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Rizzuto V, Settino M, Stroffolini G, Covello G, Vanags J, Naccarato M, Montanari R, de Lossada CR, Mazzotta C, Forestiero A, Adornetto C, Rechichi M, Ricca F, Greco G, Laganovska G, Borroni D. Ocular surface microbiome: Influences of physiological, environmental, and lifestyle factors. Comput Biol Med 2025; 190:110046. [PMID: 40174504 DOI: 10.1016/j.compbiomed.2025.110046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2024] [Revised: 01/22/2025] [Accepted: 03/16/2025] [Indexed: 04/04/2025]
Abstract
PURPOSE The ocular surface (OS) microbiome is influenced by various factors and impacts on ocular health. Understanding its composition and dynamics is crucial for developing targeted interventions for ocular diseases. This study aims to identify host variables, including physiological, environmental, and lifestyle (PEL) factors, that influence the ocular microbiome composition and establish valid associations between the ocular microbiome and health outcomes. METHODS The 16S rRNA gene sequencing was performed on OS samples collected from 135 healthy individuals using eSwab. DNA was extracted, libraries prepared, and PCR products purified and analyzed. PEL confounding factors were identified, and a cross-validation strategy using various bioinformatics methods including Machine learning was used to identify features that classify microbial profiles. RESULTS Nationality, allergy, sport practice, and eyeglasses usage are significant PEL confounding factors influencing the eye microbiome. Alpha-diversity analysis revealed significant differences between Spanish and Italian subjects (p-value < 0.001), with a median Shannon index of 1.05 for Spanish subjects and 0.59 for Italian subjects. Additionally, 8 microbial genera were significantly associated with eyeglass usage. Beta-diversity analysis indicated significant differences in microbial community composition based on nationality, age, sport, and eyeglasses usage. Differential abundance analysis identified several microbial genera associated with these PEL factors. The Support Vector Machine (SVM) model for Nationality achieved an accuracy of 100%, with an AUC-ROC score of 1.0, indicating excellent performance in classifying microbial profiles. CONCLUSION This study underscores the importance of considering PEL factors when studying the ocular microbiome. Our findings highlight the complex interplay between environmental, lifestyle, and demographic factors in shaping the OS microbiome. Future research should further explore these interactions to develop personalized approaches for managing ocular health.
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Affiliation(s)
- Vincenzo Rizzuto
- Clinic of Ophthalmology, P. Stradins Clinical University Hospital, Riga, Latvia; School of Advanced Studies, Center for Neuroscience, University of Camerino, Camerino, Italy; Latvian American Eye Center (LAAC), Riga, Latvia
| | - Marzia Settino
- Department of Mathematics and Computer Science, University of Calabria, Rende, Italy; Institute of High Performance Computing and Networks-National Research Council (ICAR-CNR), Rende, Italy.
| | - Giacomo Stroffolini
- Department of Infectious-Tropical Diseases and Microbiology, IRCCS Sacro Cuore Don Calabria Hospital, Verona, Italy
| | - Giuseppe Covello
- Department of Surgical, Medical, Molecular Pathology and Critical Care Medicine, University of Pisa, Pisa, Italy
| | - Juris Vanags
- Department of Ophthalmology, Riga Stradins University, Riga, Latvia; Clinic of Ophthalmology, P. Stradins Clinical University Hospital, Riga, Latvia
| | - Marta Naccarato
- Clinic of Ophthalmology, P. Stradins Clinical University Hospital, Riga, Latvia; Iris Medical Center, Cosenza, Italy
| | - Roberto Montanari
- Pharmacology Institute, Heidelberg University Hospital, Heidelberg, Germany
| | - Carlos Rocha de Lossada
- Eyemetagenomics Ltd., London, United Kingdom; Ophthalmology Department, QVision, Almeria, Spain; Ophthalmology Department, Hospital Regional Universitario of Malaga, Malaga, Spain; Department of Surgery, Ophthalmology Area, University of Seville, Seville, Spain
| | - Cosimo Mazzotta
- Siena Crosslinking Center, Siena, Italy; Departmental Ophthalmology Unit, USL Toscana Sud Est, Siena, Italy; Postgraduate Ophthalmology School, University of Siena, Siena, Italy
| | - Agostino Forestiero
- Institute of High Performance Computing and Networks-National Research Council (ICAR-CNR), Rende, Italy
| | | | | | - Francesco Ricca
- Department of Mathematics and Computer Science, University of Calabria, Rende, Italy
| | - Gianluigi Greco
- Department of Mathematics and Computer Science, University of Calabria, Rende, Italy
| | - Guna Laganovska
- Department of Ophthalmology, Riga Stradins University, Riga, Latvia; Clinic of Ophthalmology, P. Stradins Clinical University Hospital, Riga, Latvia
| | - Davide Borroni
- Department of Ophthalmology, Riga Stradins University, Riga, Latvia; Eyemetagenomics Ltd., London, United Kingdom; Centro Oculistico Borroni, Gallarate, Italy
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Arosio B, Marzetti E, Picca A. Biology of sex differences in frailty and aging: Where are we? Exp Gerontol 2025; 202:112711. [PMID: 39956298 DOI: 10.1016/j.exger.2025.112711] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/18/2025]
Affiliation(s)
- Beatrice Arosio
- Department of Clinical Sciences and Community Health, University of Milan, Milan, Italy.
