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Yang R, Celino-Brady FT, Dunleavy JEM, Vigh-Conrad KA, Atkins GR, Hvasta RL, Pombar CRX, Yatsenko AN, Orwig KE, O'Bryan MK, Lima AC, Conrad DF. SATINN v2: automated image analysis for mouse testis histology with multi-laboratory data integration†. Biol Reprod 2025; 112:996-1014. [PMID: 39961022 DOI: 10.1093/biolre/ioaf033] [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: 07/12/2024] [Revised: 11/08/2024] [Accepted: 02/16/2025] [Indexed: 03/21/2025] Open
Abstract
Analysis of testis histology is fundamental to the study of male fertility, but it is a slow task with a high skill threshold. Here, we describe new neural network models for the automated classification of cell types and tubule stages from whole-slide brightfield images of mouse testis. The cell type classifier recognizes 14 cell types, including multiple steps of meiosis I prophase, with an external validation accuracy of 96%. The tubule stage classifier distinguishes all 12 canonical tubule stages with external validation accuracy of 63%, which increases to 96% when allowing for ±1 stage tolerance. We addressed generalizability of SATINN, through extensive training diversification and testing on external (non-training population) wildtype and mutant datasets. This allowed us to use SATINN to successfully process data generated in multiple laboratories. We used SATINN to analyze testis images from eight different mutant lines, generated from three different labs with a range of tissue processing protocols. Finally, we show that it is possible to use SATINN output to cluster histology images in latent space, which, when applied to the eight mutant lines, reveals known relationships in their pathology. This work represents significant progress towards a tool for robust, automated testis histopathology that can be used by multiple labs.
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Affiliation(s)
- Ran Yang
- Division of Genetics, Oregon National Primate Research Center, Oregon Health and Science University, Portland, OR, United States
| | - Fritzie T Celino-Brady
- Division of Genetics, Oregon National Primate Research Center, Oregon Health and Science University, Portland, OR, United States
| | - Jessica E M Dunleavy
- School of Biosciences and Bio21 Molecular Science and Biotechnology Institute, Faculty of Science, The University of Melbourne, Melbourne, VIC, Australia
| | - Katinka A Vigh-Conrad
- Division of Genetics, Oregon National Primate Research Center, Oregon Health and Science University, Portland, OR, United States
| | - Georgia R Atkins
- Department of Obstetrics, Gynecology and Reproductive Sciences, Magee-Womens Research Institute, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
- Molecular Genetics and Developmental Biology Graduate Program, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
| | - Rachel L Hvasta
- Department of Obstetrics, Gynecology and Reproductive Sciences, Magee-Womens Research Institute, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
| | - Christopher R X Pombar
- Department of Obstetrics, Gynecology and Reproductive Sciences, Magee-Womens Research Institute, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
| | - Alexander N Yatsenko
- Department of Obstetrics, Gynecology and Reproductive Sciences, Magee-Womens Research Institute, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
| | - Kyle E Orwig
- Department of Obstetrics, Gynecology and Reproductive Sciences, Magee-Womens Research Institute, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
| | - Moira K O'Bryan
- School of Biosciences and Bio21 Molecular Science and Biotechnology Institute, Faculty of Science, The University of Melbourne, Melbourne, VIC, Australia
| | - Ana C Lima
- Division of Genetics, Oregon National Primate Research Center, Oregon Health and Science University, Portland, OR, United States
| | - Donald F Conrad
- Division of Genetics, Oregon National Primate Research Center, Oregon Health and Science University, Portland, OR, United States
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Xie Z, Song W, Meng Z, Ma A, Zhu J, Liang Y, Lin H, Lei C, Tan M. The interaction between KATNA1 and CRMP3 modulates microtubule dynamics and neurite outgrowth. Biochem Biophys Res Commun 2025; 752:151426. [PMID: 39938451 DOI: 10.1016/j.bbrc.2025.151426] [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: 10/13/2024] [Revised: 12/24/2024] [Accepted: 01/29/2025] [Indexed: 02/14/2025]
Abstract
The polymerization and severing of microtubules are fundamental to the growth and branching of neurites in hippocampal neurons. The catalytic ATPase-containing A-subunit of katanin p60 (p60, KATNA1) promotes growth and development of hippocampal neurites by severing microtubules, while collapsing response mediator protein 3 (CRMP3) assembles microtubules to regulate neurite outgrowth. However, whether microtubule severing and assembling proteins would work together to regulate neurite outgrowth, especially for KATNA1 and CRMP3 remains to be elucidated. In this study, we revealed the interaction between KATNA1 and CRMP3 through GST-pulldown and co-immunoprecipitation assays and identified the binding domains between KATNA1 and CRMP3 as the MIT of KATNA1 (residues 1-77) and the D region of CRMP3 (residues 64-413). Furthermore, we demonstrated that CRMP3 enhances the microtubule-severing efficiency of KATNA1. In cultured hippocampal neurons, overexpression of KATNA1 and CRMP3 increased neurite length and branch number, and co-expression of both proteins further enhanced the promoting effect. Moreover, genetic knockout of KATNA1 or/and CRMP3 significantly inhibited neurite outgrowth. Overall, our data suggest that the CRMP3 interaction enhances the severing activity of KATNA1, thereby promoting hippocampal neurite outgrowth.
