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Han X, Ma P, Liu C, Yao C, Yi Y, Du Z, Liu P, Zhang M, Xu J, Meng X, Liu Z, Wang W, Ren R, Xie L, Han X, Xiao K. Pathogenic profiles and lower respiratory tract microbiota in severe pneumonia patients using metagenomic next-generation sequencing. ADVANCED BIOTECHNOLOGY 2025; 3:13. [PMID: 40279015 PMCID: PMC12031718 DOI: 10.1007/s44307-025-00064-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/01/2024] [Revised: 03/15/2025] [Accepted: 03/29/2025] [Indexed: 04/26/2025]
Abstract
INTRODUCTION The homeostatic balance of the lung microbiota is important for the maintenance of normal physiological function of the lung, but its role in pathological processes such as severe pneumonia is poorly understood. METHODS We screened 34 patients with community-acquired pneumonia (CAP) and 12 patients with hospital-acquired pneumonia (HAP), all of whom were admitted to the respiratory intensive care unit. Clinical samples, including bronchoalveolar lavage fluid (BALF), sputum, peripheral blood, and tissue specimens, were collected along with traditional microbiological test results, routine clinical test data, and clinical treatment information. The pathogenic spectrum of lower respiratory tract pathogens in critically ill respiratory patients was characterized through metagenomic next-generation sequencing (mNGS). Additionally, we analyzed the composition of the commensal microbiota and its correlation with clinical characteristics. RESULTS The sensitivity of the mNGS test for pathogens was 92.2% and the specificity 71.4% compared with the clinical diagnosis of the patients. Using mNGS, we detected more fungi and viruses in the lower respiratory tract of CAP-onset severe pneumonia patients, whereas bacterial species were predominant in HAP-onset patients. On the other hand, using mNGS data, commensal microorganisms such as Fusobacterium yohimbe were observed in the lower respiratory tract of patients with HAP rather than those with CAP, and most of these commensal microorganisms were associated with hospitalization or the staying time in ICU, and were significantly and positively correlated with the total length of stay. CONCLUSION mNGS can be used to effectively identify pathogenic pathogens or lower respiratory microbiome associated with pulmonary infectious diseases, playing a crucial role in the early and accurate diagnosis of these conditions. Based on the findings of this study, it is possible that a novel set of biomarkers and predictive models could be developed in the future to efficiently identify the cause and prognosis of patients with severe pneumonia.
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Affiliation(s)
- Xinjie Han
- College of Pulmonary & Critical Care Medicine, 8th Medical Center of Chinese PLA General Hospital, Beijing, China
- Chinese PLA Medical School, Beijing, China
| | - Peng Ma
- MatriDx Biotechnology Co., Ltd, Hangzhou, China
| | - Chang Liu
- College of Pulmonary & Critical Care Medicine, 8th Medical Center of Chinese PLA General Hospital, Beijing, China
- School of Medicine, Nankai University, Tianjin, China
| | - Chen Yao
- College of Pulmonary & Critical Care Medicine, 8th Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Yaxing Yi
- MatriDx Biotechnology Co., Ltd, Hangzhou, China
| | - Zhenshan Du
- MatriDx Biotechnology Co., Ltd, Hangzhou, China
| | - Pengfei Liu
- College of Pulmonary & Critical Care Medicine, 8th Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Minlong Zhang
- College of Pulmonary & Critical Care Medicine, 8th Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Jianqiao Xu
- College of Pulmonary & Critical Care Medicine, 8th Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Xiaoyun Meng
- Department of Urology, 8th Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Zidan Liu
- MatriDx Biotechnology Co., Ltd, Hangzhou, China
| | - Weijia Wang
- MatriDx Biotechnology Co., Ltd, Hangzhou, China
| | - Ruotong Ren
- MatriDx Biotechnology Co., Ltd, Hangzhou, China
- Foshan Branch, Institute of Biophysics, Chinese Academy of Sciences, Beijing, China
| | - Lixin Xie
- College of Pulmonary & Critical Care Medicine, 8th Medical Center of Chinese PLA General Hospital, Beijing, China.
| | - Xu Han
- MatriDx Biotechnology Co., Ltd, Hangzhou, China.
| | - Kun Xiao
- College of Pulmonary & Critical Care Medicine, 8th Medical Center of Chinese PLA General Hospital, Beijing, China.
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Stankovic MM. Lung Microbiota: From Healthy Lungs to Development of Chronic Obstructive Pulmonary Disease. Int J Mol Sci 2025; 26:1403. [PMID: 40003871 PMCID: PMC11854937 DOI: 10.3390/ijms26041403] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2024] [Revised: 01/26/2025] [Accepted: 01/28/2025] [Indexed: 02/27/2025] Open
Abstract
Lung health is dependent on a complex picture of the lung microbiota composed of bacteriobiota, mycobiota, and virome. The studies have demonstrated that the lung microbiota has a crucial role in host protection by regulating innate and adaptive lung immunity. Chronic obstructive pulmonary disease (COPD) is an inflammatory lung disease featuring changed microbiota composition and diversity, known as a dysbiosis. The lung dysbiosis increases with the progress of COPD and during exacerbation. Two models of dysbiosis have been proposed: dysbiosis and inflammation cycles and the disturbance of bacterial interactome. Still, it is unknown if the driving factor of the pathogenesis of COPD belongs to the host or microbiota. Recently, host-microbiota and microbe-microbe interactions have been highlighted in COPD, but the mechanisms behind these interactions need further exploration. The function of the gut-lung axis is crucial for the maintenance of lung health and is affected in COPD. The application of probiotics has resulted in host-beneficial effects, and it is likely that future progress in this field will aid in the therapy of COPD. In this review, the composition of the lung microbiota, molecular mechanisms, and clinical aspects relating to host and microbiota in health and COPD are comprehensively provided.
