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Frost MR, Ball BK, Pendyala M, Douglas SR, Brubaker DK, Chan DD. Computational Translation of Mouse Models of Osteoarthritis Predicts Human Disease. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.02.23.639777. [PMID: 40060529 PMCID: PMC11888325 DOI: 10.1101/2025.02.23.639777] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 03/16/2025]
Abstract
Objective Translation of biological insights from preclinical studies to human disease is a pressing challenge in biomedical research, including in osteoarthritis. Translatable Components Regression (TransComp-R) is a computational framework that has previously been used to synthesize preclinical and human OA data to identify biological pathways predictive of human disease conditions. We aimed to evaluate the translatability of two common murine models of post-traumatic osteoarthritis - surgical destabilization of the medial meniscus (DMM) and noninvasive anterior cruciate ligament rupture (ACLR) - to transcriptomics cartilage data from human OA outcomes. Design Transcriptomics cartilage data of DMM and ACLR mouse and human data was acquired from Gene Expression Omnibus. TransComp-R was used to project human OA data into a mouse model (DMM or ACLR) principal component analysis space. The principal components (PCs) were regressed against human OA conditions using increasing complexity of linear regression models incorporating human demographic covariates of OA, sex, and age. Biological pathways of the mouse PCs that significantly stratified human OA and control groups were then interpreted using Gene Set Enrichment Analysis. Results From the TransComp-R model, we identified different enriched biological pathways across DMM and ACLR models. While PCs among the DMM models revealed pathways associated with cell signaling and metabolism, ACLR PCs represented immune function and cellular pathways associated with OA condition. The immune pathways presented in the ACLR further highlighted the potential relevance of the OA pathways observed in human conditions. Conclusions The ACLR mouse model more successfully predicted human OA conditions, particularly with the human control groups without a history of joint injury or disease. Cross-species translational approaches support the selection of preclinical models intended for therapeutic discovery and pathway analysis in humans.
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Affiliation(s)
- Maya R Frost
- Weldon School of Biomedical Engineering, Purdue University
| | - Brendan K Ball
- Weldon School of Biomedical Engineering, Purdue University
| | - Meghana Pendyala
- Department of Biomedical Engineering, Rensselaer Polytechnic Institute
| | | | - Douglas K Brubaker
- Center for Global Health and Diseases, Department of Pathology, School of Medicine, Case Western Reserve University
- Blood Heart Lung Immunology Research Center, University Hospitals Cleveland Medical Center
| | - Deva D Chan
- Weldon School of Biomedical Engineering, Purdue University
- School of Mechanical Engineering, Purdue University
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Welhaven HD, Welfley AH, Brahmachary PP, Smith DF, Bothner B, June RK. Tissue-specific and spatially dependent metabolic signatures perturbed by injury in skeletally mature male and female mice. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2024.09.30.615873. [PMID: 39975211 PMCID: PMC11838485 DOI: 10.1101/2024.09.30.615873] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 02/21/2025]
Abstract
Joint injury is a risk factor for post-traumatic osteoarthritis. However, metabolic and microarchitectural changes within the joint post-injury in both sexes remain unexplored. This study identified tissue-specific and spatially-dependent metabolic signatures in male and female mice using matrix-assisted laser desorption ionization-mass spectrometry imaging (MALDI-MSI) and LC-MS metabolomics. Male and female C57Bl/6J mice were subjected to non-invasive joint injury. Eight days post-injury, serum, synovial fluid, and whole joints were collected for metabolomics. Analyses compared between injured, contralateral, and naïve mice, revealing local and systemic responses. Data indicate sex influences metabolic profiles across all tissues, particularly amino acid, purine, and pyrimidine metabolism. MALDI-MSI generated 2D ion images of bone, the joint interface, and bone marrow, highlighting increased lipid species in injured limbs, suggesting physiological changes across injured joints at metabolic and spatial levels. Together, these findings reveal significant metabolic changes after injury, with notable sex differences.
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Affiliation(s)
- Hope D. Welhaven
- Department of Chemistry & Biochemistry, Montana State University, Bozeman MT
| | - Avery H. Welfley
- Department of Mechanical & Industrial Engineering, Montana State University, Bozeman MT
| | | | - Donald F. Smith
- Department of Chemistry & Biochemistry, Montana State University, Bozeman MT
| | - Brian Bothner
- Department of Chemistry & Biochemistry, Montana State University, Bozeman MT
| | - Ronald K. June
- Department of Mechanical & Industrial Engineering, Montana State University, Bozeman MT
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3
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Ning P, Lin S, Shi Y, Liu T. Potential role of gut-related factors in the pathology of cartilage in osteoarthritis. Front Nutr 2025; 11:1515806. [PMID: 39845920 PMCID: PMC11753001 DOI: 10.3389/fnut.2024.1515806] [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: 10/23/2024] [Accepted: 12/19/2024] [Indexed: 01/24/2025] Open
Abstract
Osteoarthritis (OA) is a common progressive degenerative disease. Gut microbiota (GM) and their metabolites have been closely associated with the onset, progression, and pathology of OA. GM and their metabolites may influence the cartilage directly, or indirectly by affecting the gut, the immune system, and the endocrine system. They function through classical pathways in cartilage metabolism and novel pathways that have recently been discovered. Some of them have been used as targets for the prevention and treatment of OA. The current study sought to describe the major pathological signaling pathways in OA chondrocytes and the potential role of gut-related factors in these pathways.
