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Omer S, Persaud E, Mohammad S, Ayo-Farinloye B, Heineman RE, Wellwood E, Mott GA, Harrison RE. Ninein isoform contributions to intracellular processes and macrophage immune function. J Biol Chem 2025; 301:108419. [PMID: 40113042 DOI: 10.1016/j.jbc.2025.108419] [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: 11/19/2024] [Revised: 03/03/2025] [Accepted: 03/13/2025] [Indexed: 03/22/2025] Open
Abstract
Ninein is a multifunctional protein involved in microtubule (MT) organization and dynein/dynactin complex recruitment and activation. Several isoforms of ninein have been identified in various tissues, however, their relative contribution(s) are not clear. Here, we identify two ninein isoforms in mouse macrophages with distinct C-termini and disproportionate expression levels; a canonical ninein (nineinCAN) isoform and ninein isoform 2 (nineinISO2). Analysis of ninein pre-mRNA exon-intron boundaries revealed that nineinISO2 transcript is likely generated by two alternative splicing site selection events predicted to result in a distinct 3D structure compared to nineinCAN. We used selective and total protein knockdown experiments to assess the intracellular and functional roles of ninein in macrophages. Live cell imaging analyses of macrophages implicated both isoforms in regulating cell proliferation. MT regrowth following nocodazole depolymerization showed that both isoforms contributed to MT nucleation and structural integrity of the centrosome, as cells lacking nineinCAN or nineinISO2 contained multiple ectopic γ-tubulin foci. However, nineinCAN, but not nineinISO2, was important for the separation of duplicated centrosomes during cell division. Despite a requirement of both ninein isoforms to recruit dynein/dynactin to the centrosome, only nineinCAN was required for Golgi positioning and morphology, dynein-dependent events. We additionally found that nineinISO2 was the primary isoform required for F-actin recruitment during the internalization of IgG-opsonized particles. Our study indicates that alternative splicing promotes both redundant and differential activities for ninein in MT organization, organelle positioning, and macrophage function.
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Affiliation(s)
- Safia Omer
- Department of Biological Sciences, University of Toronto Scarborough, Toronto, Ontario, USA
| | - Elizabeth Persaud
- Department of Biological Sciences, University of Toronto Scarborough, Toronto, Ontario, USA
| | - Safia Mohammad
- Department of Biological Sciences, University of Toronto Scarborough, Toronto, Ontario, USA
| | - Bolu Ayo-Farinloye
- Department of Biological Sciences, University of Toronto Scarborough, Toronto, Ontario, USA
| | - Rebecca E Heineman
- Department of Biological Sciences, University of Toronto Scarborough, Toronto, Ontario, USA
| | - Emily Wellwood
- Department of Biological Sciences, University of Toronto Scarborough, Toronto, Ontario, USA
| | - G Adam Mott
- Department of Biological Sciences, University of Toronto Scarborough, Toronto, Ontario, USA
| | - Rene E Harrison
- Department of Biological Sciences, University of Toronto Scarborough, Toronto, Ontario, USA.
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2
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Fiorino C, Omer S, Gandhi N, Harrison RE. In Vitro Assay to Examine Osteoclast Resorptive Activity Under Estrogen Withdrawal. Bio Protoc 2025; 15:e5155. [PMID: 39803321 PMCID: PMC11717722 DOI: 10.21769/bioprotoc.5155] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2024] [Revised: 11/03/2024] [Accepted: 11/05/2024] [Indexed: 01/16/2025] Open
Abstract
The bone is a highly dynamic organ that undergoes continuous remodeling through an intricate balance of bone formation and degradation. Hyperactivation of the bone-degrading cells, the osteoclasts (OCs), occurs in disease conditions and hormonal changes in females, resulting in osteoporosis, a disease characterized by altered microarchitecture of the bone tissue, and increased bone fragility. Thus, building robust assays to quantify OC resorptive activity to examine the molecular mechanisms underlying bone degradation is critical. Here, we establish an in vitro model to investigate the effect of estrogen withdrawal on OCs derived from the mouse macrophage RAW 264.7 cell line in a bone biomimetic microenvironment. This simple and robust model can also be adapted to examine the effect of drugs and genetic factors influencing OC resorptive activity in addition to being compatible with fluorescent imaging. Key features • A robust in vitro protocol that allows molecular and functional studies of mature osteoclasts in response to estrogen and its withdrawal. • Generation of inorganic bone-mimetic substrates for culturing and examining osteoclast resorptive behavior. • This quantitative image-based approach is compatible with brightfield and fluorescence microscopy to assess osteoclast resorptive activity.