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Affiliation(s)
- Marija M Stankovic
- Group for Molecular Biology, Institute of Molecular Genetics and Genetic Engineering, University of Belgrade, 11042 Belgrade, Serbia
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Weaver D, Gago S, Bassetti M, Giacobbe DR, Prattes J, Hoenigl M, Reizine F, Guegan H, Gangneux JP, Bromley MJ, Bowyer P. Mycobiome analyses of critically ill COVID-19 patients. Microbiol Spectr 2025; 13:e0411023. [PMID: 39699254 PMCID: PMC11792475 DOI: 10.1128/spectrum.04110-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2023] [Accepted: 07/07/2024] [Indexed: 12/20/2024] Open
Abstract
Coronavirus disease 2019 (COVID-19)-associated pulmonary aspergillosis (CAPA) is a life-threatening complication in patients with severe COVID-19. Previously, acute respiratory distress syndrome in patients with COVID-19 has been associated with lung fungal dysbiosis, evidenced by reduced microbial diversity and Candida colonization. Increased fungal burden in the lungs of critically ill COVID-19 patients is linked to prolonged mechanical ventilation and increased mortality. However, specific mycobiome signatures associated with severe COVID-19 in the context of survival and antifungal drug prophylaxis have not yet been determined, and such knowledge could have an important impact on treatment. To understand the composition of the respiratory mycobiome in critically ill COVID-19 patients with and without CAPA and the impact of antifungal use in patient outcome, we performed a multinational study of 39 COVID-19 patients in intensive care units (ICUs). Respiratory mycobiome was profiled using internal transcribed spacer 1 sequencing, and Aspergillus fumigatus burden was further validated using quantitative PCR. Fungal communities were investigated using alpha diversity, beta diversity, taxa predominance, and taxa abundances. Respiratory mycobiomes of COVID-19 patients were dominated by Candida and Aspergillus. There was no significant association with corticosteroid use or CAPA diagnosis and respiratory fungal communities. Increased A. fumigatus burden was associated with mortality and, the use of azoles at ICU admission was linked with an absence of A. fumigatus. Our findings suggest that mold-active antifungal treatment at ICU admission may be linked with reduced A. fumigatus-associated mortality in severe COVID-19. However, further studies are warranted on this topic.IMPORTANCEInvasive fungal infections are a serious complication affecting up to a third of patients with severe COVID-19. Nevertheless, our understanding of the fungal communities in the lungs during critically ill COVID-19 remains limited. Evidence suggests a higher fungal burden is associated with prolonged ventilation and higher mortality, although the particular organisms responsible for this link are unclear. Antifungal prophylaxis may be beneficial for reducing the burden of fungal co-infections in COVID-19 intensive care. However, the composition of the fungal microbiome in severe COVID-19 in relation to prophylactic antifungals, as well as how this is associated with survival outcomes, is yet to be studied. Our study provides insights into the lung fungal microbiome in severe COVID-19 and has found antifungal treatment to be associated with lower Aspergillus fumigatus burden and that higher levels of this pathogen are associated with mortality. Therefore, our study suggests mold-active antifungal prophylaxis may be beneficial in severe COVID-19.
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Affiliation(s)
| | - Sara Gago
- University of Manchester, Manchester, United Kingdom
| | - Matteo Bassetti
- Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
- Infectious Diseases Unit, IRCCS San Martino Polyclinic Hospital, Genoa, Italy
| | - Daniele Roberto Giacobbe
- Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
- Infectious Diseases Unit, IRCCS San Martino Polyclinic Hospital, Genoa, Italy
| | - Juergen Prattes
- Division of Infectious Diseases, Medical University of Graz, Graz, Austria
| | - Martin Hoenigl
- Division of Infectious Diseases, Medical University of Graz, Graz, Austria
- Biotech Med, Graz, Austria
- Translational Medical Mycology Research Unit, ECMM Excellence Center for Medical Mycology, Medical University of Graz, Graz, Austria
| | - Florian Reizine
- Medical Intensive Care Unit, Centre Hospitalier Universitaire de Rennes, Rennes, France
| | - Hélène Guegan
- CHU Rennes, Inserm, EHESP, Institut de Recherche en Santé, Environnement et Travail (IRSET), Université de Rennes, Rennes, France
- Centre Hospitalier Universitaire de Rennes, Laboratoire de Parasitologie-Mycologie, Centre National de Référence Mycoses et Antifongiques-Laboratoire Associé Asp-C, European Excellence Center for Medical Mycology (ECMM), Rennes, France
| | - Jean-Pierre Gangneux
- CHU Rennes, Inserm, EHESP, Institut de Recherche en Santé, Environnement et Travail (IRSET), Université de Rennes, Rennes, France
- Centre Hospitalier Universitaire de Rennes, Laboratoire de Parasitologie-Mycologie, Centre National de Référence Mycoses et Antifongiques-Laboratoire Associé Asp-C, European Excellence Center for Medical Mycology (ECMM), Rennes, France
| | | | - Paul Bowyer
- University of Manchester, Manchester, United Kingdom
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Esteban V, Gilabert P, Ferrer C, Gálvez B, Chiner E, Colom MF. Affinity of Malassezia and Other Yeasts for Pulmonary Lipids. Mycopathologia 2024; 190:1. [PMID: 39644437 PMCID: PMC11625056 DOI: 10.1007/s11046-024-00910-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2024] [Accepted: 11/18/2024] [Indexed: 12/09/2024]
Abstract
Pulmonary surfactant, the primary substance lining the epithelium of the human Lower Respiratory Tract (LRT), is rich in lipids, with dipalmitoyl-phosphatidylcholine (DPPC) being the most abundant. Although surfactants are known to have antifungal activity against some yeast species, the significant presence of species like Malassezia restricta in the lung mycobiome suggests that these yeasts may exhibit some level of lipo-tolerance or even lipo-affinity for pulmonary lipids. This study explored the affinity and tolerance of yeasts, identified as significant members of the lung microbiome, to pulmonary lipids through culture-based methods. Eleven species from the genera Malassezia, Candida (including the new genera Nakaseomyces and Meyerozyma), and Cryptococcus were tested for their growth on media containing pulmonary lipids such as DPPC and commercial porcine surfactant and in other culture medium that contain non-pulmonary lipids such as glycerol monostearate and tweens. The yeasts' lipo-affinity or lipo-tolerance was assessed based on their growth on these lipids compared to standard media, specifically Modified Leeming Notman Agar (MLNA) for Malassezia species and Sabouraud Dextrose Agar (SDA) for the other genera. The addition of DPPC or surfactant to the media enhanced the growth of most Malassezia yeasts and some Cryptococcus species. C. parapsilosis, Meyerozyma guilliermondii and Cryptococcus neoformans s.s. showed similar growth to that on the standard media, while the other yeasts primarily demonstrated lipo-tolerance without lipo-affinity for these compounds. To our knowledge, this is the first report on the influence of pulmonary lipids on the in vitro growth of Malassezia spp. and other yeast members of the lung mycobiome. Some yeasts, such as Malassezia restricta, commonly found in the lower respiratory tract (LRT), exhibit specific affinity for lung lipids like DPPC and commercial porcine surfactant. This finding suggests that lung lipids may play a significant role in shaping the LRT mycobiome.