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Affiliation(s)
- Peng Ning
- Department of Pediatric Orthopaedics, Shengjing Hospital of China Medical University, Shenyang, China
| | - Shuting Lin
- Department of Pediatric Orthopaedics, Shengjing Hospital of China Medical University, Shenyang, China
- Department of Pediatric Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Yongyan Shi
- Department of Pediatrics, Shengjing Hospital of China Medical University, Shenyang, China
| | - Tianjing Liu
- Department of Pediatric Orthopaedics, Shengjing Hospital of China Medical University, Shenyang, China
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4
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Dauenhauer LA, Hislop BD, Brahmachary P, Devine C, Gibbs D, June RK, Heveran CM. Aging alters the subchondral bone response 7 days after noninvasive traumatic joint injury in C57BL/6JN mice. J Orthop Res 2024; 42:2450-2460. [PMID: 38923623 DOI: 10.1002/jor.25921] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/20/2024] [Revised: 05/09/2024] [Accepted: 05/22/2024] [Indexed: 06/28/2024]
Abstract
Posttraumatic osteoarthritis (PTOA) commonly develops following anterior cruciate ligament (ACL) injuries, affecting around 50% of individuals within 10-20 years. Recent studies have highlighted early changes in subchondral bone structure after ACL injury in adolescent or young adult mice, which could contribute to the development of PTOA. However, ACL injuries do not only occur early in life. Middle-aged and older patients also experience ACL injuries and PTOA, but whether the aged subchondral bone also responds rapidly to injury is unknown. This study utilized a noninvasive, single overload mouse injury model to assess subchondral bone microarchitecture, turnover, and material properties in both young adults (5 months) and early old age (22 months) female C57BL/6JN mice at 7 days after injury. Mice underwent either joint injury (i.e., produces ACL tears) or sham injury procedures on both the loaded and contralateral limbs, allowing evaluation of the impacts of injury versus loading. The subchondral bone response to ACL injury is distinct for young adult and aged mice. While 5-month mice show subchondral bone loss and increased bone resorption postinjury, 22-month mice did not show loss of bone structure and had lower bone resorption. Subchondral bone plate modulus increased with age, but not with injury. Both ages of mice showed several bone measures were altered in the contralateral limb, demonstrating the systemic skeletal response to joint injury. These data motivate further investigation to discern how osteochondral tissues differently respond to injury in aging, such that diagnostics and treatments can be refined for these demographics.
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Affiliation(s)
- Lexia A Dauenhauer
- Department of Biomedical Engineering, Montana State University, Bozeman, Montana, USA
| | - Brady D Hislop
- Department of Mechanical & Industrial Engineering, Montana State University, Bozeman, Montana, USA
| | - Priyanka Brahmachary
- Department of Mechanical & Industrial Engineering, Montana State University, Bozeman, Montana, USA
| | - Connor Devine
- Department of Chemical Engineering, Montana State University, Bozeman, Montana, USA
| | - Dustin Gibbs
- Gallatin College, Montana State University, Bozeman, Montana, USA
| | - Ronald K June
- Department of Mechanical & Industrial Engineering, Montana State University, Bozeman, Montana, USA
| | - Chelsea M Heveran
- Department of Mechanical & Industrial Engineering, Montana State University, Bozeman, Montana, USA
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Welhaven HD, Welfley AH, Pershad P, Satalich J, O'Connell R, Bothner B, Vap AR, June RK. Metabolic phenotypes reflect patient sex and injury status: A cross-sectional analysis of human synovial fluid. Osteoarthritis Cartilage 2024; 32:1074-1083. [PMID: 37716406 PMCID: PMC10940192 DOI: 10.1016/j.joca.2023.09.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Revised: 08/20/2023] [Accepted: 09/08/2023] [Indexed: 09/18/2023]
Abstract
OBJECTIVE Osteoarthritis is a heterogeneous disease. The objective was to compare differences in underlying cellular mechanisms and endogenous repair pathways between synovial fluid (SF) from male and female participants with different injuries to improve the current understanding of the pathophysiology of downstream post-traumatic osteoarthritis (PTOA). DESIGN SF from n = 33 knee arthroscopy patients between 18 and 70 years with no prior knee injuries was obtained pre-procedure and injury pathology assigned post-procedure. SF was extracted and analyzed via liquid chromatography-mass spectrometry metabolomic profiling to examine differences in metabolism between injury pathologies (ligament, meniscal, and combined ligament and meniscal) and patient sex. Samples were pooled and underwent secondary fragmentation to identify metabolites. RESULTS Different knee injuries uniquely altered SF metabolites and downstream pathways including amino acid, lipid, and inflammatory-associated metabolic pathways. Notably, sexual dimorphic metabolic phenotypes were examined between males and females and within injury pathology. Cervonyl carnitine and other identified metabolites differed in concentrations between sexes. CONCLUSIONS These results suggest that different injuries and patient sex are associated with distinct metabolic phenotypes. Considering these phenotypic associations, a greater understanding of metabolic mechanisms associated with specific injuries, sex, and PTOA development may yield data regarding how endogenous repair pathways differ between male and female injury types. Ongoing metabolomic analysis of SF in injured male and female patients can be performed to monitor PTOA development and progression.
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Affiliation(s)
- Hope D Welhaven
- Department of Chemistry & Biochemistry, Montana State University, Bozeman, MT, United States
| | - Avery H Welfley
- Department of Microbiology & Cell Biology, Montana State University, Bozeman, MT, United States
| | - Prayag Pershad
- Department of Orthopaedic Surgery, Virginia Commonwealth University, Richmond, VA, United States
| | - James Satalich
- Department of Orthopaedic Surgery, Virginia Commonwealth University, Richmond, VA, United States
| | - Robert O'Connell
- Department of Orthopaedic Surgery, Virginia Commonwealth University, Richmond, VA, United States
| | - Brian Bothner
- Department of Chemistry & Biochemistry, Montana State University, Bozeman, MT, United States
| | - Alexander R Vap
- Department of Orthopaedic Surgery, Virginia Commonwealth University, Richmond, VA, United States
| | - Ronald K June
- Department of Mechanical & Industrial Engineering, Montana State University, Bozeman, MT, United States.