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Affiliation(s)
- Cara Fiorino
- Department of Biological Sciences, University of Toronto Scarborough, Toronto, ON, Canada
| | - Safia Omer
- Department of Biological Sciences, University of Toronto Scarborough, Toronto, ON, Canada
| | - Nisha Gandhi
- Department of Cell & Systems Biology, University of Toronto Scarborough, Toronto, ON, Canada
| | - Rene E Harrison
- Department of Biological Sciences, University of Toronto Scarborough, Toronto, ON, Canada
- Department of Cell & Systems Biology, University of Toronto Scarborough, Toronto, ON, Canada
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3
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Schapfl MA, LoMastro GM, Braun VZ, Hirai M, Levine MS, Kiermaier E, Labi V, Holland AJ, Villunger A. Centrioles are frequently amplified in early B cell development but dispensable for humoral immunity. Nat Commun 2024; 15:8890. [PMID: 39406735 PMCID: PMC11480410 DOI: 10.1038/s41467-024-53222-4] [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: 10/20/2023] [Accepted: 10/07/2024] [Indexed: 10/19/2024] Open
Abstract
Centrioles define centrosome structure and function. Deregulation of centriole numbers can cause developmental defects and cancer. The p53 tumor suppressor limits the growth of cells lacking or harboring additional centrosomes and can be engaged by the "mitotic surveillance" or the "PIDDosome pathway", respectively. Here, we show that early B cell progenitors frequently present extra centrioles, ensuing their high proliferative activity and related DNA damage. Extra centrioles are efficiently cleared during B cell maturation. In contrast, centriole loss upon Polo-like kinase 4 (Plk4) deletion causes apoptosis and arrests B cell development. This defect can be rescued by co-deletion of Usp28, a critical component of the mitotic surveillance pathway, that restores cell survival and maturation. Centriole-deficient mature B cells are proliferation competent and mount a humoral immune response. Our findings imply that progenitor B cells are intolerant to centriole loss but permissive to centriole amplification, a feature potentially facilitating their malignant transformation.
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Affiliation(s)
- Marina A Schapfl
- Institute for Developmental Immunology, Biocenter, Medical University of Innsbruck, Innsbruck, Austria
| | - Gina M LoMastro
- Department of Molecular Biology and Genetics, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Vincent Z Braun
- Institute for Developmental Immunology, Biocenter, Medical University of Innsbruck, Innsbruck, Austria
| | - Maretoshi Hirai
- Department of Pharmacology, Kansai Medical University, Hirakata, Osaka, Japan
| | - Michelle S Levine
- Department of Molecular Biology and Genetics, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Eva Kiermaier
- Life and Medical Sciences Institute, Immune and Tumor Biology, University of Bonn, Bonn, Germany
| | - Verena Labi
- Institute for Developmental Immunology, Biocenter, Medical University of Innsbruck, Innsbruck, Austria
| | - Andrew J Holland
- Department of Molecular Biology and Genetics, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Andreas Villunger
- Institute for Developmental Immunology, Biocenter, Medical University of Innsbruck, Innsbruck, Austria.
- The Research Center for Molecular Medicine (CeMM) of the Austrian Academy of Sciences, Vienna, Austria.