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Affiliation(s)
- Violeta Esteban
- Department of Respiratory Medicine, San Juan de Alicante University Hospital, 03550, Alicante, Spain.
| | - Pablo Gilabert
- Medical Mycology Laboratory, Department of Plant Production and Microbiology, Institute for Healthcare and Biomedical Research of Alicante (ISABIAL), University Miguel Hernández, Campus of San Juan de Alicante, 03550, Alicante, Spain
| | - Consuelo Ferrer
- Medical Mycology Laboratory, Department of Plant Production and Microbiology, Institute for Healthcare and Biomedical Research of Alicante (ISABIAL), University Miguel Hernández, Campus of San Juan de Alicante, 03550, Alicante, Spain
| | - Beatriz Gálvez
- Department of Respiratory Medicine, Vinalopó University Hospital, 03293, Elche, Alicante, Spain
| | - Eusebi Chiner
- Department of Respiratory Medicine, San Juan de Alicante University Hospital, 03550, Alicante, Spain
| | - María Francisca Colom
- Medical Mycology Laboratory, Department of Plant Production and Microbiology, Institute for Healthcare and Biomedical Research of Alicante (ISABIAL), University Miguel Hernández, Campus of San Juan de Alicante, 03550, Alicante, Spain.
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5
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Jaggi TK, Agarwal R, Tiew PY, Shah A, Lydon EC, Hage CA, Waterer GW, Langelier CR, Delhaes L, Chotirmall SH. Fungal lung disease. Eur Respir J 2024; 64:2400803. [PMID: 39362667 PMCID: PMC11602666 DOI: 10.1183/13993003.00803-2024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2024] [Accepted: 09/13/2024] [Indexed: 10/05/2024]
Abstract
Fungal lung disease encompasses a wide spectrum of organisms and associated clinical conditions, presenting a significant global health challenge. The type and severity of disease are determined by underlying host immunity and infecting fungal strain. The most common group of diseases are associated with the filamentous fungus Aspergillus species and include allergic bronchopulmonary aspergillosis, sensitisation, aspergilloma and chronic and invasive pulmonary aspergillosis. Fungal lung disease remains epidemiologically heterogenous and is influenced by geography, environment and host comorbidities. Diagnostic modalities continue to evolve and now include novel molecular assays and biomarkers; however, persisting challenges include achieving rapid and accurate diagnosis, particularly in resource-limited settings, and in differentiating fungal infection from other pulmonary conditions. Treatment strategies for fungal lung diseases rely mainly on antifungal agents but the emergence of drug-resistant strains poses a substantial global threat and adds complexity to existing therapeutic challenges. Emerging antifungal agents and increasing insight into the lung mycobiome may offer fresh and personalised approaches to diagnosis and treatment. Innovative methodologies are required to mitigate drug resistance and the adverse effects of treatment. This state-of-the-art review describes the current landscape of fungal lung disease, highlighting key clinical insights, current challenges and emerging approaches for its diagnosis and treatment.
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Affiliation(s)
- Tavleen Kaur Jaggi
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
| | - Ritesh Agarwal
- Department of Pulmonary Medicine, Postgraduate Institute of Medical Education and Research, Chandigarh, India
| | - Pei Yee Tiew
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
- Department of Respiratory and Critical Care Medicine, Singapore General Hospital, Singapore, Singapore
- Duke-NUS Medical School, Singapore, Singapore
| | - Anand Shah
- Department of Respiratory Medicine, Royal Brompton and Harefield Hospitals, Guy's and St Thomas' NHS Foundation Trust, London, UK
- MRC Centre of Global Infectious Disease Analysis, School of Public Health, Imperial College London, London, UK
| | - Emily C Lydon
- Division of Infectious Diseases, Department of Medicine, University of California San Francisco, San Francisco, CA, USA
| | - Chadi A Hage
- Pulmonary, Allergy and Critical Care Medicine, University of Pittsburgh,Pittsburgh, PA, USA
- Lung Transplant, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Grant W Waterer
- University of Western Australia, Royal Perth Hospital, Perth, Australia
| | - Charles R Langelier
- Division of Infectious Diseases, Department of Medicine, University of California San Francisco, San Francisco, CA, USA
- Chan Zuckerberg Biohub, San Francisco, CA, USA
| | - Laurence Delhaes
- Univ. Bordeaux, Centre de Recherche Cardio-Thoracique de Bordeaux, U1045, Bordeaux, France
- CHU de Bordeaux: Laboratoire de Parasitologie-Mycologie, CNR des Aspergilloses Chroniques, Univ. Bordeaux, FHU ACRONIM, Bordeaux, France
| | - Sanjay H Chotirmall
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
- Department of Respiratory and Critical Care Medicine, Tan Tock Seng Hospital, Singapore, Singapore
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Katsoulis O, Pitts OR, Singanayagam A. The airway mycobiome and interactions with immunity in health and chronic lung disease. OXFORD OPEN IMMUNOLOGY 2024; 5:iqae009. [PMID: 39206335 PMCID: PMC11357796 DOI: 10.1093/oxfimm/iqae009] [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: 01/30/2024] [Revised: 07/07/2024] [Accepted: 07/15/2024] [Indexed: 09/04/2024] Open
Abstract
The existence of commensal fungi that reside within the respiratory tract, termed the airway mycobiome, has only recently been discovered. Studies are beginning to characterize the spectrum of fungi that inhabit the human upper and lower respiratory tract but heterogeneous sampling and analysis techniques have limited the generalizability of findings to date. In this review, we discuss existing studies that have examined the respiratory mycobiota in healthy individuals and in those with inflammatory lung conditions such as asthma, chronic obstructive pulmonary disease and cystic fibrosis. Associations between specific fungi and features of disease pathogenesis are emerging but the precise functional consequences imparted by mycobiota upon the immune system remain poorly understood. It is imperative that further research is conducted in this important area as a more detailed understanding could facilitate the development of novel approaches to manipulating the mycobiome for therapeutic benefit.