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Rai MF, Collins KH, Lang A, Maerz T, Geurts J, Ruiz-Romero C, June RK, Ramos Y, Rice SJ, Ali SA, Pastrello C, Jurisica I, Thomas Appleton C, Rockel JS, Kapoor M. Three decades of advancements in osteoarthritis research: insights from transcriptomic, proteomic, and metabolomic studies. Osteoarthritis Cartilage 2024; 32:385-397. [PMID: 38049029 DOI: 10.1016/j.joca.2023.11.019] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Revised: 11/22/2023] [Accepted: 11/29/2023] [Indexed: 12/06/2023]
Abstract
OBJECTIVE Osteoarthritis (OA) is a complex disease involving contributions from both local joint tissues and systemic sources. Patient characteristics, encompassing sociodemographic and clinical variables, are intricately linked with OA rendering its understanding challenging. Technological advancements have allowed for a comprehensive analysis of transcripts, proteomes and metabolomes in OA tissues/fluids through omic analyses. The objective of this review is to highlight the advancements achieved by omic studies in enhancing our understanding of OA pathogenesis over the last three decades. DESIGN We conducted an extensive literature search focusing on transcriptomics, proteomics and metabolomics within the context of OA. Specifically, we explore how these technologies have identified individual transcripts, proteins, and metabolites, as well as distinctive endotype signatures from various body tissues or fluids of OA patients, including insights at the single-cell level, to advance our understanding of this highly complex disease. RESULTS Omic studies reveal the description of numerous individual molecules and molecular patterns within OA-associated tissues and fluids. This includes the identification of specific cell (sub)types and associated pathways that contribute to disease mechanisms. However, there remains a necessity to further advance these technologies to delineate the spatial organization of cellular subtypes and molecular patterns within OA-afflicted tissues. CONCLUSIONS Leveraging a multi-omics approach that integrates datasets from diverse molecular detection technologies, combined with patients' clinical and sociodemographic features, and molecular and regulatory networks, holds promise for identifying unique patient endophenotypes. This holistic approach can illuminate the heterogeneity among OA patients and, in turn, facilitate the development of tailored therapeutic interventions.
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Affiliation(s)
- Muhammad Farooq Rai
- Department of Anatomy and Cellular Biology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Kelsey H Collins
- Department of Orthopaedic Surgery, University of California San Francisco, San Francisco, CA, USA
| | - Annemarie Lang
- Departments of Orthopaedic Surgery and Bioengineering, University of Pennsylvania, Philadelphia, PA, USA
| | - Tristan Maerz
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Jeroen Geurts
- Rheumatology, Department of Musculoskeletal Medicine, Lausanne University Hospital, Lausanne, Switzerland
| | - Cristina Ruiz-Romero
- Grupo de Investigación de Reumatología (GIR), Unidad de Proteómica, INIBIC -Hospital Universitario A Coruña, SERGAS, Spain
| | - Ronald K June
- Department of Mechanical & Industrial Engineering, Montana State University, Bozeman, MT, USA
| | - Yolande Ramos
- Dept. Biomedical Data Sciences, Leiden University Medical Center, Leiden, the Netherlands
| | - Sarah J Rice
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Shabana Amanda Ali
- Henry Ford Health + Michigan State University Health Sciences, Detroit, MI, USA
| | - Chiara Pastrello
- Osteoarthritis Research Program, Division of Orthopedic Surgery, Schroeder Arthritis Institute, UHN, Toronto, ON, Canada
| | - Igor Jurisica
- Osteoarthritis Research Program, Division of Orthopedic Surgery, Schroeder Arthritis Institute, UHN, Toronto, ON, Canada; Departments of Medical Biophysics and Computer Science, University of Toronto, Toronto, ON, Canada
| | - C Thomas Appleton
- Department of Medicine, University of Western Ontario, London, ON, Canada
| | - Jason S Rockel
- Osteoarthritis Research Program, Division of Orthopedic Surgery, Schroeder Arthritis Institute, UHN, Toronto, ON, Canada
| | - Mohit Kapoor
- Osteoarthritis Research Program, Division of Orthopedic Surgery, Schroeder Arthritis Institute, UHN, Toronto, ON, Canada.
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7
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Marchese L, Contartese D, Giavaresi G, Di Sarno L, Salamanna F. The Complex Interplay between the Gut Microbiome and Osteoarthritis: A Systematic Review on Potential Correlations and Therapeutic Approaches. Int J Mol Sci 2023; 25:143. [PMID: 38203314 PMCID: PMC10778637 DOI: 10.3390/ijms25010143] [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: 11/07/2023] [Revised: 12/18/2023] [Accepted: 12/20/2023] [Indexed: 01/12/2024] Open
Abstract
The objective of this review is to systematically analyze the potential correlation between gut microbiota and osteoarthritis (OA) as well as to evaluate the feasibility of microbiota-targeted therapies for treating OA. Studies conducted from October 2013 to October 2023 were identified via a search on electronic databases such as PubMed, Web of Science, and Scopus, following established PRISMA statement standards. Two reviewers independently screened, assessed, and extracted relevant data, and then they graded the studies using the ROBINS I tool for non-randomized interventions studies and SYRCLE's risk-of-bias tool for animal studies. A search through 370 studies yielded 38 studies (24 preclinical and 14 clinical) that were included. In vivo research has predominantly concentrated on modifying the gut microbiota microenvironment, using dietary supplements, probiotics, and prebiotics to modify the OA status. Lactobacilli are the most thoroughly examined with Lactobacillus acidophilus found to effectively reduce cartilage damage, inflammatory factors, and pain. Additionally, Lactobacillus M5 inhibits the development of OA by preventing high-fat diet (HFD)-induced obesity and protecting cartilage from damage. Although there are limited clinical studies, certain compositions of intestinal microbiota may be associated with onset and progression of OA, while others are linked to pain reduction in OA patients. Based on preclinical studies, there is evidence to suggest that the gut microbiota could play a significant role in the development and progression of OA. However, due to the scarcity of clinical studies, the exact mechanism linking the gut microbiota and OA remains unclear. Further research is necessary to evaluate specific gut microbiota compositions, potential pathogens, and their corresponding signaling pathways that contribute to the onset and progression of OA. This will help to validate the potential of targeting gut microbiota for treating OA patients.
