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Cockrell C, Vodovotz Y, Zamora R, An G. The Wound Environment Agent-based Model (WEABM): a digital twin platform for characterization and complex therapeutic discovery for volumetric muscle loss. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.06.04.595972. [PMID: 38895374 PMCID: PMC11185759 DOI: 10.1101/2024.06.04.595972] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/21/2024]
Abstract
Volumetric Muscle Loss (VML) injuries are characterized by significant loss of muscle mass, usually due to trauma or surgical resection, often with a residual open wound in clinical settings and subsequent loss of limb function due to the replacement of the lost muscle mass with non-functional scar. Being able to regrow functional muscle in VML injuries is a complex control problem that needs to override robust, evolutionarily conserved healing processes aimed at rapidly closing the defect in lieu of restoration of function. We propose that discovering and implementing this complex control can be accomplished by the development of a Medical Digital Twin of VML. Digital Twins (DTs) are the subject of a recent report from the National Academies of Science, Engineering and Medicine (NASEM), which provides guidance as to the definition, capabilities and research challenges associated with the development and implementation of DTs. Specifically, DTs are defined as dynamic computational models that can be personalized to an individual real world "twin" and are connected to that twin via an ongoing data link. DTs can be used to provide control on the real-world twin that is, by the ongoing data connection, adaptive. We have developed an anatomic scale cell-level agent-based model of VML termed the Wound Environment Agent Based Model (WEABM) that can serve as the computational specification for a DT of VML. Simulations of the WEABM provided fundamental insights into the biology of VML, and we used the WEABM in our previously developed pipeline for simulation-based Deep Reinforcement Learning (DRL) to train an artificial intelligence (AI) to implement a robust generalizable control policy aimed at increasing the healing of VML with functional muscle. The insights into VML obtained include: 1) a competition between fibrosis and myogenesis due to spatial constraints on available edges of intact myofibrils to initiate the myoblast differentiation process, 2) the need to biologically "close" the wound from atmospheric/environmental exposure, which represents an ongoing inflammatory stimulus that promotes fibrosis and 3) that selective, multimodal and adaptive local mediator-level control can shift the trajectory of healing away from a highly evolutionarily beneficial imperative to close the wound via fibrosis. Control discovery with the WEABM identified the following design principles: 1) multimodal adaptive tissue-level mediator control to mitigate pro-inflammation as well as the pro-fibrotic aspects of compensatory anti-inflammation, 2) tissue-level mediator manipulation to promote myogenesis, 3) the use of an engineered extracellular matrix (ECM) to functionally close the wound and 4) the administration of an anti-fibrotic agent focused on the collagen-producing function of fibroblasts and myofibroblasts. The WEABM-trained DRL AI integrates these control modalities and provides design specifications for a potential device that can implement the required wound sensing and intervention delivery capabilities needed. The proposed cyber-physical system integrates the control AI with a physical sense-and-actuate device that meets the tenets of DTs put forth in the NASEM report and can serve as an example schema for the future development of Medical DTs.
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Affiliation(s)
- Chase Cockrell
- Department of Surgery, University of Vermont Larner College of Medicine
| | - Yoram Vodovotz
- Department of Surgery, University of Pittsburgh
- McGowan Institute of Regenerative Medicine, University of Pittsburgh
| | | | - Gary An
- Department of Surgery, University of Vermont Larner College of Medicine
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Duran P, Yang BA, Plaster E, Eiken M, Loebel C, Aguilar CA. Tracking of Nascent Matrix Deposition during Muscle Stem Cell Activation across Lifespan Using Engineered Hydrogels. Adv Biol (Weinh) 2024; 8:e2400091. [PMID: 38616175 DOI: 10.1002/adbi.202400091] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2024] [Revised: 03/22/2024] [Indexed: 04/16/2024]
Abstract
Adult stem cells occupy a niche that contributes to their function, but how stem cells rebuild their microenvironment after injury remains an open-ended question. Herein, biomaterial-based systems and metabolic labeling are utilized to evaluate how skeletal muscle stem cells deposit extracellular matrix. Muscle stem cells and committed myoblasts are observed to generate less nascent matrix than muscle resident fibro-adipogenic progenitors. When cultured on substrates that matched the stiffness of physiological uninjured and injured muscles, muscle stem cells increased nascent matrix deposition with activation kinetics. Reducing the ability to deposit nascent matrix by an inhibitor of vesicle trafficking (Exo-1) attenuated muscle stem cell function and mimicked impairments observed from muscle stem cells isolated from old muscles. Old muscle stem cells are observed to deposit less nascent matrix than young muscle stem cells, which is rescued with therapeutic supplementation of insulin-like growth factors. These results highlight the role of nascent matrix production with muscle stem cell activation.
