the skull revealed three small, well-circumscribed, punched-out osteolytic lesions accompanied by endocranial granular impressions, abnormal blood vessel impressions, periosteal appositions, and cortical erosion. The postcranial skeleton exhibited osteolytic lesions, cortical remodelling and erosion, and signs of hypervascularisation in the spine. Based on the differential diagnosis of the cranial osteolytic lesions and their co-occurrence with endocranial and vertebral bony changes indicative of TB, they most likely resulted from tuberculous involvement of the frontal and left parietal bones. The morphologically established diagnosis was confirmed by a PCR analysis that provided evidence for the presence of Mycobacterium tuberculosis DNA in KB67. KB67, the first reported archaeological case with calvarial TB from the present-day territory of Hungary, gives us a unique insight into the occurrence of a rare manifestation of TB in the Avar Age of the Great Plain.
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Affiliation(s)
- Olga Spekker
- Department of Biological Anthropology, Institute of Biology, University of Szeged, Közép fasor 52, H-6726, Szeged, Hungary; Institute of Archaeological Sciences, Eötvös Loránd University, Múzeum körút 4/B, H-1088, Budapest, Hungary.
| | - Orsolya Anna Váradi
- Department of Biological Anthropology, Institute of Biology, University of Szeged, Közép fasor 52, H-6726, Szeged, Hungary; Department of Archaeogenetics, Institute of Hungarian Research, Úri utca 54-56, H-1014, Budapest, Hungary; Department of Microbiology, Institute of Biology, University of Szeged, Közép fasor 52, H-6726, Szeged, Hungary.
| | - András Szekeres
- Department of Microbiology, Institute of Biology, University of Szeged, Közép fasor 52, H-6726, Szeged, Hungary.
| | - Heidi Yoko Jäger
- Institute for Mummy Studies, Eurac Research, Viale Druso 1, I-39100, Bolzano, Italy.
| | - Albert Zink
- Institute for Mummy Studies, Eurac Research, Viale Druso 1, I-39100, Bolzano, Italy.
| | - Margit Berner
- Department of Anthropology, Natural History Museum Vienna, Burgring 7, A-1010, Vienna, Austria.
| | - Doris Pany-Kucera
- Department of Anthropology, Natural History Museum Vienna, Burgring 7, A-1010, Vienna, Austria.
| | - Liesa Strondl
- Department of Anthropology, Natural History Museum Vienna, Burgring 7, A-1010, Vienna, Austria.
| | - Paul Klostermann
- Department of Anthropology, Natural History Museum Vienna, Burgring 7, A-1010, Vienna, Austria.
| | - Levente Samu
- Institute of Archaeological Sciences, Eötvös Loránd University, Múzeum körút 4/B, H-1088, Budapest, Hungary.
| | - Kitty Király
- Department of Biological Anthropology, Institute of Biology, University of Szeged, Közép fasor 52, H-6726, Szeged, Hungary.
| | - Zsolt Bereczki
- Department of Biological Anthropology, Institute of Biology, University of Szeged, Közép fasor 52, H-6726, Szeged, Hungary.
| | - Erika Molnár
- Department of Biological Anthropology, Institute of Biology, University of Szeged, Közép fasor 52, H-6726, Szeged, Hungary.
| | - György Pálfi
- Department of Biological Anthropology, Institute of Biology, University of Szeged, Közép fasor 52, H-6726, Szeged, Hungary.
| | - Balázs Tihanyi
- Department of Biological Anthropology, Institute of Biology, University of Szeged, Közép fasor 52, H-6726, Szeged, Hungary; Department of Archaeogenetics, Institute of Hungarian Research, Úri utca 54-56, H-1014, Budapest, Hungary.
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648
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Balaji A, Kille B, Kappell AD, Godbold GD, Diep M, Elworth RAL, Qian Z, Albin D, Nasko DJ, Shah N, Pop M, Segarra S, Ternus KL, Treangen TJ. SeqScreen: accurate and sensitive functional screening of pathogenic sequences via ensemble learning. Genome Biol 2022; 23:133. [PMID: 35725628 PMCID: PMC9208262 DOI: 10.1186/s13059-022-02695-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Accepted: 05/25/2022] [Indexed: 11/10/2022] Open
Abstract
The COVID-19 pandemic has emphasized the importance of accurate detection of known and emerging pathogens. However, robust characterization of pathogenic sequences remains an open challenge. To address this need we developed SeqScreen, which accurately characterizes short nucleotide sequences using taxonomic and functional labels and a customized set of curated Functions of Sequences of Concern (FunSoCs) specific to microbial pathogenesis. We show our ensemble machine learning model can label protein-coding sequences with FunSoCs with high recall and precision. SeqScreen is a step towards a novel paradigm of functionally informed synthetic DNA screening and pathogen characterization, available for download at www.gitlab.com/treangenlab/seqscreen .