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Affiliation(s)
- Orestis Katsoulis
- Centre for Bacterial Resistance Biology, Department of Infectious Disease, Imperial College London, London SW7 2DD, UK
| | - Oliver R Pitts
- Centre for Bacterial Resistance Biology, Department of Infectious Disease, Imperial College London, London SW7 2DD, UK
| | - Aran Singanayagam
- Centre for Bacterial Resistance Biology, Department of Infectious Disease, Imperial College London, London SW7 2DD, UK
- National Heart and Lung Institute, Imperial College London, London SW7 2DD, UK
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Bényei ÉB, Nazeer RR, Askenasy I, Mancini L, Ho PM, Sivarajan GAC, Swain JEV, Welch M. The past, present and future of polymicrobial infection research: Modelling, eavesdropping, terraforming and other stories. Adv Microb Physiol 2024; 85:259-323. [PMID: 39059822 DOI: 10.1016/bs.ampbs.2024.04.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/28/2024]
Abstract
Over the last two centuries, great advances have been made in microbiology as a discipline. Much of this progress has come about as a consequence of studying the growth and physiology of individual microbial species in well-defined laboratory media; so-called "axenic growth". However, in the real world, microbes rarely live in such "splendid isolation" (to paraphrase Foster) and more often-than-not, share the niche with a plethora of co-habitants. The resulting interactions between species (and even between kingdoms) are only very poorly understood, both on a theoretical and experimental level. Nevertheless, the last few years have seen significant progress, and in this review, we assess the importance of polymicrobial infections, and show how improved experimental traction is advancing our understanding of these. A particular focus is on developments that are allowing us to capture the key features of polymicrobial infection scenarios, especially as those associated with the human airways (both healthy and diseased).
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Affiliation(s)
| | | | - Isabel Askenasy
- Department of Biochemistry, Tennis Court Road, Cambridge, United Kingdom
| | - Leonardo Mancini
- Department of Biochemistry, Tennis Court Road, Cambridge, United Kingdom
| | - Pok-Man Ho
- Department of Biochemistry, Tennis Court Road, Cambridge, United Kingdom
| | | | - Jemima E V Swain
- Department of Biochemistry, Tennis Court Road, Cambridge, United Kingdom
| | - Martin Welch
- Department of Biochemistry, Tennis Court Road, Cambridge, United Kingdom.
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Nenciarini S, Renzi S, di Paola M, Meriggi N, Cavalieri D. Ascomycetes yeasts: The hidden part of human microbiome. WIREs Mech Dis 2024; 16:e1641. [PMID: 38228159 DOI: 10.1002/wsbm.1641] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2023] [Revised: 12/17/2023] [Accepted: 12/19/2023] [Indexed: 01/18/2024]
Abstract
The fungal component of the microbiota, the mycobiota, has been neglected for a long time due to its poor richness compared to bacteria. Limitations in fungal detection and taxonomic identification arise from using metagenomic approaches, often borrowed from bacteriome analyses. However, the relatively recent discoveries of the ability of fungi to modulate the host immune response and their involvement in human diseases have made mycobiota a fundamental component of the microbial communities inhabiting the human host, deserving some consideration in host-microbe interaction studies and in metagenomics. Here, we reviewed recent data on the identification of yeasts of the Ascomycota phylum across human body districts, focusing on the most representative genera, that is, Saccharomyces and Candida. Then, we explored the key factors involved in shaping the human mycobiota across the lifespan, ranging from host genetics to environment, diet, and lifestyle habits. Finally, we discussed the strengths and weaknesses of culture-dependent and independent methods for mycobiota characterization. Overall, there is still room for some improvements, especially regarding fungal-specific methodological approaches and bioinformatics challenges, which are still critical steps in mycobiota analysis, and to advance our knowledge on the role of the gut mycobiota in human health and disease. This article is categorized under: Immune System Diseases > Genetics/Genomics/Epigenetics Immune System Diseases > Environmental Factors Infectious Diseases > Environmental Factors.
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Affiliation(s)
| | - Sonia Renzi
- Department of Biology, University of Florence, Florence, Italy
| | - Monica di Paola
- Department of Biology, University of Florence, Florence, Italy
| | - Niccolò Meriggi
- Department of Biology, University of Florence, Florence, Italy
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Zhu Y, Chang D. Interactions between the lung microbiome and host immunity in chronic obstructive pulmonary disease. Chronic Dis Transl Med 2023; 9:104-121. [PMID: 37305112 PMCID: PMC10249200 DOI: 10.1002/cdt3.66] [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: 02/02/2023] [Revised: 03/01/2023] [Accepted: 03/15/2023] [Indexed: 04/07/2023] Open
Abstract
Chronic obstructive pulmonary disease (COPD) is a common chronic respiratory disease and the third leading cause of death worldwide. Developments in next-generation sequencing technology have improved microbiome analysis, which is increasingly recognized as an important component of disease management. Similar to the gut, the lung is a biosphere containing billions of microbial communities. The lung microbiome plays an important role in regulating and maintaining the host immune system. The microbiome composition, metabolites of microorganisms, and the interactions between the lung microbiome and the host immunity profoundly affect the occurrence, development, treatment, and prognosis of COPD. In this review, we drew comparisons between the lung microbiome of healthy individuals and that of patients with COPD. Furthermore, we summarize the intrinsic interactions between the host and the overall lung microbiome, focusing on the underlying mechanisms linking the microbiome to the host innate and adaptive immune response pathways. Finally, we discuss the possibility of using the microbiome as a biomarker to determine the stage and prognosis of COPD and the feasibility of developing a novel, safe, and effective therapeutic target.