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Affiliation(s)
- Pamela Duran
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI, 48109, USA
- BioInterfaces Institute, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Benjamin A Yang
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI, 48109, USA
- BioInterfaces Institute, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Eleanor Plaster
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Madeline Eiken
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Claudia Loebel
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI, 48109, USA
- Department of Materials Science & Engineering, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Carlos A Aguilar
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI, 48109, USA
- BioInterfaces Institute, University of Michigan, Ann Arbor, MI, 48109, USA
- Program in Cellular and Molecular Biology, University of Michigan, Ann Arbor, MI, 48109, USA
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Hsu JE, Ruiz L, Hwang Y, Guzman S, Cho CS, Cheng W, Si Y, Macpherson P, Schrank M, Jun G, Kang HM, Kim M, Brooks S, Lee JH. High-Resolution Spatial Transcriptomic Atlas of Mouse Soleus Muscle: Unveiling Single Cell and Subcellular Heterogeneity in Health and Denervation. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.02.26.582103. [PMID: 38464282 PMCID: PMC10925160 DOI: 10.1101/2024.02.26.582103] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/12/2024]
Abstract
Skeletal muscle is essential for both movement and metabolic processes, characterized by a complex and ordered structure. Despite its importance, a detailed spatial map of gene expression within muscle tissue has been challenging to achieve due to the limitations of existing technologies, which struggle to provide high-resolution views. In this study, we leverage the Seq-Scope technique, an innovative method that allows for the observation of the entire transcriptome at an unprecedented submicron spatial resolution. By applying this technique to the mouse soleus muscle, we analyze and compare the gene expression profiles in both healthy conditions and following denervation, a process that mimics aspects of muscle aging. Our approach reveals detailed characteristics of muscle fibers, other cell types present within the muscle, and specific subcellular structures such as the postsynaptic nuclei at neuromuscular junctions, hybrid muscle fibers, and areas of localized expression of genes responsive to muscle injury, along with their histological context. The findings of this research significantly enhance our understanding of the diversity within the muscle cell transcriptome and its variation in response to denervation, a key factor in the decline of muscle function with age. This breakthrough in spatial transcriptomics not only deepens our knowledge of muscle biology but also sets the stage for the development of new therapeutic strategies aimed at mitigating the effects of aging on muscle health, thereby offering a more comprehensive insight into the mechanisms of muscle maintenance and degeneration in the context of aging and disease.
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Affiliation(s)
- Jer-En Hsu
- Department of Molecular & Integrative Physiology, University of Michigan, Ann Arbor, MI, USA
| | - Lloyd Ruiz
- Department of Molecular & Integrative Physiology, University of Michigan, Ann Arbor, MI, USA
| | - Yongha Hwang
- Department of Molecular & Integrative Physiology, University of Michigan, Ann Arbor, MI, USA
- Space Planning and Analysis, University of Michigan, Ann Arbor, MI, USA
| | - Steve Guzman
- Department of Molecular & Integrative Physiology, University of Michigan, Ann Arbor, MI, USA
| | - Chun-Seok Cho
- Department of Molecular & Integrative Physiology, University of Michigan, Ann Arbor, MI, USA
| | - Weiqiu Cheng
- Department of Biostatistics, University of Michigan, Ann Arbor, MI, USA
| | - Yichen Si
- Department of Biostatistics, University of Michigan, Ann Arbor, MI, USA
| | - Peter Macpherson
- Department of Molecular & Integrative Physiology, University of Michigan, Ann Arbor, MI, USA
| | - Mitchell Schrank
- Department of Molecular & Integrative Physiology, University of Michigan, Ann Arbor, MI, USA
| | - Goo Jun
- Human Genetics Center, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Hyun-Min Kang