| | - Emanuele Marzetti
- Fondazione Policlinico Universitario "Agostino Gemelli" IRCCS, Rome, Italy; Department of Geriatrics, Orthopedics and Rheumatology, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Anna Picca
- Fondazione Policlinico Universitario "Agostino Gemelli" IRCCS, Rome, Italy; Department of Medicine and Surgery, LUM University, Casamassima, Italy.
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Arakelyan NA, Kupriyanova DA, Vasilevska J, Rogaev EI. Sexual dimorphism in immunity and longevity among the oldest old. Front Immunol 2025; 16:1525948. [PMID: 40034689 PMCID: PMC11872714 DOI: 10.3389/fimmu.2025.1525948] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2024] [Accepted: 01/28/2025] [Indexed: 03/05/2025] Open
Abstract
Human longevity is a sex-biased process in which sex chromosomes and sex-specific immunity may play a crucial role in the health and lifespan disparities between men and women. Generally, women have a higher life expectancy than men, exhibiting lower infection rates for a broad range of pathogens, which results in a higher prevalence of female centenarians compared to males. Investigation of the immunological changes that occur during the process of healthy aging, while taking into account the differences between sexes, can significantly enhance our understanding of the mechanisms that underlie longevity. In this review, we aim to summarize the current knowledge on sexual dimorphism in the human immune system and gut microbiome during aging, with a particular focus on centenarians, based exclusively on human data.
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Affiliation(s)
- Nelli A. Arakelyan
- Center for Genetics and Life Science, Sirius University of Science and Technology, Sochi, Russia
| | - Daria A. Kupriyanova
- Center for Genetics and Life Science, Sirius University of Science and Technology, Sochi, Russia
| | - Jelena Vasilevska
- Center for Genetics and Life Science, Sirius University of Science and Technology, Sochi, Russia
| | - Evgeny I. Rogaev
- Center for Genetics and Life Science, Sirius University of Science and Technology, Sochi, Russia
- Department of Psychiatry, University of Massachusetts Medical School, Worcester, MA, United States
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Simbirtseva KY, O'Toole PW. Healthy and Unhealthy Aging and the Human Microbiome. Annu Rev Med 2025; 76:115-127. [PMID: 39531852 DOI: 10.1146/annurev-med-042423-042542] [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: 11/16/2024]
Abstract
An altered gut microbiome is a feature of many multifactorial diseases, and microbiome effects on host metabolism, immune function, and possibly neurological function are implicated. Increased biological age is accompanied by a change in the gut microbiome. However, age-related health loss does not occur uniformly across all subjects but rather depends on differential loss of gut commensals and gain of pathobionts. In this article, we summarize the known and possible effects of the gut microbiome on the hallmarks of aging and describe the most plausible mechanisms. Understanding and targeting these factors could lead to prolonging health span by rationally maintaining the gut microbiome.
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Affiliation(s)
- Kseniya Y Simbirtseva
- APC Microbiome Ireland, University College Cork, Cork, Ireland
- School of Microbiology, University College Cork, Cork, Ireland;
| | - Paul W O'Toole
- APC Microbiome Ireland, University College Cork, Cork, Ireland
- School of Microbiology, University College Cork, Cork, Ireland;
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Luo J, Liang S, Jin F. Gut microbiota and healthy longevity. SCIENCE CHINA. LIFE SCIENCES 2024; 67:2590-2602. [PMID: 39110402 DOI: 10.1007/s11427-023-2595-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Accepted: 04/01/2024] [Indexed: 12/18/2024]
Abstract
Recent progress on the underlying biological mechanisms of healthy longevity has propelled the field from elucidating genetic modification of healthy longevity hallmarks to defining mechanisms of gut microbiota influencing it. Importantly, the role of gut microbiota in the healthy longevity of the host may provide unprecedented opportunities to decipher the plasticity of lifespan on a natural evolutionary scale and shed light on using microbiota-targeted strategies to promote healthy aging and combat age-related diseases. This review investigates how gut microbiota affects healthy longevity, focusing on the mechanisms through which gut microbiota modulates it. Specifically, we focused on the ability of gut microbiota to enhance the intestinal barrier integrity, provide protection from inflammaging, ameliorate nutrientsensing pathways, optimize mitochondrial function, and improve defense against age-related diseases, thus participating in enhancing longevity and healthspan.
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Affiliation(s)
- Jia Luo
- College of Psychology, Sichuan Normal University, Chengdu, 610066, China
| | - Shan Liang
- Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, 100101, China
| | - Feng Jin
- Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, 100101, China.