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Affiliation(s)
- Advait Balaji
- Department of Computer Science, Rice University, Houston, TX, USA
| | - Bryce Kille
- Department of Computer Science, Rice University, Houston, TX, USA
| | - Anthony D Kappell
- Signature Science, LLC, 8329 North Mopac Expressway, Austin, TX, USA
| | - Gene D Godbold
- Signature Science, LLC, 1670 Discovery Drive, Charlottesville, VA, USA
| | - Madeline Diep
- Fraunhofer USA Center Mid-Atlantic CMA, Riverdale, MD, USA
| | - R A Leo Elworth
- Department of Computer Science, Rice University, Houston, TX, USA
| | - Zhiqin Qian
- Department of Computer Science, Rice University, Houston, TX, USA
| | - Dreycey Albin
- Department of Computer Science, Rice University, Houston, TX, USA
| | - Daniel J Nasko
- Department of Computer Science, University of Maryland, College Park, MD, USA
| | - Nidhi Shah
- Department of Computer Science, University of Maryland, College Park, MD, USA
| | - Mihai Pop
- Department of Computer Science, University of Maryland, College Park, MD, USA
| | - Santiago Segarra
- Department of Electrical and Computer Engineering, Rice University, Houston, TX, USA
| | - Krista L Ternus
- Signature Science, LLC, 8329 North Mopac Expressway, Austin, TX, USA.
| | - Todd J Treangen
- Department of Computer Science, Rice University, Houston, TX, USA.
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649
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Wang K, Gao P, Geng L, Liu C, Zhang J, Shu C. Lignocellulose degradation in Protaetia brevitarsis larvae digestive tract: refining on a tightly designed microbial fermentation production line. MICROBIOME 2022; 10:90. [PMID: 35698170 PMCID: PMC9195238 DOI: 10.1186/s40168-022-01291-2] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Accepted: 05/16/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND The Scarabaeidae insect Protaetia brevitarsis (PB) has recently gained increasing research interest as a resource insect because its larvae can effectively convert decaying organic matter to plant growth-promoting frass with a high humic acid content and produce healthy, nutritional insect protein sources. Lignocellulose is the main component of PB larvae (PBL) feed, but PB genome annotation shows that PBL carbohydrate-active enzymes are not able to complete the lignocellulose degradation process. Thus, the mechanism by which PBL efficiently degrade lignocellulose is worthy of further study. RESULTS Herein, we used combined host genomic and gut metagenomic datasets to investigate the lignocellulose degradation activity of PBL, and a comprehensive reference catalog of gut microbial genes and host gut transcriptomic genes was first established. We characterized a gene repertoire comprising highly abundant and diversified lignocellulose-degrading enzymes and demonstrated that there was unique teamwork between PBL and their gut bacterial microbiota for efficient lignocellulose degradation. PBL selectively enriched lignocellulose-degrading microbial species, mainly from Firmicutes and Bacteroidetes, which are capable of producing a broad array of cellulases and hemicellulases, thus playing a major role in lignocellulosic biomass degradation. In addition, most of the lignocellulose degradation-related module sequences in the PBL microbiome were novel. PBL provide organic functional complementarity for lignocellulose degradation via their evolved strong mouthparts, alkaline midgut, and mild stable hindgut microenvironment to facilitate lignocellulosic biomass grinding, dissolving, and symbiotic microbial fermentation, respectively. CONCLUSIONS This work shows that PBL are a promising model to study lignocellulose degradation, which can provide highly abundant novel enzymes and relevant lignocellulose-degrading bacterial strains for biotechnological biomass conversion industries. The unique teamwork between PBL and their gut symbiotic bacterial microbiota for efficient lignocellulose degradation will expand the knowledge of holobionts and open a new beginning in the theory of holobionts. Video Abstract.