- Department of Biostatistics, University of Michigan, Ann Arbor, MI, USA
| | - Myungjin Kim
- Department of Molecular & Integrative Physiology, University of Michigan, Ann Arbor, MI, USA
| | - Susan Brooks
- Department of Molecular & Integrative Physiology, University of Michigan, Ann Arbor, MI, USA
| | - Jun Hee Lee
- Department of Molecular & Integrative Physiology, University of Michigan, Ann Arbor, MI, USA
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Tanner GI, Schiltz L, Narra N, Figueiredo ML, Qazi TH. Granular Hydrogels Improve Myogenic Invasion and Repair after Volumetric Muscle Loss. Adv Healthc Mater 2024:e2303576. [PMID: 38329892 DOI: 10.1002/adhm.202303576] [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: 10/17/2023] [Revised: 12/26/2023] [Indexed: 02/10/2024]
Abstract
Skeletal muscle injuries including volumetric muscle loss (VML) lead to excessive tissue scarring and permanent functional disability. Despite its high prevalence, there is currently no effective treatment for VML. Bioengineering interventions such as biomaterials that fill the VML defect to support cell and tissue growth are a promising therapeutic strategy. However, traditional biomaterials developed for this purpose lack the pore features needed to support cell infiltration. The present study investigates for the first time, the impact of granular hydrogels on muscle repair - hypothesizing that their flowability will permit conformable filling of the defect site and their inherent porosity will support the invasion of native myogenic cells, leading to effective muscle repair. Small and large microparticle fragments are prepared from photocurable hyaluronic acid polymer via extrusion fragmentation and facile size sorting. In assembled granular hydrogels, particle size and degree of packing significantly influence pore features, rheological behavior, and injectability. Using a mouse model of VML, it is demonstrated that, in contrast to bulk hydrogels, granular hydrogels support early-stage (satellite cell invasion) and late-stage (myofiber regeneration) muscle repair processes. Together, these results highlight the promising potential of injectable and porous granular hydrogels in supporting endogenous repair after severe muscle injury.
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Affiliation(s)
- Gabrielle I Tanner
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, 47907, USA
- Department of Agricultural and Biological Engineering, Purdue University, West Lafayette, IN, 47907, USA
| | - Leia Schiltz
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, 47907, USA
| | - Niharika Narra
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, 47907, USA
| | - Marxa L Figueiredo
- Department of Basic Medical Sciences, Purdue University, West Lafayette, IN, 47907, USA
| | - Taimoor H Qazi
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, 47907, USA
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Duran P, Yang BA, Plaster E, Eiken M, Loebel C, Aguilar CA. Quantification of local matrix deposition during muscle stem cell activation using engineered hydrogels. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.01.20.576326. [PMID: 38328131 PMCID: PMC10849481 DOI: 10.1101/2024.01.20.576326] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/09/2024]
Abstract
Adult stem cells occupy a niche that contributes to their function, but how stem cells remodel their microenvironment remains an open-ended question. Herein, biomaterials-based systems and metabolic labeling were utilized to evaluate how skeletal muscle stem cells deposit extracellular matrix. Muscle stem cells and committed myoblasts were observed to generate less nascent matrix than muscle resident fibro-adipogenic progenitors. When cultured on substrates that matched the stiffness of physiological uninjured and injured muscles, the increased nascent matrix deposition was associated with stem cell activation. Reducing the ability to deposit nascent matrix in muscle stem cells attenuated function and mimicked impairments observed from muscle stem cells isolated from old aged muscles, which could be rescued with therapeutic supplementation of insulin-like growth factors. These results highlight how nascent matrix production is critical for maintaining healthy stem cell function.