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Affiliation(s)
| | | | - Gianluca Giavaresi
- Surgical Sciences and Technologies, IRCCS Istituto Ortopedico Rizzoli, Via di Barbiano 1/10, 40136 Bologna, Italy; (L.M.); (D.C.); (L.D.S.); (F.S.)
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8
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Jbeily EH, Lin YY, Elmankabadi SB, Osipov B, June RK, Christiansen BA. Validation of a Low-Cost Portable Device for Inducing Noninvasive Anterior Cruciate Ligament Injury in Mice. J Biomech Eng 2023; 145:114501. [PMID: 37417814 PMCID: PMC10777735 DOI: 10.1115/1.4062904] [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: 08/30/2022] [Revised: 06/27/2023] [Accepted: 07/06/2023] [Indexed: 07/08/2023]
Abstract
Noninvasive compression-induced anterior cruciate ligament rupture (ACL-R) is an easy and reproducible model for studying post-traumatic osteoarthritis (PTOA) in mice. However, equipment typically used for ACL-R is expensive, immobile, and not available to all researchers. In this study, we compared PTOA progression in mice injured with a low-cost custom ACL-rupture device (CARD) to mice injured with a standard system (ElectroForce 3200). We quantified anterior-posterior (AP) joint laxity immediately following injury, epiphyseal trabecular bone microstructure, and osteophyte volume at 2 and 6 weeks post injury using micro-computed tomography, and osteoarthritis progression and synovitis at 2 and 6 weeks post injury using whole-joint histology. We observed no significant differences in outcomes in mice injured with the CARD system compared to mice injured with the Electroforce (ELF) system. However, AP joint laxity data and week 2 micro-CT and histology outcomes suggested that injuries may have been slightly more severe and PTOA progressed slightly faster in mice injured with the CARD system compared to the ELF system. Altogether, these data confirm that ACL-R can be successfully and reproducibly performed with the CARD system and that osteoarthritis (OA) progression is mostly comparable to that of mice injured with the ELF system, though potentially slightly faster. The CARD system is low cost and portable, and we are making the plans and instructions freely available to all interested investigators in the hopes that they will find this system useful for their studies of OA in mice.
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Affiliation(s)
- Elias H. Jbeily
- Lawrence J. Ellison Musculoskeletal Research Center, Department of Orthopaedic Surgery, University of California Davis Health, 2700 Stockton Blvd, Suite 2301, Sacramento, CA 95817
| | - Yu-Yang Lin
- Lawrence J. Ellison Musculoskeletal Research Center, Department of Orthopaedic Surgery, University of California Davis Health, 2700 Stockton Blvd, Suite 2301, Sacramento, CA 95817
| | - Seif B. Elmankabadi
- Lawrence J. Ellison Musculoskeletal Research Center, Department of Orthopaedic Surgery, University of California Davis Health, 2700 Stockton Blvd, Suite 2301, Sacramento, CA 95817
| | - Benjamin Osipov
- Lawrence J. Ellison Musculoskeletal Research Center, Department of Orthopaedic Surgery, University of California Davis Health, 2700 Stockton Blvd, Suite 2301, Sacramento, CA 95817
| | - Ron K. June
- Department of Mechanical and Industrial Engineering, Montana State University, P.O. Box 173820, Bozeman, MT 59717
| | - Blaine A. Christiansen
- Lawrence J. Ellison Musculoskeletal Research Center, Department of Orthopaedic Surgery, University of California Davis Health, 2700 Stockton Blvd, Suite 2301, Sacramento, CA 95817
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Vahidi G, Moody M, Welhaven HD, Davidson L, Rezaee T, Behzad R, Karim L, Roggenbeck BA, Walk ST, Martin SA, June RK, Heveran CM. Germ-Free C57BL/6 Mice Have Increased Bone Mass and Altered Matrix Properties but Not Decreased Bone Fracture Resistance. J Bone Miner Res 2023; 38:1154-1174. [PMID: 37221143 PMCID: PMC10530360 DOI: 10.1002/jbmr.4835] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Revised: 05/02/2023] [Accepted: 05/12/2023] [Indexed: 05/25/2023]
Abstract
The gut microbiome impacts bone mass, which implies a disruption to bone homeostasis. However, it is not yet clear how the gut microbiome affects the regulation of bone mass and bone quality. We hypothesized that germ-free (GF) mice have increased bone mass and decreased bone toughness compared with conventionally housed mice. We tested this hypothesis using adult (20- to 21-week-old) C57BL/6J GF and conventionally raised female and male mice (n = 6-10/group). Trabecular microarchitecture and cortical geometry were measured from micro-CT of the femur distal metaphysis and cortical midshaft. Whole-femur strength and estimated material properties were measured using three-point bending and notched fracture toughness. Bone matrix properties were measured for the cortical femur by quantitative back-scattered electron imaging and nanoindentation, and, for the humerus, by Raman spectroscopy and fluorescent advanced glycation end product (fAGE) assay. Shifts in cortical tissue metabolism were measured from the contralateral humerus. GF mice had reduced bone resorption, increased trabecular bone microarchitecture, increased tissue strength and decreased whole-bone strength that was not explained by differences in bone size, increased tissue mineralization and fAGEs, and altered collagen structure that did not decrease fracture toughness. We observed several sex differences in GF mice, most notably for bone tissue metabolism. Male GF mice had a greater signature of amino acid metabolism, and female GF mice had a greater signature of lipid metabolism, exceeding the metabolic sex differences of the conventional mice. Together, these data demonstrate that the GF state in C57BL/6J mice alters bone mass and matrix properties but does not decrease bone fracture resistance. © 2023 The Authors. Journal of Bone and Mineral Research published by Wiley Periodicals LLC on behalf of American Society for Bone and Mineral Research (ASBMR).