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Affiliation(s)
- Kui Wang
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing, 100193 China
| | - Peiwen Gao
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing, 100193 China
| | - Lili Geng
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing, 100193 China
| | - Chunqin Liu
- Hebei Key Laboratory of Soil Entomology, Cangzhou Academy of Agricultural and Forestry Sciences, Cangzhou, 061001 China
| | - Jie Zhang
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing, 100193 China
| | - Changlong Shu
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing, 100193 China
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650
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Deutsch L, Debevec T, Millet GP, Osredkar D, Opara S, Šket R, Murovec B, Mramor M, Plavec J, Stres B. Urine and Fecal 1H-NMR Metabolomes Differ Significantly between Pre-Term and Full-Term Born Physically Fit Healthy Adult Males. Metabolites 2022; 12:metabo12060536. [PMID: 35736470 PMCID: PMC9228004 DOI: 10.3390/metabo12060536] [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: 04/29/2022] [Revised: 05/30/2022] [Accepted: 06/02/2022] [Indexed: 12/04/2022] Open
Abstract
Preterm birth (before 37 weeks gestation) accounts for ~10% of births worldwide and remains one of the leading causes of death in children under 5 years of age. Preterm born adults have been consistently shown to be at an increased risk for chronic disorders including cardiovascular, endocrine/metabolic, respiratory, renal, neurologic, and psychiatric disorders that result in increased death risk. Oxidative stress was shown to be an important risk factor for hypertension, metabolic syndrome and lung disease (reduced pulmonary function, long-term obstructive pulmonary disease, respiratory infections, and sleep disturbances). The aim of this study was to explore the differences between preterm and full-term male participants' levels of urine and fecal proton nuclear magnetic resonance (1H-NMR) metabolomes, during rest and exercise in normoxia and hypoxia and to assess general differences in human gut-microbiomes through metagenomics at the level of taxonomy, diversity, functional genes, enzymatic reactions, metabolic pathways and predicted gut metabolites. Significant differences existed between the two groups based on the analysis of 1H-NMR urine and fecal metabolomes and their respective metabolic pathways, enabling the elucidation of a complex set of microbiome related metabolic biomarkers, supporting the idea of distinct host-microbiome interactions between the two groups and enabling the efficient classification of samples; however, this could not be directed to specific taxonomic characteristics.
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Affiliation(s)
- Leon Deutsch
- Department of Animal Science, Biotechnical Faculty, University of Ljubljana, SI-1000 Ljubljana, Slovenia; (L.D.); (S.O.)
| | - Tadej Debevec
- Faculty of Sports, University of Ljubljana, SI-1000 Ljubljana, Slovenia;
- Department of Automation, Biocybernetics and Robotics, Jožef Stefan Institute, SI-1000 Ljubljana, Slovenia
| | - Gregoire P. Millet
- Institute of Sport Sciences, University of Lausanne, CH-1015 Lausanne, Switzerland;
| | - Damjan Osredkar
- Department of Pediatric Neurology, University Children’s Hospital, University Medical Centre Ljubljana, SI-1000 Ljubljana, Slovenia;
- Faculty of Medicine, University of Ljubljana, SI-1000 Ljubljana, Slovenia
| | - Simona Opara
- Department of Animal Science, Biotechnical Faculty, University of Ljubljana, SI-1000 Ljubljana, Slovenia; (L.D.); (S.O.)
| | - Robert Šket
- Institute for Special Laboratory Diagnostics, University Children’s Hospital, University Medical Centre Ljubljana, SI-1000 Ljubljana, Slovenia;
| | - Boštjan Murovec
- Faculty of Electrical Engineering, University of Ljubljana, Jamova 2, SI-1000 Ljubljana, Slovenia;
| | - Minca Mramor
- Department of Infectious Diseases, University Medical Centre Ljubljana, SI-1000 Ljubljana, Slovenia;
| | - Janez Plavec
- National Institute of Chemistry, NMR Center, SI-1000 Ljubljana, Slovenia;
| | - Blaz Stres
- Department of Animal Science, Biotechnical Faculty, University of Ljubljana, SI-1000 Ljubljana, Slovenia; (L.D.); (S.O.)
- Department of Automation, Biocybernetics and Robotics, Jožef Stefan Institute, SI-1000 Ljubljana, Slovenia
- Institute of Sanitary Engineering, Faculty of Civil and Geodetic Engineering, University of Ljubljana, SI-1000 Ljubljana, Slovenia
- Correspondence: ; Tel.: +386-4156-7633
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