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Affiliation(s)
- Pamela Duran
- Dept. of Biomedical Engineering, University of Michigan, Ann Arbor, MI 48109, USA
- BioInterfaces Institute, University of Michigan, Ann Arbor, MI 48109, USA
| | - Benjamin A. Yang
- Dept. of Biomedical Engineering, University of Michigan, Ann Arbor, MI 48109, USA
- BioInterfaces Institute, University of Michigan, Ann Arbor, MI 48109, USA
| | - Eleanor Plaster
- Dept. of Biomedical Engineering, University of Michigan, Ann Arbor, MI 48109, USA
| | - Madeline Eiken
- Dept. of Biomedical Engineering, University of Michigan, Ann Arbor, MI 48109, USA
| | - Claudia Loebel
- Dept. of Biomedical Engineering, University of Michigan, Ann Arbor, MI 48109, USA
- Dept. of Materials Science & Engineering, University of Michigan, Ann Arbor, MI 48109, USA
| | - Carlos A. Aguilar
- Dept. of Biomedical Engineering, University of Michigan, Ann Arbor, MI 48109, USA
- BioInterfaces Institute, University of Michigan, Ann Arbor, MI 48109, USA
- Program in Cellular and Molecular Biology, University of Michigan, Ann Arbor, MI 48109, USA
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Castor-Macias JA, Larouche JA, Wallace EC, Spence BD, Eames A, Duran P, Yang BA, Fraczek PM, Davis CA, Brooks SV, Maddipati KR, Markworth JF, Aguilar CA. Maresin 1 repletion improves muscle regeneration after volumetric muscle loss. eLife 2023; 12:e86437. [PMID: 38131691 PMCID: PMC10807862 DOI: 10.7554/elife.86437] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2023] [Accepted: 12/21/2023] [Indexed: 12/23/2023] Open
Abstract
The acute traumatic or surgical loss of skeletal muscle, known as volumetric muscle loss (VML), is a devastating type of injury that results in exacerbated and persistent inflammation followed by fibrosis. The mechanisms that mediate the magnitude and duration of the inflammatory response and ensuing fibrosis after VML remain understudied, and as such, the development of regenerative therapies has been limited. To address this need, we profiled how lipid mediators, which are potent regulators of the immune response after injury, varied with VML injuries that heal or result in fibrosis. We observed that non-healing VML injuries displayed increased pro-inflammatory eicosanoids and a lack of pro-resolving lipid mediators. Treatment of VML with a pro-resolving lipid mediator synthesized from docosahexaenoic acid, called Maresin 1, ameliorated fibrosis through reduction of neutrophils and macrophages and enhanced recovery of muscle strength. These results expand our knowledge of the dysregulated immune response that develops after VML and identify a novel immuno-regenerative therapeutic modality in Maresin 1.
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Affiliation(s)
- Jesus A Castor-Macias
- Department of Biomedical Engineering, University of MichiganAnn ArborUnited States
- Biointerfaces Institute, University of MichiganAnn ArborUnited States
| | - Jacqueline A Larouche
- Department of Biomedical Engineering, University of MichiganAnn ArborUnited States
- Biointerfaces Institute, University of MichiganAnn ArborUnited States
| | - Emily C Wallace
- Department of Biomedical Engineering, University of MichiganAnn ArborUnited States
| | - Bonnie D Spence
- Department of Biomedical Engineering, University of MichiganAnn ArborUnited States
| | - Alec Eames
- Department of Biomedical Engineering, University of MichiganAnn ArborUnited States
| | - Pamela Duran
- Department of Biomedical Engineering, University of MichiganAnn ArborUnited States
- Biointerfaces Institute, University of MichiganAnn ArborUnited States
| | - Benjamin A Yang
- Department of Biomedical Engineering, University of MichiganAnn ArborUnited States
- Biointerfaces Institute, University of MichiganAnn ArborUnited States
| | - Paula M Fraczek
- Department of Biomedical Engineering, University of MichiganAnn ArborUnited States
- Biointerfaces Institute, University of MichiganAnn ArborUnited States
| | - Carol A Davis
- Department of Molecular & Integrative Physiology, University of MichiganAnn ArborUnited States
| | - Susan V Brooks
- Department of Biomedical Engineering, University of MichiganAnn ArborUnited States
- Department of Molecular & Integrative Physiology, University of MichiganAnn ArborUnited States
| | - Krishna Rao Maddipati
- Department of Pathology, Lipidomics Core Facility, Wayne State UniversityDetroitUnited States
| | - James F Markworth
- Department of Animal Sciences, Purdue UniversityWest Lafayette, IndianaUnited States
| | - Carlos A Aguilar
- Department of Biomedical Engineering, University of MichiganAnn ArborUnited States
- Biointerfaces Institute, University of MichiganAnn ArborUnited States
- Program in Cellular and Molecular Biology, University of MichiganAnn ArborUnited States
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Heo J, Schifino AG, McFaline‐Figueroa J, Miller DL, Hoffman JR, Noble EE, Greising SM, Call JA. Differential effects of Western diet and traumatic muscle injury on skeletal muscle metabolic regulation in male and female mice. J Cachexia Sarcopenia Muscle 2023; 14:2835-2850. [PMID: 37879629 PMCID: PMC10751418 DOI: 10.1002/jcsm.13361] [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: 06/30/2023] [Revised: 09/19/2023] [Accepted: 09/20/2023] [Indexed: 10/27/2023] Open
Abstract