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Affiliation(s)
- Yixing Zhu
- Graduate School of The PLA General HospitalBeijingChina
| | - De Chang
- Department of Respiratory and Critical Care Medicine, Eighth Medical Center, Department of Respiratory and Critical Care Seventh Medical CenterChinese PLA General HospitalBeijingChina
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Krivonos DV, Konanov DN, Ilina EN. FunFun: ITS-based functional annotator of fungal communities. Ecol Evol 2023; 13:e9874. [PMID: 36911300 PMCID: PMC9994472 DOI: 10.1002/ece3.9874] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2022] [Revised: 02/05/2023] [Accepted: 02/16/2023] [Indexed: 03/14/2023] Open
Abstract
The study of individual fungi and their communities is of great interest to modern biology because they might be both producers of useful compounds, such as antibiotics and organic acids, and pathogens of various diseases. And certain features associated with the functional capabilities of fungi are determined by differences in gene content. Information about gene content is most often taken from the results of functional annotation of the whole genome. However, in practice, whole genome sequencing of fungi is rarely performed. At the same time, usually sequence amplicons of the ITS region to identify fungal taxonomy. But in the case of amplicon sequencing there is no way to perform a functional annotation. Here, we present FunFun, the instrument that allows to evaluate the gene content of an individual fungus or mycobiome from ITS sequencing data. FunFun algorithm based on a modified K-nearest neighbors algorithm. As input, the program can use ITS1, ITS2, or a full-size ITS cluster (ITS1-5.8S-ITS2). FunFun was realized as a pip-installed command line instrument and validated using a shuffle-split approach. The developed instrument can be very useful in the fungal community comparing and estimating functional capabilities of fungi under study. Also, the program can predict with high accuracy the most variable functions.
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Affiliation(s)
- Danil V. Krivonos
- Research Institute for Systems Biology and Medicine (RISBM)MoscowRussia
| | - Dmitry N. Konanov
- Research Institute for Systems Biology and Medicine (RISBM)MoscowRussia
| | - Elena N. Ilina
- Research Institute for Systems Biology and Medicine (RISBM)MoscowRussia
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Tiew PY, Meldrum OW, Chotirmall SH. Applying Next-Generation Sequencing and Multi-Omics in Chronic Obstructive Pulmonary Disease. Int J Mol Sci 2023; 24:ijms24032955. [PMID: 36769278 PMCID: PMC9918109 DOI: 10.3390/ijms24032955] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Revised: 01/31/2023] [Accepted: 01/31/2023] [Indexed: 02/05/2023] Open
Abstract
Microbiomics have significantly advanced over the last decade, driven by the widespread availability of next-generation sequencing (NGS) and multi-omic technologies. Integration of NGS and multi-omic datasets allow for a holistic assessment of endophenotypes across a range of chronic respiratory disease states, including chronic obstructive pulmonary disease (COPD). Valuable insight has been attained into the nature, function, and significance of microbial communities in disease onset, progression, prognosis, and response to treatment in COPD. Moving beyond single-biome assessment, there now exists a growing literature on functional assessment and host-microbe interaction and, in particular, their contribution to disease progression, severity, and outcome. Identifying specific microbes and/or metabolic signatures associated with COPD can open novel avenues for therapeutic intervention and prognosis-related biomarkers. Despite the promise and potential of these approaches, the large amount of data generated by such technologies can be challenging to analyze and interpret, and currently, there remains a lack of standardized methods to address this. This review outlines the current use and proposes future avenues for the application of NGS and multi-omic technologies in the endophenotyping, prognostication, and treatment of COPD.
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Affiliation(s)
- Pei Yee Tiew
- Department of Respiratory and Critical Care Medicine, Singapore General Hospital, Singapore 169608, Singapore
- Duke-NUS Graduate Medical School, Singapore 169857, Singapore
| | - Oliver W. Meldrum
- Lee Kong Chian School of Medicine, Nanyang Technological University, Clinical Sciences Building, 11 Mandalay Road, Singapore 308232, Singapore
| | - Sanjay H. Chotirmall
- Lee Kong Chian School of Medicine, Nanyang Technological University, Clinical Sciences Building, 11 Mandalay Road, Singapore 308232, Singapore
- Department of Respiratory and Critical Care Medicine, Tan Tock Seng Hospital, Singapore 308433, Singapore
- Correspondence:
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Mycobiome profiling of nasopharyngeal region of SARS-CoV-2 infected individuals. Microbes Infect 2023; 25:105059. [PMID: 36241143 PMCID: PMC9553963 DOI: 10.1016/j.micinf.2022.105059] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2022] [Revised: 09/29/2022] [Accepted: 10/04/2022] [Indexed: 02/07/2023]
Abstract
The present cross-sectional study aims to understand the fungal community composition of the nasopharyngeal region of SARS-CoV-2 infected individuals and how the infection influences the mycobiome therein. The infection significantly (p < 0.05) influenced the alpha diversity. Interestingly, a higher abundance of Cladosporium and Alternaria was noted in the infected individuals and inter-individual variation in mycobiome composition was well supported by beta dispersion analysis (p < 0.05). Moreover, decrease in Aspergillus abundance was observed in infected patients across the four age groups. This study provides insight into the alteration in mycobiome during the viral disease progression and demands continuous investigation to monitor fungal infections.
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Cross-Kingdom Infection of Macrophages Reveals Pathogen- and Immune-Specific Global Reprogramming and Adaptation. mBio 2022; 13:e0168722. [PMID: 35862772 PMCID: PMC9426421 DOI: 10.1128/mbio.01687-22] [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] [Indexed: 11/20/2022] Open
Abstract
The relationship between the human microbiota and infectious disease outcome is a rapidly expanding area of study. Understanding how the host responds to changes in its symbiotic relationship with microbes provides new insight into how disruption can promote disease.
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Hobi S, Cafarchia C, Romano V, Barrs VR. Malassezia: Zoonotic Implications, Parallels and Differences in Colonization and Disease in Humans and Animals. J Fungi (Basel) 2022; 8:jof8070708. [PMID: 35887463 PMCID: PMC9324274 DOI: 10.3390/jof8070708] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Revised: 06/29/2022] [Accepted: 06/30/2022] [Indexed: 12/13/2022] Open
Abstract
Malassezia spp. are commensals of the skin, oral/sinonasal cavity, lower respiratory and gastrointestinal tract. Eighteen species have been recovered from humans, other mammals and birds. They can also be isolated from diverse environments, suggesting an evolutionary trajectory of adaption from an ecological niche in plants and soil to the mucocutaneous ecosystem of warm-blooded vertebrates. In humans, dogs and cats, Malassezia-associated dermatological conditions share some commonalities. Otomycosis is common in companion animals but is rare in humans. Systemic infections, which are increasingly reported in humans, have yet to be recognized in animals. Malassezia species have also been identified as pathogenetic contributors to some chronic human diseases. While Malassezia species are host-adapted, some species are zoophilic and can cause fungemia, with outbreaks in neonatal intensive care wards associated with temporary colonization of healthcare worker’s hands from contact with their pets. Although standardization is lacking, susceptibility testing is usually performed using a modified broth microdilution method. Antifungal susceptibility can vary depending on Malassezia species, body location, infection type, disease duration, presence of co-morbidities and immunosuppression. Antifungal resistance mechanisms include biofilm formation, mutations or overexpression of ERG11, overexpression of efflux pumps and gene rearrangements or overexpression in chromosome 4.