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Affiliation(s)
- Ghazal Vahidi
- Department of Mechanical & Industrial Engineering; Montana State University, Bozeman MT 59717
| | - Maya Moody
- Department of Chemistry & Biochemistry; Montana State University, Bozeman MT 59717
| | - Hope D. Welhaven
- Department of Chemistry & Biochemistry; Montana State University, Bozeman MT 59717
| | - Leah Davidson
- Department of Chemical and Biological Engineering; University of Idaho, Moscow ID 83844
| | - Taraneh Rezaee
- Department of Bioengineering; University of Massachusetts, Dartmouth, MA 02747
| | - Ramina Behzad
- Department of Bioengineering; University of Massachusetts, Dartmouth, MA 02747
| | - Lamya Karim
- Department of Bioengineering; University of Massachusetts, Dartmouth, MA 02747
| | - Barbara A. Roggenbeck
- Department of Microbiology & Cell Biology, Montana State University; Bozeman MT 59717
| | - Seth T. Walk
- Department of Microbiology & Cell Biology, Montana State University; Bozeman MT 59717
| | - Stephan A. Martin
- Translational Biomarkers Core Laboratory; Center for American Indian and Rural Health Equity; Montana State University, Bozeman MT 59717
| | - Ronald K. June
- Department of Mechanical & Industrial Engineering; Montana State University, Bozeman MT 59717
| | - Chelsea M. Heveran
- Department of Mechanical & Industrial Engineering; Montana State University, Bozeman MT 59717
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10
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Welhaven HD, Welfley AH, Pershad P, Satalich J, O’Connell R, Bothner B, Vap AR, June RK. Metabolomic Phenotypes Reflect Patient Sex and Injury Status: A Cross-Sectional Analysis of Human Synovial Fluid. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.02.03.527040. [PMID: 36846378 PMCID: PMC9959930 DOI: 10.1101/2023.02.03.527040] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Background Post-traumatic osteoarthritis (PTOA) is caused by knee injuries like anterior cruciate ligament (ACL) injuries. Often, ACL injuries are accompanied by damage to other tissues and structures within the knee including the meniscus. Both are known to cause PTOA but underlying cellular mechanisms driving disease remain unknown. Aside from injury, patient sex is a prevalent risk factor associated with PTOA. Hypothesis Metabolic phenotypes of synovial fluid that differ by knee injury pathology and participant sex will be distinct from each other. Study Design A cross-sectional study. Methods Synovial fluid from n=33 knee arthroscopy patients between 18 and 70 years with no prior knee injuries was obtained pre-procedure and injury pathology assigned post-procedure. Synovial fluid was extracted and analyzed via liquid chromatography mass spectrometry metabolomic profiling to examine differences in metabolism between injury pathologies and participant sex. Additionally, samples were pooled and underwent fragmentation to identify metabolites. Results Metabolite profiles revealed that injury pathology phenotypes were distinct from each other where differences in endogenous repair pathways that are triggered post-injury were detected. Specifically, acute differences in metabolism mapped to amino acid metabolism, lipid-related oxidative metabolism, and inflammatory-associated pathways. Lastly, sexual dimorphic metabolic phenotypes were examined between male and female participants, and within injury pathology. Specifically, Cervonyl Carnitine and other identified metabolites differed in concentration between sexes. Conclusions The results of this study suggest that different injuries (e.g., ligament vs. meniscus), as well as sex are associated with distinct metabolic phenotypes. Considering these phenotypic associations, a greater understanding of metabolic mechanisms associated with specific injuries and PTOA development may yield data regarding how endogenous repair pathways differ between injury types. Furthermore, ongoing metabolomic analysis of synovial fluid in injured male and female patients can be performed to monitor PTOA development and progression. Clinical Relevance Extension of this work may potentially lead to the identification of biomarkers as well as drug targets that slow, stop, or reverse PTOA progression based on injury type and patient sex.
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Affiliation(s)
- Hope D. Welhaven
- Department of Chemistry & Biochemistry, Montana State University, Bozeman MT
| | - Avery H. Welfley
- Department of Microbiology & Cell Biology, Montana State University, Bozeman MT
| | - Prayag Pershad
- Department of Orthopaedic Surgery, Virginia Commonwealth University, Richmond VA
| | - James Satalich
- Department of Orthopaedic Surgery, Virginia Commonwealth University, Richmond VA
| | - Robert O’Connell
- Department of Orthopaedic Surgery, Virginia Commonwealth University, Richmond VA
| | - Brian Bothner
- Department of Chemistry & Biochemistry, Montana State University, Bozeman MT
| | - Alexander R. Vap
- Department of Orthopaedic Surgery, Virginia Commonwealth University, Richmond VA
| | - Ronald K. June
- Department of Mechanical & Industrial Engineering, Montana State University, Bozeman MT
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11
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Brahmachary PP, Welhaven HD, June RK. Metabolomic Profiling to Understand Chondrocyte Metabolism. Methods Mol Biol 2023; 2598:141-156. [PMID: 36355290 DOI: 10.1007/978-1-0716-2839-3_11] [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: 06/16/2023]
Abstract
Metabolism has long been recognized as a critical physiological process necessary to maintain homeostasis in all types of cells including the chondrocytes of articular cartilage. Alterations in metabolism in disease and metabolic adaptation to physiological stimuli such as mechanical loading are increasingly recognized as important for understanding musculoskeletal systems such as synovial joints. Metabolomics is an emerging technique that allows quantitative measurement of thousands of small molecule metabolites that serve as both products and reactants to myriad reactions of cellular biochemistry. This protocol describes procedures to perform metabolomic profiling on chondrocytes and other tissues and fluids within the synovial joint.