BACKGROUND This study was designed to develop an understanding of the pathophysiology of traumatic muscle injury in the context of Western diet (WD; high fat and high sugar) and obesity. The objective was to interrogate the combination of WD and injury on skeletal muscle mass and contractile and metabolic function. METHODS Male and female C57BL/6J mice were randomized into four groups based on a two-factor study design: (1) injury (uninjured vs. volumetric muscle loss [VML]) and (2) diet (WD vs. normal chow [NC]). Electrophysiology was used to test muscle strength and metabolic function in cohorts of uninjured + NC, uninjured + WD, VML + NC and VML + WD at 8 weeks of intervention. RESULTS VML-injured male and female mice both exhibited decrements in muscle mass (-17%, P < 0.001) and muscle strength (-28%, P < 0.001); however, VML + WD females had a 28% greater muscle mass compared to VML + NC females (P = 0.034), a compensatory response not detected in males. VML-injured male and female mice both had lower carbohydrate- and fat-supported muscle mitochondrial respiration (JO2 ) and less electron conductance through the electron transport system (ETS); however, male VML-WD had 48% lower carbohydrate-supported JO2 (P = 0.014) and 47% less carbohydrate-supported electron conductance (P = 0.026) compared to male VML + NC, and this diet-injury phenotype was not present in females. ETS electron conductance starts with complex I and complex II dehydrogenase enzymes at the inner mitochondrial membrane, and male VML + WD had 31% less complex I activity (P = 0.004) and 43% less complex II activity (P = 0.005) compared to male VML + NC. This was a diet-injury phenotype not present in females. Pyruvate dehydrogenase (PDH), β-hydroxyacyl-CoA dehydrogenase, citrate synthase, α-ketoglutarate dehydrogenase and malate dehydrogenase metabolic enzyme activities were evaluated as potential drivers of impaired JO2 in the context of diet and injury. There were notable male and female differential effects in the enzyme activity and post-translational regulation of PDH. PDH enzyme activity was 24% less in VML-injured males, independent of diet (P < 0.001), but PDH enzyme activity was not influenced by injury in females. PDH enzyme activity is inhibited by phosphorylation at serine-293 by PDH kinase 4 (PDK4). In males, there was greater total PDH, phospho-PDHser293 and phospho-PDH-to-total PDH ratio in WD mice compared to NC, independent of injury (P ≤ 0.041). In females, PDK4 was 51% greater in WD compared to NC, independent of injury (P = 0.025), and was complemented by greater phospho-PDHser293 (P = 0.001). CONCLUSIONS Males are more susceptible to muscle metabolic dysfunction in the context of combined WD and traumatic injury compared to females, and this may be due to impaired metabolic enzyme functions.
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Affiliation(s)
- Junwon Heo
- Department of Physiology and PharmacologyUniversity of GeorgiaAthensGAUSA
- Regenerative Bioscience CenterUniversity of GeorgiaAthensGAUSA
| | - Albino G. Schifino
- Regenerative Bioscience CenterUniversity of GeorgiaAthensGAUSA
- Department of KinesiologyUniversity of GeorgiaAthensGAUSA
| | - Jennifer McFaline‐Figueroa
- Department of Physiology and PharmacologyUniversity of GeorgiaAthensGAUSA
- Regenerative Bioscience CenterUniversity of GeorgiaAthensGAUSA
| | - David L. Miller
- Department of Physiology and PharmacologyUniversity of GeorgiaAthensGAUSA
- Regenerative Bioscience CenterUniversity of GeorgiaAthensGAUSA
| | - Jessica R. Hoffman
- Department of Physiology and PharmacologyUniversity of GeorgiaAthensGAUSA
- Regenerative Bioscience CenterUniversity of GeorgiaAthensGAUSA
| | - Emily E. Noble
- Department of Nutritional ScienceUniversity of GeorgiaAthensGAUSA
| | | | - Jarrod A. Call
- Department of Physiology and PharmacologyUniversity of GeorgiaAthensGAUSA
- Regenerative Bioscience CenterUniversity of GeorgiaAthensGAUSA
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Wang X, Zhou L. The multifaceted role of macrophages in homeostatic and injured skeletal muscle. Front Immunol 2023; 14:1274816. [PMID: 37954602 PMCID: PMC10634307 DOI: 10.3389/fimmu.2023.1274816] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Accepted: 10/13/2023] [Indexed: 11/14/2023] Open
Abstract
Skeletal muscle is essential for body physical activity, energy metabolism, and temperature maintenance. It has excellent capabilities to maintain homeostasis and to regenerate after injury, which indispensably relies on muscle stem cells, satellite cells (MuSCs). The quiescence, activation, and differentiation of MuSCs are tightly regulated in homeostatic and regenerating muscles. Among the important regulators are intramuscular macrophages, which are functionally heterogeneous with different subtypes present in a spatiotemporal manner to regulate the balance of different MuSC statuses. During chronic injury and aging, intramuscular macrophages often undergo aberrant activation, which in turn disrupts muscle homeostasis and regenerative repair. Growing evidence suggests that the aberrant activation is mainly triggered by altered muscle microenvironment. The trained immunity that affects myeloid progenitors during hematopoiesis may also contribute. Aged immune system may contribute, in part, to the aging-related sarcopenia and compromised skeletal muscle injury repair. As macrophages are actively involved in the progression of many muscle diseases, manipulating their functional activation has become a promising therapeutic approach, which requires comprehensive knowledge of the cellular and molecular mechanisms underlying the diverse activation. To this end, we discuss here the current knowledge of multifaceted role of macrophages in skeletal muscle homeostasis, injury, and repair.