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4
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Tam R, Harris TJ. Centrosome-organized plasma membrane infoldings linked to growth of a cortical actin domain. J Cell Biol 2024; 223:e202403115. [PMID: 38935075 PMCID: PMC11215285 DOI: 10.1083/jcb.202403115] [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: 03/26/2024] [Revised: 05/27/2024] [Accepted: 06/13/2024] [Indexed: 06/28/2024] Open
Abstract
Regulated cell shape change requires the induction of cortical cytoskeletal domains. Often, local changes to plasma membrane (PM) topography are involved. Centrosomes organize cortical domains and can affect PM topography by locally pulling the PM inward. Are these centrosome effects coupled? At the syncytial Drosophila embryo cortex, centrosome-induced actin caps grow into dome-like compartments for mitoses. We found the nascent cap to be a collection of PM folds and tubules formed over the astral centrosomal MT array. The localized infoldings require centrosome and dynein activities, and myosin-based surface tension prevents them elsewhere. Centrosome-engaged PM infoldings become specifically enriched with an Arp2/3 induction pathway. Arp2/3 actin network growth between the infoldings counterbalances centrosomal pulling forces and disperses the folds for actin cap expansion. Abnormal domain topography with either centrosome or Arp2/3 disruption correlates with decreased exocytic vesicle association. Together, our data implicate centrosome-organized PM infoldings in coordinating Arp2/3 network growth and exocytosis for cortical domain assembly.
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Affiliation(s)
- Rebecca Tam
- Department of Cell and Systems Biology, University of Toronto, Toronto, Canada
| | - Tony J.C. Harris
- Department of Cell and Systems Biology, University of Toronto, Toronto, Canada
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5
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Dias AP, Rehmani T, Salih M, Tuana B. Tail-anchored membrane protein SLMAP3 is essential for targeting centrosomal proteins to the nuclear envelope in skeletal myogenesis. Open Biol 2024; 14:240094. [PMID: 39378988 PMCID: PMC11461071 DOI: 10.1098/rsob.240094] [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] [Subscribe] [Scholar Register] [Received: 04/23/2024] [Revised: 07/08/2024] [Accepted: 07/10/2024] [Indexed: 10/10/2024] Open
Abstract
The positioning and communication between the nucleus and centrosomes are essential in cell division, differentiation and tissue formation. During skeletal myogenesis, the nuclei become evenly spaced with the switch of the microtubule-organizing centre (MTOC) from the centrosome to the nuclear envelope (NE). We report that the tail-anchored sarcolemmal membrane associated protein 3 (SLMAP3), a component of the MTOC and NE, is crucial for myogenesis because its deletion in mice leads to a reduction in the NE-MTOC formation, mislocalization of the nuclei, dysregulation of the myogenic programme and abnormal embryonic myofibres. SLMAP3-/- myoblasts also displayed a similar disorganized distribution of nuclei with an aberrant NE-MTOC and defective myofibre formation and differentiation programming. We identified novel interactors of SLMAP3, including pericentrin, PCM1 (pericentriolar material 1), AKAP9 (A-kinase anchoring protein 9), kinesin-1 members Kif5B (kinesin family member 5B), KCL1 (kinesin light chain 1), KLC2 (kinesin light chain 2) and nuclear lamins, and observed that the distribution of centrosomal proteins at the NE together with Nesprin-1 was significantly altered by the loss of SLMAP3 in differentiating myoblasts. SLMAP3 is believed to negatively regulate Hippo signalling, but its loss was without impact on this pathway in developing muscle. These results reveal that SLMAP3 is essential for skeletal myogenesis through unique mechanisms involving the positioning of nuclei, NE-MTOC dynamics and gene programming.