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Affiliation(s)
- Zhiyao Xie
- State Key Laboratory of Quality Research in Chinese Medicine, Macau University of Science and Technology, 999078, Macau
| | - Wei Song
- Department of Orthopaedics, The First Affiliated Hospital of Jinan University, Guangzhou, 510630, China
| | - Zhichao Meng
- Department of Orthopaedics, The First Affiliated Hospital of Jinan University, Guangzhou, 510630, China
| | - Ao Ma
- Department of Orthopaedics, The First Affiliated Hospital of Jinan University, Guangzhou, 510630, China
| | - Jiehao Zhu
- Department of Orthopaedics, The First Affiliated Hospital of Jinan University, Guangzhou, 510630, China
| | - Yaozhong Liang
- Department of Orthopaedics, The First Affiliated Hospital of Jinan University, Guangzhou, 510630, China
| | - Hongsheng Lin
- Department of Orthopaedics, The First Affiliated Hospital of Jinan University, Guangzhou, 510630, China
| | - Changbin Lei
- Department of Orthopedics, Affiliated Hospital of Xiangnan University (Clinical College), Chenzhou, Hunan, 423000, China.
| | - Minghui Tan
- Department of Orthopaedics, The First Affiliated Hospital of Jinan University, Guangzhou, 510630, China.
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Li J, Peng C, Huang C, Wan L, Wang K, Wu P, Chen T, Sun G, Guo R, Lin H, Ji Z. Metal Ruthenium Complexes Treat Spinal Cord Injury By Alleviating Oxidative Stress Through Interaction With Antioxidant 1 Copper Chaperone Protein. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2407225. [PMID: 39412068 PMCID: PMC11615763 DOI: 10.1002/advs.202407225] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/27/2024] [Revised: 08/19/2024] [Indexed: 12/06/2024]
Abstract
Oxidative stress is a major factor affecting spinal cord injury (SCI) prognosis. A ruthenium metal complex can aid in treating SCI by scavenging reactive oxygen species via a protein-regulated mechanism to alleviate oxidative stress. This study aimed to introduce a pioneering strategy for SCI treatment by designing two novel half-sandwich ruthenium (II) complexes containing diverse N^N-chelating ligands. The general formula is [(η6-Arene)Ru(N^N)Cl]PF6, where arene is either 2-phenylethanol-1-ol (bz-EA) or 3-phenylpropanol-1-ol (bz-PA), and the N^N-chelating ligands are fluorine-based imino-pyridyl ligands. This study shows that these ruthenium metal complexes protect neurons by scavenging reactive oxygen species. Notably, η6-Arene substitution from bz-PA to bz-EA significantly enhances reactive oxygen species scavenging ability and neuroprotective effect. Additionally, molecular dynamics simulations indicate that the ruthenium metal complex increases Antioxidant 1 Copper Chaperone protein expression, reduces oxidative stress, and protects neurons during SCI treatment. Furthermore, ruthenium metal complex protected spinal cord neurons and stimulated their regeneration, which improves electrical signals and motor functions in mice with SCI. Thus, this treatment strategy using ruthenium metal complexes can be a new therapeutic approach for the efficient treatment of SCI.