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Affiliation(s)
- Xingyu Wang
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, United States
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Zhou R, Yang G, Zhang Y, Wang Y. Spatial transcriptomics in development and disease. MOLECULAR BIOMEDICINE 2023; 4:32. [PMID: 37806992 PMCID: PMC10560656 DOI: 10.1186/s43556-023-00144-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Accepted: 08/29/2023] [Indexed: 10/10/2023] Open
Abstract
The proper functioning of diverse biological systems depends on the spatial organization of their cells, a critical factor for biological processes like shaping intricate tissue functions and precisely determining cell fate. Nonetheless, conventional bulk or single-cell RNA sequencing methods were incapable of simultaneously capturing both gene expression profiles and the spatial locations of cells. Hence, a multitude of spatially resolved technologies have emerged, offering a novel dimension for investigating regional gene expression, spatial domains, and interactions between cells. Spatial transcriptomics (ST) is a method that maps gene expression in tissue while preserving spatial information. It can reveal cellular heterogeneity, spatial organization and functional interactions in complex biological systems. ST can also complement and integrate with other omics methods to provide a more comprehensive and holistic view of biological systems at multiple levels of resolution. Since the advent of ST, new methods offering higher throughput and resolution have become available, holding significant potential to expedite fresh insights into comprehending biological complexity. Consequently, a rapid increase in associated research has occurred, using these technologies to unravel the spatial complexity during developmental processes or disease conditions. In this review, we summarize the recent advancement of ST in historical, technical, and application contexts. We compare different types of ST methods based on their principles and workflows, and present the bioinformatics tools for analyzing and integrating ST data with other modalities. We also highlight the applications of ST in various domains of biomedical research, especially development and diseases. Finally, we discuss the current limitations and challenges in the field, and propose the future directions of ST.
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Affiliation(s)
- Ran Zhou
- Department of Neurosurgery, State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Gaoxia Yang
- Department of Neurosurgery, State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, Chengdu, 610041, China
- National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China
| | - Yan Zhang
- National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China.
| | - Yuan Wang
- Department of Neurosurgery, State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, Chengdu, 610041, China.