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Affiliation(s)
- Stefan Hobi
- Department of Veterinary Clinical Sciences, Jockey Club College of Veterinary Medicine and Life Sciences, City University, Tat Chee Avenue, Kowloon, Hong Kong, China
- Correspondence: (S.H.); (V.R.B.)
| | - Claudia Cafarchia
- Department of Veterinary Medicine, University of Bari, Str. prov. per Casamassima Km 3, Valenzano, (Bari), 70010, Italy; (C.C.); (V.R.)
| | - Valentina Romano
- Department of Veterinary Medicine, University of Bari, Str. prov. per Casamassima Km 3, Valenzano, (Bari), 70010, Italy; (C.C.); (V.R.)
| | - Vanessa R. Barrs
- Department of Veterinary Clinical Sciences, Jockey Club College of Veterinary Medicine and Life Sciences, City University, Tat Chee Avenue, Kowloon, Hong Kong, China
- Centre for Animal Health and Welfare, City University of Hong Kong, Kowloon Tong, Hong Kong, China
- Correspondence: (S.H.); (V.R.B.)
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15
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A longitudinal study of the pulmonary mycobiome in subjects with and without chronic obstructive pulmonary disease. PLoS One 2022; 17:e0267195. [PMID: 35551278 PMCID: PMC9098062 DOI: 10.1371/journal.pone.0267195] [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: 06/13/2021] [Accepted: 04/04/2022] [Indexed: 11/30/2022] Open
Abstract
Background Few studies have examined the stability of the pulmonary mycobiome. We report longitudinal changes in the oral and pulmonary mycobiome of participants with and without COPD in a large-scale bronchoscopy study (MicroCOPD). Methods Repeated sampling was performed in 30 participants with and 21 without COPD. We collected an oral wash (OW) and a bronchoalveolar lavage (BAL) sample from each participant at two time points. The internal transcribed spacer 1 region of the ribosomal RNA gene cluster was PCR amplified and sequenced on an Illumina HiSeq sequencer. Differences in taxonomy, alpha diversity, and beta diversity between the two time points were compared, and we examined the effect of intercurrent antibiotic use. Results Sample pairs were dominated by Candida. We observed less stability in the pulmonary taxonomy compared to the oral taxonomy, additionally emphasised by a higher Yue-Clayton measure in BAL compared to OW (0.69 vs 0.22). No apparent effect was visually seen on taxonomy from intercurrent antibiotic use or participant category. We found no systematic variation in alpha diversity by time either in BAL (p-value 0.16) or in OW (p-value 0.97), and no obvious clusters on bronchoscopy number in PCoA plots. Pairwise distance analyses showed that OW samples from repeated sampling appeared more stable compared to BAL samples using the Bray-Curtis distance metric (p-value 0.0012), but not for Jaccard. Conclusion Results from the current study propose that the pulmonary mycobiome is less stable than the oral mycobiome, and neither COPD diagnosis nor intercurrent antibiotic use seemed to influence the stability.
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16
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Ancel J, Guecamburu M, Marques Da Silva V, Schilfarth P, Boyer L, Pilette C, Martin C, Devillier P, Berger P, Zysman M, Le Rouzic O, Gonzalez-Bermejo J, Degano B, Burgel PR, Ahmed E, Roche N, Deslee G. [Take-home messages from the COPD 2021 biennial of the French Society of Respiratory Diseases. Understanding to so as to better innovate]. Rev Mal Respir 2022; 39:427-441. [PMID: 35568574 DOI: 10.1016/j.rmr.2022.03.013] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Accepted: 03/23/2022] [Indexed: 02/07/2023]
Abstract
INTRODUCTION The first COPD biennial organized by the French Society of Respiratory Diseases (SPLF) took place on 17 December 2021. STATE OF THE ART The objective of the biennial was to discuss current knowledge regarding COPD pathophysiology, current treatments, research development, and future therapeutic approaches. PERSPECTIVES The different lecturers laid emphasis on the complexity of pathophysiologic mechanisms including bronchial, bronchiolar and parenchymal alterations, and also dwelt on the role of microbiota composition in COPD pathenogenesis. They pointed out that addition to inhaled treatments, ventilatory support and endoscopic approaches have been increasingly optimized. The development of new therapeutic pathways such as biotherapy and cell therapy (stem cells…) call for further exploration. CONCLUSIONS The dynamism of COPD research was repeatedly underlined, and needs to be further reinforced, the objective being to "understand so as to better innovate" so as to develop effective new strategies for treatment and management of COPD.