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Affiliation(s)
- Ana Paula Dias
- Department of Cellular and Molecular Medicine, University of Ottawa, Ottawa, Canada K1H 8M5
| | - Taha Rehmani
- Department of Cellular and Molecular Medicine, University of Ottawa, Ottawa, Canada K1H 8M5
| | - Maysoon Salih
- Department of Cellular and Molecular Medicine, University of Ottawa, Ottawa, Canada K1H 8M5
| | - Balwant Tuana
- Department of Cellular and Molecular Medicine, University of Ottawa, Ottawa, Canada K1H 8M5
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6
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Kiermaier E, Stötzel I, Schapfl MA, Villunger A. Amplified centrosomes-more than just a threat. EMBO Rep 2024; 25:4153-4167. [PMID: 39285247 PMCID: PMC11467336 DOI: 10.1038/s44319-024-00260-0] [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: 04/19/2024] [Revised: 07/05/2024] [Accepted: 08/28/2024] [Indexed: 09/19/2024] Open
Abstract
Centrosomes are major organizing components of the tubulin-based cytoskeleton. In recent years, we have gained extensive knowledge about their structure, biogenesis, and function from single cells, cell-cell interactions to tissue homeostasis, including their role in human diseases. Centrosome abnormalities are linked to, among others primary microcephaly, birth defects, ciliopathies, and tumorigenesis. Centrosome amplification, a state where two or more centrosomes are present in the G1 phase of the cell cycle, correlates in cancer with karyotype alterations, clinical aggressiveness, and lymph node metastasis. However, amplified centrosomes also appear in healthy tissues and, independent of their established role, in multi-ciliation. One example is the liver where hepatocytes carry amplified centrosomes owing to whole-genome duplication events during organogenesis. More recently, amplified centrosomes have been found in neuronal progenitors and several cell types of hematopoietic origin in which they enhance cellular effector functions. These findings suggest that extra centrosomes do not necessarily pose a risk for genome integrity and are harnessed for physiological processes. Here, we compare established and emerging 'non-canonical functions' of amplified centrosomes in cancerous and somatic cells and discuss their role in cellular physiology.
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Affiliation(s)
- Eva Kiermaier
- Life and Medical Sciences Institute, Immune and Tumor Biology, University of Bonn, Bonn, Germany.
| | - Isabel Stötzel
- Life and Medical Sciences Institute, Immune and Tumor Biology, University of Bonn, Bonn, Germany
| | - Marina A Schapfl
- Institute for Developmental Immunology, Biocenter, Medical University of Innsbruck, Innsbruck, Austria
| | - Andreas Villunger
- Institute for Developmental Immunology, Biocenter, Medical University of Innsbruck, Innsbruck, Austria.
- The Research Center for Molecular Medicine (CeMM) of the Austrian Academy of Sciences, Lazarettgasse 14, 1090, Vienna, Austria.
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7
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Becker IC, Wilkie AR, Nikols E, Carminita E, Roweth HG, Tilburg J, Sciaudone AR, Noetzli LJ, Fatima F, Couldwell G, Ray A, Mogilner A, Machlus KR, Italiano JE. Cell cycle-dependent centrosome clustering precedes proplatelet formation. SCIENCE ADVANCES 2024; 10:eadl6153. [PMID: 38896608 PMCID: PMC11186502 DOI: 10.1126/sciadv.adl6153] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/27/2023] [Accepted: 05/14/2024] [Indexed: 06/21/2024]
Abstract
Platelet-producing megakaryocytes (MKs) primarily reside in the bone marrow, where they duplicate their DNA content with each cell cycle resulting in polyploid cells with an intricate demarcation membrane system. While key elements of the cytoskeletal reorganizations during proplatelet formation have been identified, what initiates the release of platelets into vessel sinusoids remains largely elusive. Using a cell cycle indicator, we observed a unique phenomenon, during which amplified centrosomes in MKs underwent clustering following mitosis, closely followed by proplatelet formation, which exclusively occurred in G1 of interphase. Forced cell cycle arrest in G1 increased proplatelet formation not only in vitro but also in vivo following short-term starvation of mice. We identified that inhibition of the centrosomal protein kinesin family member C1 (KIFC1) impaired clustering and subsequent proplatelet formation, while KIFC1-deficient mice exhibited reduced platelet counts. In summary, we identified KIFC1- and cell cycle-mediated centrosome clustering as an important initiator of proplatelet formation from MKs.