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Affiliation(s)
- Juanjuan Li
- Department of OrthopedicsThe First Affiliated HospitalJinan UniversityGuangzhouGuangdong510632China
- Department of UrologyGuangzhou Institute of UrologyGuangdong Key Laboratory of Urologythe State Key Laboratory of Respiratory Diseasethe First Affiliated Hospital of Guangzhou Medical UniversityGuangzhou Medical UniversityGuangzhouGuangdong510230China
| | - Cheng Peng
- Department of OrthopedicsThe First Affiliated HospitalJinan UniversityGuangzhouGuangdong510632China
| | - Caiqiang Huang
- Department of OrthopedicsThe First Affiliated HospitalJinan UniversityGuangzhouGuangdong510632China
| | - Li Wan
- Department of OrthopedicsThe First Affiliated HospitalJinan UniversityGuangzhouGuangdong510632China
| | - Ke Wang
- Department of OrthopedicsThe First Affiliated HospitalJinan UniversityGuangzhouGuangdong510632China
| | - Ping Wu
- Department of OrthopedicsThe First Affiliated HospitalJinan UniversityGuangzhouGuangdong510632China
| | - Tianjun Chen
- Department of OrthopedicsThe First Affiliated HospitalJinan UniversityGuangzhouGuangdong510632China
| | - Guodong Sun
- Department of OrthopedicsThe First Affiliated HospitalJinan UniversityGuangzhouGuangdong510632China
- Guangdong Provincial Key Laboratory of Spine and Spinal Cord ReconstructionThe Fifth Affiliated Hospital (Heyuan Shenhe People's Hospital)Jinan UniversityHeyuan517000China
| | - Rui Guo
- Key Laboratory of Biomaterials of Guangdong Higher Education InstitutesGuangdong Provincial Engineering and Technological Research Center for Drug Carrier DevelopmentDepartment of Biomedical EngineeringJinan UniversityGuangzhou510632China
| | - Hongsheng Lin
- Department of OrthopedicsThe First Affiliated HospitalJinan UniversityGuangzhouGuangdong510632China
| | - Zhisheng Ji
- Department of OrthopedicsThe First Affiliated HospitalJinan UniversityGuangzhouGuangdong510632China
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Mao BP, Pan M, Shan Y, Wang YN, Li H, Wu J, Zhu X, Hu E, Cheng CY, Shangguan W. Katanin regulatory subunit B1 (KATNB1) regulates BTB dynamics through changes in cytoskeletal organization. FASEB J 2024; 38:e70049. [PMID: 39275889 DOI: 10.1096/fj.202400966r] [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: 04/27/2024] [Revised: 07/31/2024] [Accepted: 08/29/2024] [Indexed: 09/16/2024]
Abstract
In this study, we have explored the role of the KATNB1 gene, a microtubule-severing protein, in the seminiferous epithelium of the rat testis. Our data have shown that KATNB1 expressed in rat brain, testes, and Sertoli cells. KATNB1 was found to co-localize with α-tubulin showing a unique stage-specific distribution across the seminiferous epithelium. Knockdown of KATNB1 by RNAi led to significant disruption of the tight junction (TJ) permeability barrier function in primary Sertoli cells cultured in vitro with an established functional TJ-barrier, as well as perturbations in the microtubule and actin cytoskeleton organization. The disruption in these cytoskeletal structures, in turn, led to improper distribution of TJ and basal ES proteins essential for maintaining the Sertoli TJ function. More importantly, overexpression of KATNB1 in the testis in vivo was found to block cadmium-induced blood-testis barrier (BTB) disruption and testis injury. KATNB1 exerted its promoting effects on BTB and spermatogenesis through corrective spatiotemporal expression of actin- and microtubule-based regulatory proteins by maintaining the proper organization of cytoskeletons in the testis, illustrating its plausible therapeutic implication. In summary, Katanin regulatory subunit B1 (KATNB1) plays a crucial role in BTB and spermatogenesis through its effects on the actin- and microtubule-based cytoskeletons in Sertoli cells and testis, providing important insights into male reproductive biology.