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Affiliation(s)
- Priyanka P Brahmachary
- Department of Mechanical & Industrial Engineering, Montana State University, Bozeman, MT, USA
| | - Hope D Welhaven
- Molecular Biosciences Program, Montana State University, Bozeman, MT, USA
- Department of Chemistry & Biochemistry, Montana State University, Bozeman, MT, USA
| | - Ronald K June
- Department of Mechanical & Industrial Engineering, Montana State University, Bozeman, MT, USA.
- Department of Microbiology & Cell Biology, Montana State University, Bozeman, MT, USA.
- Department of Orthopedics & Sports Medicine, University of Washington, Seattle, WA, USA.
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Hislop BD, Devine C, June RK, Heveran CM. Subchondral bone structure and synovial fluid metabolism are altered in injured and contralateral limbs 7 days after non-invasive joint injury in skeletally-mature C57BL/6 mice. Osteoarthritis Cartilage 2022; 30:1593-1605. [PMID: 36184957 PMCID: PMC9671828 DOI: 10.1016/j.joca.2022.09.002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Revised: 08/16/2022] [Accepted: 09/04/2022] [Indexed: 02/02/2023]
Abstract
OBJECTIVE Post-traumatic osteoarthritis (PTOA) commonly develops after ACL injury, but early changes to the joint soon after injury are insufficiently understood. The objectives of this study were (1) evaluate the response of subchondral bone tissue modulus to joint injury and (2) identify which bone structural, material, and metabolic outcomes are local (i.e., injured joint only) or systemic (i.e., injured and contralateral-to-injured). DESIGN Female C57Bl∖6N mice (19 weeks at injury) underwent tibial compression overload to simulate ACL injury (n = 8) or a small pre-load (n = 8). Synovial fluid was harvested at euthanasia 7 days later for metabolomic profiling. Bone outcomes included epiphyseal and SCB microarchitecture, SCB nanoindentation modulus, SCB formation rate, and osteoclast number density. RESULTS Injury decreased epiphyseal bone volume fraction ([-5.29, -1.38%], P = 0.0016) and decreased SCB thickness for injured vs sham-injured limbs ([2.2, 31.4 μm], P = 0.017)). Epiphyseal bone loss commonly occurred for contralateral-to-injured limbs. There was not sufficient evidence to conclude that SCB modulus changes with injury. Metabolomic analyses revealed dysregulated synovial fluid metabolism with joint injury but that many metabolic pathways are shared between injured and contralateral-to-injured limbs. CONCLUSION This study demonstrates rapid changes to bone structure and synovial fluid metabolism after injury with the potential for influencing the progression to PTOA. These changes are often evidenced in the contralateral-to-injured limb, indicating that systemic musculoskeletal responses to joint injury should not be overlooked.
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Affiliation(s)
- B D Hislop
- Department of Mechanical & Industrial Engineering, Montana State University, USA
| | - C Devine
- Department of Chemical & Biological Engineering, Montana State University, USA
| | - R K June
- Department of Mechanical & Industrial Engineering, Montana State University, USA; Department of Microbiology & Cell Biology, Montana State University, USA
| | - C M Heveran
- Department of Mechanical & Industrial Engineering, Montana State University, USA.
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13
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Liu L, Tian F, Li GY, Xu W, Xia R. The effects and significance of gut microbiota and its metabolites on the regulation of osteoarthritis: Close coordination of gut-bone axis. Front Nutr 2022; 9:1012087. [PMID: 36204373 PMCID: PMC9530816 DOI: 10.3389/fnut.2022.1012087] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Accepted: 09/07/2022] [Indexed: 11/13/2022] Open
Abstract
Osteoarthritis (OA) is a common chronic degenerative disease of articular cartilage in middle-aged and older individuals, which can result in the joint pain and dysfunction, and even cause the joint deformity or disability. With the enhancing process of global aging, OA has gradually become a major public health problem worldwide. Explaining pathogenesis of OA is critical for the development of new preventive and therapeutic interventions. In recent years, gut microbiota (GM) has been generally regarded as a “multifunctional organ,” which is closely relevant with a variety of immune, metabolic and inflammatory functions. Meanwhile, more and more human and animal researches have indicated the existence of gut-bone axis and suggested that GM and its metabolites are closely involved in the pathogenic process of OA, which might become a potential and promising intervention target. Based on the close coordination of gut-bone axis, this review aims to summarize and discuss the mechanisms of GM and its metabolites influencing OA from the aspects of the intestinal mucosal barrier modulation, intestinal metabolites modulation, immune modulation and strategies for the prevention or treatment of OA based on perspectives of GM and its metabolites, thus providing a profound knowledge and recognition of it.
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14
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A systematic review of microbiome composition in osteoarthritis subjects. Osteoarthritis Cartilage 2022; 30:786-801. [PMID: 34958936 DOI: 10.1016/j.joca.2021.12.006] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/02/2021] [Revised: 11/30/2021] [Accepted: 12/19/2021] [Indexed: 02/05/2023]
Abstract
OBJECTIVE Osteoarthritis (OA) started to be associated to shifted microbiota composition recently. This systematic review aims to elucidate if there is a common microbiota composition linked with OA between different studies. METHODS We screened PubMed, Scopus, Web of Science and Cochrane databases up to July 26th 2021 to identify original studies in which microbiome was assessed from OA individuals, both in human and laboratory animals' studies. Bacteria associated with OA were summarized to find common patterns between the studies. RESULTS We identified 37 original studies where the microbiota composition was assessed in OA subjects. We identified some bacteria (Clostridium, Streptococcus, Bacteroides and Firmicutes) that were reported to be upregulated in OA subjects, whereas Lactobacillus and Bifidobacterium longum were associated with improved OA outcomes. The heterogeneity of sampling and analysis methods, different taxonomical levels reported and the lack of healthy controls in several studies made it difficult to compare the studies and reach conclusions about a potential causal link. CONCLUSIONS The current study demonstrated that some bacteria were identified as regulators of OA. Future works following standardized methodologies with more proper controls are needed to elucidate our understanding of the role of the microbiota in OA pathogenesis and progress towards new treatments.