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O'Toole PW. Ageing, microbes and health. Microb Biotechnol 2024; 17:e14477. [PMID: 38801344 PMCID: PMC11129672 DOI: 10.1111/1751-7915.14477] [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: 02/21/2024] [Revised: 04/25/2024] [Accepted: 04/26/2024] [Indexed: 05/29/2024] Open
Abstract
The human gut microbiome is a modifier of the risk for many non-communicable diseases throughout the lifespan. In ageing, the effect of the microbiome appears to be more pronounced because of the lower physiological reserve. Microbial metabolites and other bioactive products act upon some of the key physiological processes involved in the Hallmarks of Ageing. Dietary interventions that delay age-related change in the microbiome have also led to delayed onset of ageing-related health loss, and improved levels of cognitive function, inflammatory status and frailty. Cross-sectional analysis of thousands of gut microbiome datasets from around the world has identified key taxa that are depleted during accelerated health loss, and other taxa that become more abundant, but these signatures differ in some geographical regions. The key challenges for research in this area are to experimentally prove that particular species or strains directly contribute to health-related ageing outcomes, and to develop practical ways of retaining or re-administering them on a population basis. The promotion of a health-associated gut microbiome in ageing mirrors the challenge of maintaining planetary microbial ecosystems in the face of anthropogenic effects and climate change. Lessons learned from acting at the individual level can inform microbiome-targeting strategies for achieving Sustainable Development Goals at a global level.
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Affiliation(s)
- Paul W. O'Toole
- School of MicrobiologyUniversity College CorkCorkIreland
- APC Microbiome IrelandUniversity College CorkCorkIreland
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Torma F, Kerepesi C, Jókai M, Babszki G, Koltai E, Ligeti B, Kalcsevszki R, McGreevy KM, Horvath S, Radák Z. Alterations of the gut microbiome are associated with epigenetic age acceleration and physical fitness. Aging Cell 2024; 23:e14101. [PMID: 38414315 PMCID: PMC11019127 DOI: 10.1111/acel.14101] [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: 10/23/2023] [Revised: 01/20/2024] [Accepted: 01/23/2024] [Indexed: 02/29/2024] Open
Abstract
Epigenetic clocks can measure aging and predict the incidence of diseases and mortality. Higher levels of physical fitness are associated with a slower aging process and a healthier lifespan. Microbiome alterations occur in various diseases and during the aging process, yet their relation to epigenetic clocks is not explored. To fill this gap, we collected metagenomic (from stool), epigenetic (from blood), and exercise-related data from physically active individuals and, by applying epigenetic clocks, we examined the relationship between gut flora, blood-based epigenetic age acceleration, and physical fitness. We revealed that an increased entropy in the gut microbiome of physically active middle-aged/old individuals is associated with accelerated epigenetic aging, decreased fitness, or impaired health status. We also observed that a slower epigenetic aging and higher fitness level can be linked to altered abundance of some bacterial species often linked to anti-inflammatory effects. Overall our data suggest that alterations in the microbiome can be associated with epigenetic age acceleration and physical fitness.
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Affiliation(s)
- Ferenc Torma
- Research Institute of Sport ScienceHungarian University of Sport ScienceBudapestHungary
- Sports Neuroscience Division, Advanced Research Initiative for Human High Performance (ARIHHP), Faculty of Health and Sport SciencesUniversity of TsukubaTsukubaIbarakiJapan
- Laboratory of Exercise Biochemistry and Neuroendocrinology, Faculty of Health and Sport SciencesUniversity of TsukubaTsukubaIbarakiJapan
| | - Csaba Kerepesi
- Institute for Computer Science and Control (SZTAKI)Hungarian Research Network (HUN‐REN)BudapestHungary
| | - Mátyás Jókai
- Research Institute of Sport ScienceHungarian University of Sport ScienceBudapestHungary
| | - Gergely Babszki
- Research Institute of Sport ScienceHungarian University of Sport ScienceBudapestHungary
| | - Erika Koltai
- Research Institute of Sport ScienceHungarian University of Sport ScienceBudapestHungary
| | - Balázs Ligeti
- Faculty of Information Technology and BionicsPázmány Péter Catholic UniversityBudapestHungary
| | - Regina Kalcsevszki
- Faculty of Information Technology and BionicsPázmány Péter Catholic UniversityBudapestHungary
| | - Kristen M. McGreevy
- Department of Biostatistics, Fielding School of Public HealthUniversity of California Los AngelesLos AngelesCaliforniaUSA
| | - Steve Horvath
- Department of Biostatistics, Fielding School of Public HealthUniversity of California Los AngelesLos AngelesCaliforniaUSA
- Altos Labs, Cambridge Institute of ScienceCambridgeUK
| | - Zsolt Radák
- Research Institute of Sport ScienceHungarian University of Sport ScienceBudapestHungary
- Waseda UniversityTokorozawaJapan
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