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Affiliation(s)
- Bai-Ping Mao
- Department of Anesthesiology and Perioperative Medicine, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, China
- Key Laboratory of Pediatric Anesthesiology, Ministry of Education, Wenzhou Medical University, Wenzhou, China
- Key Laboratory of Anesthesiology of Zhejiang Province, Wenzhou Medical University, Wenzhou, China
| | - Mingdong Pan
- Department of Anesthesiology and Perioperative Medicine, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, China
- Key Laboratory of Pediatric Anesthesiology, Ministry of Education, Wenzhou Medical University, Wenzhou, China
- Key Laboratory of Anesthesiology of Zhejiang Province, Wenzhou Medical University, Wenzhou, China
| | - Yuanyuan Shan
- Department of Pathology, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, China
| | - Ya-Nan Wang
- Rehabilitation Medicine Center, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, China
| | - Huitao Li
- Department of Anesthesiology and Perioperative Medicine, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, China
| | - Jinhan Wu
- Department of Anesthesiology and Perioperative Medicine, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, China
| | - Xuanjing Zhu
- Department of Anesthesiology and Perioperative Medicine, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, China
| | - Ende Hu
- Department of Anesthesiology and Perioperative Medicine, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, China
- Key Laboratory of Pediatric Anesthesiology, Ministry of Education, Wenzhou Medical University, Wenzhou, China
- Key Laboratory of Anesthesiology of Zhejiang Province, Wenzhou Medical University, Wenzhou, China
| | - C Yan Cheng
- Department of Urology and Andrology, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Wangning Shangguan
- Department of Anesthesiology and Perioperative Medicine, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, China
- Key Laboratory of Pediatric Anesthesiology, Ministry of Education, Wenzhou Medical University, Wenzhou, China
- Key Laboratory of Anesthesiology of Zhejiang Province, Wenzhou Medical University, Wenzhou, China
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Chato-Astrain I, Pronot M, Coppola T, Martin S. Molecular Organization and Regulation of the Mammalian Synapse by the Post-Translational Modification SUMOylation. Cells 2024; 13:420. [PMID: 38474384 PMCID: PMC10930594 DOI: 10.3390/cells13050420] [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: 02/02/2024] [Revised: 02/20/2024] [Accepted: 02/23/2024] [Indexed: 03/14/2024] Open
Abstract
Neurotransmission occurs within highly specialized compartments forming the active synapse where the complex organization and dynamics of the interactions are tightly orchestrated both in time and space. Post-translational modifications (PTMs) are central to these spatiotemporal regulations to ensure an efficient synaptic transmission. SUMOylation is a dynamic PTM that modulates the interactions between proteins and consequently regulates the conformation, the distribution and the trafficking of the SUMO-target proteins. SUMOylation plays a crucial role in synapse formation and stabilization, as well as in the regulation of synaptic transmission and plasticity. In this review, we summarize the molecular consequences of this protein modification in the structural organization and function of the mammalian synapse. We also outline novel activity-dependent regulation and consequences of the SUMO process and explore how this protein modification can functionally participate in the compartmentalization of both pre- and post-synaptic sites.
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Affiliation(s)
- Isabel Chato-Astrain
- Université Côte d’Azur, CNRS, Inserm, IPMC, Sophia Antipolis, F-06560 Valbonne, France; (I.C.-A.); (T.C.)
| | - Marie Pronot
- Centre for Discovery Brain Sciences, University of Edinburgh, Edinburgh EH8 9XD, UK;
| | - Thierry Coppola
- Université Côte d’Azur, CNRS, Inserm, IPMC, Sophia Antipolis, F-06560 Valbonne, France; (I.C.-A.); (T.C.)
| | - Stéphane Martin
- Université Côte d’Azur, CNRS, Inserm, IPMC, Sophia Antipolis, F-06560 Valbonne, France; (I.C.-A.); (T.C.)
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Smart K, Sharp DJ. The fidgetin family: Shaking things up among the microtubule-severing enzymes. Cytoskeleton (Hoboken) 2024; 81:151-166. [PMID: 37823563 DOI: 10.1002/cm.21799] [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: 07/14/2023] [Revised: 09/23/2023] [Accepted: 09/25/2023] [Indexed: 10/13/2023]
Abstract
The microtubule cytoskeleton is required for several crucial cellular processes, including chromosome segregation, cell polarity and orientation, and intracellular transport. These functions rely on microtubule stability and dynamics, which are regulated by microtubule-binding proteins (MTBPs). One such type of regulator is the microtubule-severing enzymes (MSEs), which are ATPases Associated with Diverse Cellular Activities (AAA+ ATPases). The most recently identified family are the fidgetins, which contain three members: fidgetin, fidgetin-like 1 (FL1), and fidgetin-like 2 (FL2). Of the three known MSE families, the fidgetins have the most diverse range of functions in the cell, spanning mitosis/meiosis, development, cell migration, DNA repair, and neuronal function. Furthermore, they offer intriguing novel therapeutic targets for cancer, cardiovascular disease, and wound healing. In the two decades since their first report, there has been great progress in our understanding of the fidgetins; however, there is still much left unknown about this unusual family. This review aims to consolidate the present body of knowledge of the fidgetin family of MSEs and to inspire deeper exploration into the fidgetins and the MSEs as a whole.