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Affiliation(s)
- J Ancel
- Inserm UMRS-1250, service de pneumologie, université Reims Champagne Ardenne, hôpital Maison Blanche, Reims, France
| | - M Guecamburu
- Service des maladies respiratoires, hôpital du Haut-Lévêque, CHU de Bordeaux, Bordeaux, France
| | - V Marques Da Silva
- Inserm U955, FHU SENEC, université Paris-Est Créteil, institut Mondor de recherche biomédicale, équipe GEIC2O, Créteil, France
| | - P Schilfarth
- Service des maladies respiratoires, hôpital du Haut-Lévêque, CHU de Bordeaux, Bordeaux, France; Inserm U1045, centre de recherche cardio-thoracique de Bordeaux, Pessac, France
| | - L Boyer
- Département de physiologie-explorations fonctionnelles, université Paris-Est, hôpital Henri-Mondor, AP-HP, UMR S955, FHU SENEC, UPEC, Créteil, France
| | - C Pilette
- Département de pneumologie, université catholique de Louvain, cliniques universitaires Saint-Luc et institut de recherche expérimentale et clinique, Bruxelles, Belgique
| | - C Martin
- Inserm U1016, service de pneumologie, AP-HP Paris, hôpital Cochin et institut Cochin, université de Paris, Paris, France
| | - P Devillier
- Département des maladies respiratoires, unité de recherche en pharmacologie respiratoire, VIM Suresnes (UMR 0892, université Paris-Saclay), hôpital Foch, Suresnes, France
| | - P Berger
- Service d'exploration fonctionnelle respiratoire, département de pharmacologie, centre de recherche cardiothoracique, U1045, CIC 1401, Pessac, France
| | - M Zysman
- Service des maladies respiratoires, hôpital du Haut-Lévêque, CHU de Bordeaux, Bordeaux, France; Inserm U1045, centre de recherche cardio-thoracique de Bordeaux, Pessac, France
| | - O Le Rouzic
- Inserm, CIIL Center for infection and immunity of Lille, université de Lille, CHU de Lille, pneumologie et immuno-allergologie, Institut Pasteur de Lille, U1019 - UMR9017, Lille, France
| | - J Gonzalez-Bermejo
- Inserm, UMRS115 neurophysiologie respiratoire expérimentale et clinique, service de pneumologie, médecine intensive et réanimation (département R3S), Sorbonne université, groupe hospitalier universitaire AP-HP, Sorbonne Université, site Pitié-Salpêtrière, Paris, France
| | - B Degano
- Inserm 1042, service de pneumologie physiologie, CHU de Grenoble, Grenoble, France
| | - P-R Burgel
- Inserm U1016, service de pneumologie, AP-HP Paris, hôpital Cochin et institut Cochin, université de Paris, Paris, France
| | - E Ahmed
- Département des maladies respiratoires, IRMB, université de Montpellier, CHU de Montpellier, Montpellier, France
| | - N Roche
- Inserm U1016, service de pneumologie, AP-HP Paris, hôpital Cochin et institut Cochin, université de Paris, Paris, France
| | - G Deslee
- Inserm UMRS-1250, service de pneumologie, université Reims Champagne Ardenne, hôpital Maison Blanche, Reims, France.
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17
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Tiew PY, Thng KX, Chotirmall SH. Clinical Aspergillus Signatures in COPD and Bronchiectasis. J Fungi (Basel) 2022; 8:jof8050480. [PMID: 35628736 PMCID: PMC9146266 DOI: 10.3390/jof8050480] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Revised: 04/30/2022] [Accepted: 05/03/2022] [Indexed: 12/21/2022] Open
Abstract
Pulmonary mycoses remain a global threat, causing significant morbidity and mortality. Patients with airways disease, including COPD and bronchiectasis, are at increased risks of pulmonary mycoses and its associated complications. Frequent use of antibiotics and corticosteroids coupled with impaired host defenses predispose patients to fungal colonization and airway persistence, which are associated with negative clinical consequences. Notably, Aspergillus species remain the best-studied fungal pathogen and induce a broad spectrum of clinical manifestations in COPD and bronchiectasis ranging from colonization and sensitization to more invasive disease. Next-generation sequencing (NGS) has gained prominence in the field of respiratory infection, and in some cases is beginning to act as a viable alternative to traditional culture. NGS has revolutionized our understanding of airway microbiota and in particular fungi. In this context, it permits the identification of the previously unculturable, fungal composition, and dynamic change within microbial communities of the airway, including potential roles in chronic respiratory disease. Furthermore, inter-kingdom microbial interactions, including fungi, in conjunction with host immunity have recently been shown to have important clinical roles in COPD and bronchiectasis. In this review, we provide an overview of clinical Aspergillus signatures in COPD and bronchiectasis and cover the current advances in the understanding of the mycobiome in these disease states. The challenges and limitations of NGS will be addressed.
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Affiliation(s)
- Pei Yee Tiew
- Department of Respiratory and Critical Care Medicine, Singapore General Hospital, Singapore 168753, Singapore;
- Duke-NUS Medical School, Singapore 169857, Singapore
| | - Kai Xian Thng
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore 308232, Singapore;
| | - Sanjay H. Chotirmall
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore 308232, Singapore;
- Department of Respiratory and Critical Care Medicine, Tan Tock Seng Hospital, Singapore 308433, Singapore
- Correspondence:
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18
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de Dios Caballero J, Cantón R, Ponce-Alonso M, García-Clemente MM, Gómez G. de la Pedrosa E, López-Campos JL, Máiz L, del Campo R, Martínez-García MÁ. The Human Mycobiome in Chronic Respiratory Diseases: Current Situation and Future Perspectives. Microorganisms 2022; 10:810. [PMID: 35456861 PMCID: PMC9029612 DOI: 10.3390/microorganisms10040810] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Revised: 04/04/2022] [Accepted: 04/09/2022] [Indexed: 12/15/2022] Open
Abstract
Microbes play an important role in the pathogenesis of chronic lung diseases, such as chronic obstructive pulmonary disease, cystic fibrosis, non-cystic fibrosis bronchiectasis, and asthma. While the role of bacterial pathogens has been extensively studied, the contribution of fungal species to the pathogenesis of chronic lung diseases is much less understood. The recent introduction of next-generation sequencing techniques has revealed the existence of complex microbial lung communities in healthy individuals and patients with chronic respiratory disorders, with fungi being an important part of these communities' structure (mycobiome). There is growing evidence that the components of the lung mycobiome influence the clinical course of chronic respiratory diseases, not only by direct pathogenesis but also by interacting with bacterial species and with the host's physiology. In this article, we review the current knowledge on the role of fungi in chronic respiratory diseases, which was obtained by conventional culture and next-generation sequencing, highlighting the limitations of both techniques and exploring future research areas.
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Affiliation(s)
- Juan de Dios Caballero
- Department of Microbiology, Ramón y Cajal University Hospital, Ramón y Cajal Health Research Institute, 28034 Madrid, Spain; (J.d.D.C.); (M.P.-A.); (E.G.G.d.l.P.); (R.d.C.)
- CIBER of Infectious Diseases (CIBERINFEC), Institute of Health Carlos III, 28029 Madrid, Spain
| | - Rafael Cantón
- Department of Microbiology, Ramón y Cajal University Hospital, Ramón y Cajal Health Research Institute, 28034 Madrid, Spain; (J.d.D.C.); (M.P.-A.); (E.G.G.d.l.P.); (R.d.C.)