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Schifino AG, Raymond‐Pope CJ, Heo J, McFaline‐Figueroa J, Call JA, Greising SM. Resistance wheel running improves contractile strength, but not metabolic capacity, in a murine model of volumetric muscle loss injury. Exp Physiol 2023; 108:1282-1294. [PMID: 37526646 PMCID: PMC10543535 DOI: 10.1113/ep091284] [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: 05/06/2023] [Accepted: 07/31/2023] [Indexed: 08/02/2023]
Abstract
The primary objective of this study was to determine if low- or high-resistance voluntary wheel running leads to functional improvements in muscle strength (i.e., isometric and isokinetic torque) and metabolic function (i.e., permeabilized fibre bundle mitochondrial respiration) after a volumetric muscle loss (VML) injury. C57BL/6J mice were randomized into one of four experimental groups at age 12 weeks: uninjured control, VML untreated (VML), low-resistance wheel running (VML-LR) and high-resistance wheel running (VML-HR). All mice, excluding the uninjured, were subject to a unilateral VML injury to the plantar flexor muscles and wheel running began 3 days post-VML. At 8 weeks post-VML, peak isometric torque was greater in uninjured compared to all VML-injured groups, but both VML-LR and VML-HR had greater (∼32%) peak isometric torque compared to VML. All VML-injured groups had less isokinetic torque compared to uninjured, and there was no statistical difference among VML, VML-LR and VML-HR. No differences in cumulative running distance were observed between VML-LR and VML-HR groups. Because adaptations in VML-HR peak isometric torque were attributed to greater gastrocnemius muscle mass, atrophy- and hypertrophy-related protein content and post-translational modifications were explored via immunoblot; however, results were inconclusive. Permeabilized fibre bundle mitochondrial oxygen consumption was 22% greater in uninjured compared to VML, but there was no statistical difference among VML, VML-LR and VML-HR. Furthermore, neither wheel running group demonstrated a change in the relative protein content of the mitochondrial biogenesis transcription factor, peroxisome proliferator-activated receptor γ coactivator 1-α (PGC-1α). These results indicate that resistance wheel running alone only has modest benefits in the VML-injured muscle. NEW FINDINGS: What is the central question of the study? Does initiation of a resistance wheel running regimen following volumetric muscle loss (VML) improve the functional capacity of skeletal muscle? What is the main finding and its importance? Resistance wheel running led to greater muscle mass and strength in mice with a VML injury but did not result in a full recovery. Neither low- nor high-resistance wheel running was associated with a change in permeabilized muscle fibre respiration despite runners having greater whole-body treadmill endurance capacity, suggesting resilience to metabolic adaptations in VML-injured muscle. Resistance wheel running may be a suitable adjuvant rehabilitation strategy, but alone does not fully mitigate VML pathology.
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Affiliation(s)
| | | | - Junwon Heo
- Department of Physiology and PharmacologyUniversity of GeorgiaAthensGAUSA
| | | | - Jarrod A. Call
- Department of Physiology and PharmacologyUniversity of GeorgiaAthensGAUSA
- Regenerative Bioscience CenterUniversity of GeorgiaAthensGAUSA
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Coulis G, Jaime D, Guerrero-Juarez C, Kastenschmidt JM, Farahat PK, Nguyen Q, Pervolarakis N, McLinden K, Thurlow L, Movahedi S, Hughes BS, Duarte J, Sorn A, Montoya E, Mozaffar I, Dragan M, Othy S, Joshi T, Hans CP, Kimonis V, MacLean AL, Nie Q, Wallace LM, Harper SQ, Mozaffar T, Hogarth MW, Bhattacharya S, Jaiswal JK, Golann DR, Su Q, Kessenbrock K, Stec M, Spencer MJ, Zamudio JR, Villalta SA. Single-cell and spatial transcriptomics identify a macrophage population associated with skeletal muscle fibrosis. SCIENCE ADVANCES 2023; 9:eadd9984. [PMID: 37418531 PMCID: PMC10328414 DOI: 10.1126/sciadv.add9984] [Citation(s) in RCA: 13] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/18/2022] [Accepted: 06/05/2023] [Indexed: 07/09/2023]
Abstract
Macrophages are essential for skeletal muscle homeostasis, but how their dysregulation contributes to the development of fibrosis in muscle disease remains unclear. Here, we used single-cell transcriptomics to determine the molecular attributes of dystrophic and healthy muscle macrophages. We identified six clusters and unexpectedly found that none corresponded to traditional definitions of M1 or M2 macrophages. Rather, the predominant macrophage signature in dystrophic muscle was characterized by high expression of fibrotic factors, galectin-3 (gal-3) and osteopontin (Spp1). Spatial transcriptomics, computational inferences of intercellular communication, and in vitro assays indicated that macrophage-derived Spp1 regulates stromal progenitor differentiation. Gal-3+ macrophages were chronically activated in dystrophic muscle, and adoptive transfer assays showed that the gal-3+ phenotype was the dominant molecular program induced within the dystrophic milieu. Gal-3+ macrophages were also elevated in multiple human myopathies. These studies advance our understanding of macrophages in muscular dystrophy by defining their transcriptional programs and reveal Spp1 as a major regulator of macrophage and stromal progenitor interactions.