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Affiliation(s)
- Karishma Smart
- Department of Molecular Pharmacology, Albert Einstein College of Medicine, Bronx, New York, USA
| | - David J Sharp
- Department of Molecular Pharmacology, Albert Einstein College of Medicine, Bronx, New York, USA
- Microcures, Inc., Bronx, New York, USA
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Peng C, Luo J, Wang K, Li J, Ma Y, Li J, Yang H, Chen T, Zhang G, Ji X, Liao Y, Lin H, Ji Z. Iridium metal complex targeting oxidation resistance 1 protein attenuates spinal cord injury by inhibiting oxidative stress-associated reactive oxygen species. Redox Biol 2023; 67:102913. [PMID: 37857001 PMCID: PMC10587759 DOI: 10.1016/j.redox.2023.102913] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Revised: 09/29/2023] [Accepted: 10/01/2023] [Indexed: 10/21/2023] Open
Abstract
Oxidative stress is a key factor leading to profound neurological deficits following spinal cord injury (SCI). In this study, we present the development and potential application of an iridium (iii) complex, (CpxbiPh) Ir (N^N) Cl, where CpxbiPh represents 1-biphenyl-2,3,4,5-tetramethyl cyclopentadienyl, and N^N denotes 2-(3-(4-nitrophenyl)-1H-1,2,4-triazol-5-yl) pyridine chelating agents, to address this challenge through a mechanism governed by the regulation of an antioxidant protein. This iridium complex, IrPHtz, can modulate the Oxidation Resistance 1 (OXR1) protein levels within spinal cord tissues, thus showcasing its antioxidative potential. By eliminating reactive oxygen species (ROS) and preventing apoptosis, the IrPHtz demonstrated neuroprotective and neural healing characteristics on injured neurons. Our molecular docking analysis unveiled the presence of π stacking within the IrPHtz-OXR1 complex, an interaction that enhanced OXR1 expression, subsequently diminishing oxidative stress, thwarting neuroinflammation, and averting neuronal apoptosis. Furthermore, in in vivo experimentation with SCI-afflicted mice, IrPHtz was efficacious in shielding spinal cord neurons, promoting their regrowth, restoring electrical signaling, and improving motor performance. Collectively, these findings underscore the potential of employing the iridium metal complex in a novel, protein-regulated antioxidant strategy, presenting a promising avenue for therapeutic intervention in SCI.
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Affiliation(s)
- Cheng Peng
- Department of Orthopedics, The First Affiliated Hospital, Jinan University, Guangzhou, Guangdong, 510632, China
| | - Jianxian Luo
- Department of Orthopedics, The First Affiliated Hospital, Jinan University, Guangzhou, Guangdong, 510632, China
| | - Ke Wang
- Department of Orthopedics, The First Affiliated Hospital, Jinan University, Guangzhou, Guangdong, 510632, China
| | - Jianping Li
- Department of Anatomy, Shaoyang University Puai Medical College, Shaoyang, Hunan, 422099, China
| | - Yanming Ma
- Department of Orthopedics, The First Affiliated Hospital, Jinan University, Guangzhou, Guangdong, 510632, China
| | - Juanjuan Li
- Guangdong Key Laboratory of Urology and Department of Urology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, Guangdong, 510120, China
| | - Hua Yang
- Department of Orthopedics, The First Affiliated Hospital, Jinan University, Guangzhou, Guangdong, 510632, China
| | - Tianjun Chen
- Department of Orthopedics, The First Affiliated Hospital, Jinan University, Guangzhou, Guangdong, 510632, China
| | - Guowei Zhang
- Department of Orthopedics, The First Affiliated Hospital, Jinan University, Guangzhou, Guangdong, 510632, China
| | - Xin Ji
- Key Laboratory of Biomaterials of Guangdong Higher Education Institutes, Engineering Technology Research Center of Drug Carrier of Guangdong, Department of Biomedical Engineering, Jinan University, Guangzhou, 510632, China.
| | - Yuhui Liao
- Molecular Diagnosis and Treatment Center for Infectious Diseases, Dermatology Hospital, Southern Medical University, Guangzhou, 510091, China.
| | - Hongsheng Lin
- Department of Orthopedics, The First Affiliated Hospital, Jinan University, Guangzhou, Guangdong, 510632, China.
| | - Zhisheng Ji
- Department of Orthopedics, The First Affiliated Hospital, Jinan University, Guangzhou, Guangdong, 510632, China.
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