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Welhaven HD, Vahidi G, Walk ST, Bothner B, Martin SA, Heveran CM, June RK. The cortical bone metabolome of
C57BL
/
6J
mice is sexually dimorphic. JBMR Plus 2022; 6:e10654. [PMID: 35866150 PMCID: PMC9289981 DOI: 10.1002/jbm4.10654] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Revised: 05/05/2022] [Accepted: 05/23/2022] [Indexed: 11/13/2022] Open
Abstract
Cortical bone quality, which is sexually dimorphic, depends on bone turnover and therefore on the activities of remodeling bone cells. However, sex differences in cortical bone metabolism are not yet defined. Adding to the uncertainty about cortical bone metabolism, the metabolomes of whole bone, isolated cortical bone without marrow, and bone marrow have not been compared. We hypothesized that the metabolome of isolated cortical bone would be distinct from that of bone marrow and would reveal sex differences. Metabolite profiles from liquid chromatography–mass spectrometry (LC‐MS) of whole bone, isolated cortical bone, and bone marrow were generated from humeri from 20‐week‐old female C57Bl/6J mice. The cortical bone metabolomes were then compared for 20‐week‐old female and male C57Bl/6J mice. Femurs from male and female mice were evaluated for flexural material properties and were then categorized into bone strength groups. The metabolome of isolated cortical bone was distinct from both whole bone and bone marrow. We also found sex differences in the isolated cortical bone metabolome. Based on metabolite pathway analysis, females had higher lipid metabolism, and males had higher amino acid metabolism. High‐strength bones, regardless of sex, had greater tryptophan and purine metabolism. For males, high‐strength bones had upregulated nucleotide metabolism, whereas lower‐strength bones had greater pentose phosphate pathway metabolism. Because the higher‐strength groups (females compared with males, high‐strength males compared with lower‐strength males) had higher serum type I collagen cross‐linked C‐telopeptide (CTX1)/procollagen type 1 N propeptide (P1NP), we estimate that the metabolomic signature of bone strength in our study at least partially reflects differences in bone turnover. These data provide novel insight into bone bioenergetics and the sexual dimorphic nature of bone material properties in C57Bl/6 mice. © 2022 The Authors. JBMR Plus published by Wiley Periodicals LLC on behalf of American Society for Bone and Mineral Research.
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Affiliation(s)
- Hope D. Welhaven
- Department of Chemistry & Biochemistry Montana State University Bozeman MT
- Molecular Biosciences Program Montana State University Bozeman MT
| | - Ghazal Vahidi
- Department of Mechanical & Industrial Engineering Montana State University Bozeman MT
| | - Seth T. Walk
- Department of Microbiology and Cell Biology Montana State University Bozeman MT
| | - Brian Bothner
- Department of Chemistry & Biochemistry Montana State University Bozeman MT
| | - Stephen A. Martin
- Translational Biomarkers Core Laboratory Montana State University Bozeman MT
| | - Chelsea M. Heveran
- Department of Mechanical & Industrial Engineering Montana State University Bozeman MT
| | - Ronald K. June
- Department of Mechanical & Industrial Engineering Montana State University Bozeman MT
- Department of Microbiology and Cell Biology Montana State University Bozeman MT
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16
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Dunn CM, Jeffries MA. The Microbiome in Osteoarthritis: a Narrative Review of Recent Human and Animal Model Literature. Curr Rheumatol Rep 2022; 24:139-148. [PMID: 35389162 PMCID: PMC11627155 DOI: 10.1007/s11926-022-01066-6] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/11/2022] [Indexed: 12/14/2022]
Abstract
PURPOSE OF THE REVIEW The microbiome has recently emerged as a powerful contributor to health and illness in chronic, systemic disorders. Furthermore, new microbiome niches beyond traditional gut locations are frequently being described. Over the past 5 years, numerous pivotal studies have demonstrated associations between changes in various microbiome niches and the development of osteoarthritis (OA). Herein, we review the most impactful recent literature, including microbiome associations with disease and the potential therapeutic value of microbiome manipulation. RECENT FINDINGS The gut microbiome of human OA patients is enriched in specific bacterial clades, most notably Streptococcus, which correlates with OA pain, Firmicutes, and others. Most studies have focused on knee OA, although one publication demonstrated positive associations with 3 gut microbiome clades in hand OA. OA can be easily distinguished from RA by evaluating differences in oral microbiome composition. Most studies have also demonstrated a reduction in richness of the gut microbiome (alpha diversity) associated with OA. Several studies have identified bacterial signatures within human knee and hip cartilage, synovial fluid, and synovial tissue and have described changes in these patterns occurring with the development of OA. In animal models of OA, high-fat diet-induced obesity has been the most well-studied OA risk factor associated with changes in the microbiome, with numerous bacterial clades changed within the gut microbiome and associated with OA. Also in animal models, various oral supplementations, including dietary fiber, probiotics including Lactobacillus species, and cecal microbiome transplantation have all shown improvements in OA histopathology or cartilage healing. Microbiome changes are strongly associated with the OA disease process and with individual OA risk factors related to both the gut microbiome and the microbial DNA patterns in the joint. Microbiome-directed interventions have the potential to prevent or reduce the progression of OA. Future studies should investigate the mechanistic underpinnings of these microbiome associations and further define the therapeutic potential of microbiome augmentation.