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Affiliation(s)
- Gerald Coulis
- Department of Physiology and Biophysics, University of California Irvine, Irvine, CA, USA
- Institute for Immunology, University of California Irvine, Irvine, CA, USA
| | - Diego Jaime
- Department of Physiology and Biophysics, University of California Irvine, Irvine, CA, USA
- Institute for Immunology, University of California Irvine, Irvine, CA, USA
| | | | - Jenna M. Kastenschmidt
- Department of Physiology and Biophysics, University of California Irvine, Irvine, CA, USA
- Institute for Immunology, University of California Irvine, Irvine, CA, USA
| | - Philip K. Farahat
- Department of Physiology and Biophysics, University of California Irvine, Irvine, CA, USA
- Institute for Immunology, University of California Irvine, Irvine, CA, USA
| | - Quy Nguyen
- Department of Biological Chemistry, University of California Irvine, Irvine, CA USA
| | | | - Katherine McLinden
- Department of Molecular Cell and Developmental Biology, University of California Los Angeles, Los Angeles, CA, USA
| | - Lauren Thurlow
- Department of Molecular Cell and Developmental Biology, University of California Los Angeles, Los Angeles, CA, USA
| | - Saba Movahedi
- Department of Physiology and Biophysics, University of California Irvine, Irvine, CA, USA
| | - Brandon S. Hughes
- Department of Physiology and Biophysics, University of California Irvine, Irvine, CA, USA
| | - Jorge Duarte
- Department of Physiology and Biophysics, University of California Irvine, Irvine, CA, USA
| | - Andrew Sorn
- Department of Physiology and Biophysics, University of California Irvine, Irvine, CA, USA
| | - Elizabeth Montoya
- Department of Physiology and Biophysics, University of California Irvine, Irvine, CA, USA
| | - Izza Mozaffar
- Department of Physiology and Biophysics, University of California Irvine, Irvine, CA, USA
| | - Morgan Dragan
- Department of Biological Chemistry, University of California Irvine, Irvine, CA USA
| | - Shivashankar Othy
- Department of Physiology and Biophysics, University of California Irvine, Irvine, CA, USA
- Institute for Immunology, University of California Irvine, Irvine, CA, USA
| | - Trupti Joshi
- Department of Health Management and Informatics, University of Missouri, Columbia, MO, USA
| | - Chetan P. Hans
- Department of Cardiovascular Medicine, University of Missouri, Columbia, MO USA
| | - Virginia Kimonis
- Department of Pediatrics, University of California Irvine, Irvine, CA, USA
| | - Adam L. MacLean
- Department of Quantitative and Computational Biology, University of Southern California, Los Angeles, CA, USA
| | - Qing Nie
- Department of Mathematics, Department of Developmental and Cell Biology, University of California Irvine, Irvine, CA, USA
| | - Lindsay M. Wallace
- Center for Gene Therapy, The Abigail Wexner Research Institute at Nationwide Children’s Hospital, Columbus, OH, USA
| | - Scott Q. Harper
- Center for Gene Therapy, The Abigail Wexner Research Institute at Nationwide Children’s Hospital, Columbus, OH, USA
- Department of Pediatrics, The Ohio State University, Columbus, OH, USA
| | - Tahseen Mozaffar
- Department of Neurology, University of California Irvine, Irvine, CA, USA
- Department of Pathology and Laboratory Medicine, University of California Irvine, Irvine, CA, USA
| | - Marshall W. Hogarth
- Children’s National Hospital, Research Center for Genetic Medicine, Washington, DC, USA
| | - Surajit Bhattacharya
- Children’s National Hospital, Research Center for Genetic Medicine, Washington, DC, USA
| | - Jyoti K. Jaiswal
- Children’s National Hospital, Research Center for Genetic Medicine, Washington, DC, USA
| | | | - Qi Su
- Regeneron Pharmaceuticals Inc., Tarrytown, NY, USA
| | - Kai Kessenbrock
- Department of Biological Chemistry, University of California Irvine, Irvine, CA USA
| | - Michael Stec
- Regeneron Pharmaceuticals Inc., Tarrytown, NY, USA
| | - Melissa J. Spencer
- Department of Neurology, University of California Los Angeles, Los Angeles, CA, USA
| | - Jesse R. Zamudio
- Department of Molecular Cell and Developmental Biology, University of California Los Angeles, Los Angeles, CA, USA
| | - S. Armando Villalta
- Department of Physiology and Biophysics, University of California Irvine, Irvine, CA, USA
- Institute for Immunology, University of California Irvine, Irvine, CA, USA
- Department of Neurology, University of California Irvine, Irvine, CA, USA
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