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Affiliation(s)
- Isabelle C. Becker
- Vascular Biology Program, Boston Children’s Hospital, 1 Blackfan Circle, Boston, MA 02115, USA
- Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
| | - Adrian R. Wilkie
- Vascular Biology Program, Boston Children’s Hospital, 1 Blackfan Circle, Boston, MA 02115, USA
- Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
| | - Emma Nikols
- Vascular Biology Program, Boston Children’s Hospital, 1 Blackfan Circle, Boston, MA 02115, USA
| | - Estelle Carminita
- Vascular Biology Program, Boston Children’s Hospital, 1 Blackfan Circle, Boston, MA 02115, USA
- Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
| | - Harvey G. Roweth
- Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
- Brigham and Women’s Hospital, 4 Blackfan Circle, Boston, MA 02115, USA
| | - Julia Tilburg
- Vascular Biology Program, Boston Children’s Hospital, 1 Blackfan Circle, Boston, MA 02115, USA
- Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
| | | | - Leila J. Noetzli
- Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
- Brigham and Women’s Hospital, 4 Blackfan Circle, Boston, MA 02115, USA
| | - Farheen Fatima
- Vascular Biology Program, Boston Children’s Hospital, 1 Blackfan Circle, Boston, MA 02115, USA
| | | | - Anjana Ray
- Brigham and Women’s Hospital, 4 Blackfan Circle, Boston, MA 02115, USA
| | - Alex Mogilner
- Courant Institute of Mathematical Sciences, New York University, 251 Mercer Street, New York, NY 10012, USA
| | - Kellie R. Machlus
- Vascular Biology Program, Boston Children’s Hospital, 1 Blackfan Circle, Boston, MA 02115, USA
- Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
| | - Joseph E. Italiano
- Vascular Biology Program, Boston Children’s Hospital, 1 Blackfan Circle, Boston, MA 02115, USA
- Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
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8
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Omer S, Li J, Yang CX, Harrison RE. Ninein promotes F-actin cup formation and inward phagosome movement during phagocytosis in macrophages. Mol Biol Cell 2024; 35:ar26. [PMID: 38117588 PMCID: PMC10916867 DOI: 10.1091/mbc.e23-06-0216] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Revised: 11/30/2023] [Accepted: 12/12/2023] [Indexed: 12/22/2023] Open
Abstract
Phagocytosis by macrophages is a highly polarized process to destroy large target cells. Binding to particles induces extensive cortical actin-generated forces that drive the formation of elaborate pseudopods around the target particle. Postinternalization, the resultant phagosome is driven toward the cell interior on microtubules (MTs) by cytoplasmic dynein. However, it is unclear whether dynein and cargo-adaptors contribute to the earlier steps of particle internalization and phagosome formation. Here we reveal that ninein, a MT minus-end-associated protein that localizes to the centrosome, is also present at the phagocytic cup in macrophages. Ninein depletion impairs particle internalization by delaying the early F-actin recruitment to sites of particle engagement and cup formation, with no impact on F-actin dynamics beyond this initial step. Ninein forms membrane-bound clusters on phagocytic cups that do not nucleate acentrosomal MTs but instead mediate the assembly of dynein-dynactin complex at active phagocytic membranes. Both ninein depletion and pharmacological inhibition of dynein activity reduced inward displacement of bound particles into macrophages. We found that ninein and dynein motor activity were required for timely retrograde movement of phagosomes and for phagolysosome formation. Taken together, these data show that ninein, alone and with dynein, play significant roles during phagocytosis.