- CIBER of Infectious Diseases (CIBERINFEC), Institute of Health Carlos III, 28029 Madrid, Spain
| | - Manuel Ponce-Alonso
- Department of Microbiology, Ramón y Cajal University Hospital, Ramón y Cajal Health Research Institute, 28034 Madrid, Spain; (J.d.D.C.); (M.P.-A.); (E.G.G.d.l.P.); (R.d.C.)
- CIBER of Infectious Diseases (CIBERINFEC), Institute of Health Carlos III, 28029 Madrid, Spain
| | - Marta María García-Clemente
- Department of Pneumology, Central Asturias University Hospital, 33011 Oviedo, Spain;
- Principality Asturias Health Research Institute (ISPA), 33011 Oviedo, Spain
| | - Elia Gómez G. de la Pedrosa
- Department of Microbiology, Ramón y Cajal University Hospital, Ramón y Cajal Health Research Institute, 28034 Madrid, Spain; (J.d.D.C.); (M.P.-A.); (E.G.G.d.l.P.); (R.d.C.)
- CIBER of Infectious Diseases (CIBERINFEC), Institute of Health Carlos III, 28029 Madrid, Spain
| | - José Luis López-Campos
- Medical-Surgical Unit for Respiratory Diseases (CIBERES), Institute of Biomedicine of Seville (IBiS), Virgen del Rocío University Hospital, University of Seville, 41013 Sevilla, Spain;
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, 28029 Madrid, Spain; (L.M.); (M.Á.M.-G.)
| | - Luis Máiz
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, 28029 Madrid, Spain; (L.M.); (M.Á.M.-G.)
- Department of Pneumology, Ramón y Cajal University Hospital, 28034 Madrid, Spain
| | - Rosa del Campo
- Department of Microbiology, Ramón y Cajal University Hospital, Ramón y Cajal Health Research Institute, 28034 Madrid, Spain; (J.d.D.C.); (M.P.-A.); (E.G.G.d.l.P.); (R.d.C.)
- CIBER of Infectious Diseases (CIBERINFEC), Institute of Health Carlos III, 28029 Madrid, Spain
| | - Miguel Ángel Martínez-García
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, 28029 Madrid, Spain; (L.M.); (M.Á.M.-G.)
- Department of Pneumology, La Fe University and Polytechnic Hospital, 46026 Valencia, Spain
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19
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de Jesus VC, Khan MW, Mittermuller BA, Duan K, Hu P, Schroth RJ, Chelikani P. Characterization of Supragingival Plaque and Oral Swab Microbiomes in Children With Severe Early Childhood Caries. Front Microbiol 2021; 12:683685. [PMID: 34248903 PMCID: PMC8267818 DOI: 10.3389/fmicb.2021.683685] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2021] [Accepted: 05/18/2021] [Indexed: 12/15/2022] Open
Abstract
The human oral cavity harbors one of the most diverse microbial communities with different oral microenvironments allowing the colonization of unique microbial species. This study aimed to determine which of two commonly used sampling sites (dental plaque vs. oral swab) would provide a better prediction model for caries-free vs. severe early childhood caries (S-ECC) using next generation sequencing and machine learning (ML). In this cross-sectional study, a total of 80 children (40 S-ECC and 40 caries-free) < 72 months of age were recruited. Supragingival plaque and oral swab samples were used for the amplicon sequencing of the V4-16S rRNA and ITS1 rRNA genes. The results showed significant differences in alpha and beta diversity between dental plaque and oral swab bacterial and fungal microbiomes. Differential abundance analyses showed that, among others, the cariogenic species Streptococcus mutans was enriched in the dental plaque, compared to oral swabs, of children with S-ECC. The fungal species Candida dubliniensis and C. tropicalis were more abundant in the oral swab samples of children with S-ECC compared to caries-free controls. They were also among the top 20 most important features for the classification of S-ECC vs. caries-free in oral swabs and for the classification of dental plaque vs. oral swab in the S-ECC group. ML approaches revealed the possibility of classifying samples according to both caries status and sampling sites. The tested site of sample collection did not change the predictability of the disease. However, the species considered to be important for the classification of disease in each sampling site were slightly different. Being able to determine the origin of the samples could be very useful during the design of oral microbiome studies. This study provides important insights into the differences between the dental plaque and oral swab bacteriome and mycobiome of children with S-ECC and those caries-free.
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Affiliation(s)
- Vivianne Cruz de Jesus
- Manitoba Chemosensory Biology Research Group, Department of Oral Biology, University of Manitoba, Winnipeg, MB, Canada
- Children’s Hospital Research Institute of Manitoba (CHRIM), Winnipeg, MB, Canada
| | - Mohd Wasif Khan
- Children’s Hospital Research Institute of Manitoba (CHRIM), Winnipeg, MB, Canada
- Department of Biochemistry and Medical Genetics, University of Manitoba, Winnipeg, MB, Canada
| | - Betty-Anne Mittermuller
- Manitoba Chemosensory Biology Research Group, Department of Oral Biology, University of Manitoba, Winnipeg, MB, Canada
- Children’s Hospital Research Institute of Manitoba (CHRIM), Winnipeg, MB, Canada
- Department of Preventive Dental Science, University of Manitoba, Winnipeg, MB, Canada
| | - Kangmin Duan
- Manitoba Chemosensory Biology Research Group, Department of Oral Biology, University of Manitoba, Winnipeg, MB, Canada
- Children’s Hospital Research Institute of Manitoba (CHRIM), Winnipeg, MB, Canada
| | - Pingzhao Hu
- Children’s Hospital Research Institute of Manitoba (CHRIM), Winnipeg, MB, Canada
- Department of Biochemistry and Medical Genetics, University of Manitoba, Winnipeg, MB, Canada
- Department of Computer Science, University of Manitoba, Winnipeg, MB, Canada
| | - Robert J. Schroth
- Manitoba Chemosensory Biology Research Group, Department of Oral Biology, University of Manitoba, Winnipeg, MB, Canada
- Children’s Hospital Research Institute of Manitoba (CHRIM), Winnipeg, MB, Canada
- Department of Preventive Dental Science, University of Manitoba, Winnipeg, MB, Canada
- Department of Pediatrics and Child Health, University of Manitoba, Winnipeg, MB, Canada
| | - Prashen Chelikani
- Manitoba Chemosensory Biology Research Group, Department of Oral Biology, University of Manitoba, Winnipeg, MB, Canada
- Children’s Hospital Research Institute of Manitoba (CHRIM), Winnipeg, MB, Canada
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