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Affiliation(s)
- Christopher M Dunn
- Arthritis & Clinical Immunology Program, Oklahoma Medical Research Foundation, 825 NE 13th Street, Laboratory MC400, Oklahoma City, OK, 73104, USA
- Department of Internal Medicine, Division of Rheumatology, Immunology and Allergy, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Matlock A Jeffries
- Arthritis & Clinical Immunology Program, Oklahoma Medical Research Foundation, 825 NE 13th Street, Laboratory MC400, Oklahoma City, OK, 73104, USA.
- Department of Internal Medicine, Division of Rheumatology, Immunology and Allergy, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA.
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Guan Z, Luo L, Liu S, Guan Z, Zhang Q, Li X, Tao K. The Role of Depletion of Gut Microbiota in Osteoporosis and Osteoarthritis: A Narrative Review. Front Endocrinol (Lausanne) 2022; 13:847401. [PMID: 35418947 PMCID: PMC8996773 DOI: 10.3389/fendo.2022.847401] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/07/2022] [Accepted: 02/28/2022] [Indexed: 01/01/2023] Open
Abstract
Osteoporosis and osteoarthritis are common diseases in an aging society, are considered metabolic diseases, and affect the quality of life of older adults. In addition, the gut microbiome is considered an additional organ to regulate bone metabolism. In the past decade, people have been studying the relationship between gut microbiota and bone metabolism. The role and mechanism of the gut microbiota in regulating bone metabolism is very important to improve the development of osteoporosis and osteoarthritis. Depletion of the gut microbiota as a method of studying the role of the gut microbiota was provided strategies to enhance the role of the gut microbiota in regulating osteoporosis and osteoarthritis. In this review, we discuss how depletion of the gut microbiota affects osteoporosis and osteoarthritis.
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Affiliation(s)
- Zhiyuan Guan
- Department of Orthopedics, The Shanghai Tenth People’s Hospital of Tongji University, Shanghai, China
| | - Liying Luo
- Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Shengfu Liu
- Department of Orthopedics, The Shanghai Tenth People’s Hospital of Tongji University, Shanghai, China
| | - Zhiqiang Guan
- Department of Dermatology, Xuzhou Municipal Hospital Affiliated with Xuzhou Medical University, Xuzhou, China
- *Correspondence: Kun Tao, ; Zhiqiang Guan, ; Qinggang Zhang, ; Xu Li,
| | - Qinggang Zhang
- Department of Orthopedics, The Shanghai Tenth People’s Hospital of Tongji University, Shanghai, China
- *Correspondence: Kun Tao, ; Zhiqiang Guan, ; Qinggang Zhang, ; Xu Li,
| | - Xu Li
- Spine Center, Department of Orthopedics, The First Affiliated Hospital of University of Science and Technology of China, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China
- *Correspondence: Kun Tao, ; Zhiqiang Guan, ; Qinggang Zhang, ; Xu Li,
| | - Kun Tao
- Department of Orthopedics, The Shanghai Tenth People’s Hospital of Tongji University, Shanghai, China
- *Correspondence: Kun Tao, ; Zhiqiang Guan, ; Qinggang Zhang, ; Xu Li,
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18
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Collins KH, Schwartz DJ, Lenz KL, Harris CA, Guilak F. Taxonomic changes in the gut microbiota are associated with cartilage damage independent of adiposity, high fat diet, and joint injury. Sci Rep 2021; 11:14560. [PMID: 34267289 PMCID: PMC8282619 DOI: 10.1038/s41598-021-94125-4] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Accepted: 06/30/2021] [Indexed: 12/02/2022] Open
Abstract
Lipodystrophic mice are protected from cartilage damage following joint injury. This protection can be reversed by the implantation of a small adipose tissue graft. The purpose of this study was to evaluate the relationship between the gut microbiota and knee cartilage damage while controlling for adiposity, high fat diet, and joint injury using lipodystrophic (LD) mice. LD and littermate control (WT) mice were fed a high fat diet, chow diet, or were rescued with fat implantation, then challenged with destabilization of the medial meniscus surgery to induce osteoarthritis (OA). 16S rRNA sequencing was conducted on feces. MaAslin2 was used to determine associations between taxonomic relative abundance and OA severity. While serum LPS levels between groups were similar, synovial fluid LPS levels were increased in both limbs of HFD WT mice compared to all groups, except for fat transplanted animals. The Bacteroidetes:Firmicutes ratio of the gut microbiota was significantly reduced in HFD and OA-rescued animals when compared to chow. Nine novel significant associations were found between gut microbiota taxa and OA severity. These findings suggest the presence of causal relationships the gut microbiome and cartilage health, independent of diet or adiposity, providing potential therapeutic targets through manipulation of the microbiome.
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Affiliation(s)
- Kelsey H Collins
- Department of Orthopaedic Surgery, Washington University, Couch Building Room 3213, 4523 Clayton Avenue, St Louis, MO, 63110, USA
- Shriners Hospitals for Children, St. Louis, MO, USA
- Center of Regenerative Medicine, Washington University, St. Louis, MO, USA
| | - Drew J Schwartz
- Division of Infectious Diseases, Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA
- Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO, USA
| | - Kristin L Lenz
- Department of Orthopaedic Surgery, Washington University, Couch Building Room 3213, 4523 Clayton Avenue, St Louis, MO, 63110, USA
- Shriners Hospitals for Children, St. Louis, MO, USA
| | - Charles A Harris
- Division of Endocrinology, Washington University, St. Louis, MO, USA
- Early Clinical Development & Experimental Sciences, Regeneron Pharmaceuticals, Tarrytown, NY, USA
| | - Farshid Guilak
- Department of Orthopaedic Surgery, Washington University, Couch Building Room 3213, 4523 Clayton Avenue, St Louis, MO, 63110, USA.
- Shriners Hospitals for Children, St. Louis, MO, USA.
- Center of Regenerative Medicine, Washington University, St. Louis, MO, USA.
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