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Affiliation(s)
- Safia Omer
- Department of Biological Sciences, University of Toronto Scarborough, Toronto, Ontario M1C 1A4
| | - Jiahao Li
- Department of Cell & Systems Biology, University of Toronto Scarborough, Toronto, Ontario M1C 1A4
| | - Claire X. Yang
- Department of Biological Sciences, University of Toronto Scarborough, Toronto, Ontario M1C 1A4
| | - Rene E. Harrison
- Department of Biological Sciences, University of Toronto Scarborough, Toronto, Ontario M1C 1A4
- Department of Cell & Systems Biology, University of Toronto Scarborough, Toronto, Ontario M1C 1A4
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9
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Lee JW, Lee IH, Watanabe H, Liu Y, Sawada K, Maekawa M, Uehara S, Kobayashi Y, Imai Y, Kong SW, Iimura T. Centrosome clustering control in osteoclasts through CCR5-mediated signaling. Sci Rep 2023; 13:20813. [PMID: 38012303 PMCID: PMC10681980 DOI: 10.1038/s41598-023-48140-2] [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: 07/11/2023] [Accepted: 11/22/2023] [Indexed: 11/29/2023] Open
Abstract
Osteoclasts uniquely resorb calcified bone matrices. To exert their function, mature osteoclasts maintain the cellular polarity and directional vesicle trafficking to and from the resorbing bone surface. However, the regulatory mechanisms and pathophysiological relevance of these processes remain largely unexplored. Bone histomorphometric analyses in Ccr5-deficient mice showed abnormalities in the morphology and functional phenotype of their osteoclasts, compared to wild type mice. We observed disorganized clustering of nuclei, as well as centrosomes that organize the microtubule network, which was concomitant with impaired cathepsin K secretion in cultured Ccr5-deficient osteoclasts. Intriguingly, forced expression of constitutively active Rho or Rac restored these cytoskeletal phenotypes with recovery of cathepsin K secretion. Furthermore, a gene-disease enrichment analysis identified that PLEKHM1, a responsible gene for osteopetrosis, which regulates lysosomal trafficking in osteoclasts, was regulated by CCR5. These experimental results highlighted that CCR5-mediated signaling served as an intracellular organizer for centrosome clustering in osteoclasts, which was involved in the pathophysiology of bone metabolism.
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Affiliation(s)
- Ji-Won Lee
- Department of Pharmacology, Faculty and Graduate School of Dental Medicine, Hokkaido University, Sapporo, 060-8586, Japan.
- Department of Oral Molecular Microbiology, Faculty and Graduate School of Dental Medicine, Hokkaido University, Sapporo, Japan.
| | - In-Hee Lee
- Computational Health and Informatics Program, Boston Children's Hospital, Boston, MA, USA
| | - Haruhisa Watanabe
- Department of Pharmacology, Faculty and Graduate School of Dental Medicine, Hokkaido University, Sapporo, 060-8586, Japan
| | - Yunqing Liu
- Department of Pharmacology, Faculty and Graduate School of Dental Medicine, Hokkaido University, Sapporo, 060-8586, Japan
| | - Kazuaki Sawada
- NIKON SOLUTIONS CO., LTD., Oi Plant 6-3, Nishioi 1-Chome, Shinagawa-ku, Tokyo, Japan
| | - Masashi Maekawa
- Division of Physiological Chemistry and Metabolism, Graduate School of Pharmaceutical Sciences, Keio University, Tokyo, Japan
| | - Shunsuke Uehara
- Department of Biochemistry, Matsumoto Dental University, Nagano, Japan
| | - Yasuhiro Kobayashi
- Division of Hard Tissue Research, Institute for Oral Science, Matsumoto Dental University, Nagano, Japan
| | - Yuuki Imai
- Division of Integrative Pathophysiology, Proteo-Science Center, Ehime University, Ehime, Japan
- Department of Pathophysiology, Ehime University Graduate School of Medicine, Ehime, Japan
| | - Sek Won Kong
- Computational Health and Informatics Program, Boston Children's Hospital, Boston, MA, USA
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA
| | - Tadahiro Iimura
- Department of Pharmacology, Faculty and Graduate School of Dental Medicine, Hokkaido University, Sapporo, 060-8586, Japan.
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