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Yu K, Wu H, Xiong H, Wang G, Wei X, Liang X, Chen R, Zhang Y, Zhang K, Wang Z. Ante- and Post-Mortem Fracture Identification Protocol Based on Low- and High-Level Fusion Using Fourier Transform Infrared Spectroscopy and Raman Spectroscopy Association. APPLIED SPECTROSCOPY 2024; 78:605-615. [PMID: 38404185 DOI: 10.1177/00037028241231994] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/27/2024]
Abstract
In this study, the application of low-level fusion (LLF) and high-level fusion (HLF) strategies using a combination of Fourier transform infrared spectroscopy (FT-IR) and Raman spectroscopy in the identification of antemortem and postmortem fracture at different postmortem intervals (PMIs) was investigated. On a technical level, the same hard tissue sample can be detected using a mix of FT-IR and Raman techniques. At the method level, two cutting-edge chemometrics approaches (LLF and HLF) combining FT-IR and Raman spectroscopic data are explored. The models were ranked in accordance with their parametric quality as follows: HLF and LLF + HLF models > LLF single model > Raman single model > FT-IR single model. The LLF model performed marginally better than the Raman model, however, when compared to other models, the HLF model performed considerably better. The HLF model achieved the best performance, with both cross-validation accuracy and test data set accuracy of 0.88. The importance of the feature wavelengths in the model construction process was subsequently evaluated by intersection fusion, and it was found that the absorbance bands of amide I, PO43- ν1 ν3, and CH2 in FT-IR and phenylalanine, CO32- ν1- PO43- ν3, and amide III in Raman have outstanding contributions to the construction of antemortem and postmortem fractures identification models. Overall, the combination of FT-IR and Raman with the HLF strategy is a novel and promising approach for developing antemortem and postmortem fracture identification models at different PMIs.
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Affiliation(s)
- Kai Yu
- Department of Forensic Pathology, College of Forensic Medicine, Xi'an Jiaotong University, Xi'an, China
| | - Hao Wu
- Department of Forensic Pathology, College of Forensic Medicine, Xi'an Jiaotong University, Xi'an, China
| | - Hongli Xiong
- Department of Forensic Medicine, Faculty of Basic Medical Sciences, Chongqing Medical University, Chongqing, China
| | - Gongji Wang
- Department of Forensic Pathology, College of Forensic Medicine, Xi'an Jiaotong University, Xi'an, China
| | - Xin Wei
- Department of Forensic Pathology, College of Forensic Medicine, Xi'an Jiaotong University, Xi'an, China
| | - Xinggong Liang
- Department of Forensic Pathology, College of Forensic Medicine, Xi'an Jiaotong University, Xi'an, China
| | - Run Chen
- Department of Forensic Pathology, College of Forensic Medicine, Xi'an Jiaotong University, Xi'an, China
| | | | - Kai Zhang
- Department of Forensic Pathology, College of Forensic Medicine, Xi'an Jiaotong University, Xi'an, China
| | - Zhenyuan Wang
- Department of Forensic Pathology, College of Forensic Medicine, Xi'an Jiaotong University, Xi'an, China
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Xiong W, Shu XL, Huang L, He SQ, Liu LH, Li S, Shao ZC, Wang J, Cheng L. Bioinformatics Analysis and Experimental Validation of Differential Genes and Pathways in Bone Nonunions. Biochem Genet 2024:10.1007/s10528-023-10633-0. [PMID: 38324134 DOI: 10.1007/s10528-023-10633-0] [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: 10/20/2023] [Accepted: 12/12/2023] [Indexed: 02/08/2024]
Abstract
Non-union fractures pose a significant clinical challenge, often leading to prolonged pain and disability. Understanding the molecular mechanisms underlying non-union fractures is crucial for developing effective therapeutic interventions. This study integrates bioinformatics analysis and experimental validation to unravel key genes and pathways associated with non-union fractures. We identified differentially expressed genes (DEGs) between non-union and fracture healing tissues using bioinformatics techniques. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses were employed to elucidate the biological processes and pathways involved. Common DEGs were identified, and a protein-protein interaction (PPI) network was constructed. Fibronectin-1 (FN1), Thrombospondin-1 (THBS1), and Biglycan (BGN) were pinpointed as critical target genes for non-union fracture treatment. Experimental validation involved alkaline phosphatase (ALP) and Alizarin Red staining to confirm osteogenic differentiation. Our analysis revealed significant alterations in pathways related to cell behavior, tissue regeneration, wound healing, infection, and immune responses in non-union fracture tissues. FN1, THBS1, and BGN were identified as key genes, with their upregulation indicating potential disruptions in the bone remodeling process. Experimental validation confirmed the induction of osteogenic differentiation. The study provides comprehensive insights into the molecular mechanisms of non-union fractures, emphasizing the pivotal roles of FN1, THBS1, and BGN in extracellular matrix dynamics and bone regeneration. The findings highlight potential therapeutic targets and pathways for further investigation. Future research should explore interactions between these genes, validate results using in vivo fracture models, and develop tailored treatment strategies for non-union fractures, promising significant advances in clinical management.
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Affiliation(s)
- Wei Xiong
- Rehabilitation Medicine Department, Nanchang Hongdu Hospital of Traditional Chinese Medicine, No. 264, Minde Road, Donghu District, Nanchang City, 330008, Jiangxi, China
| | - Xing-Li Shu
- Rehabilitation Medicine Department, Nanchang Hongdu Hospital of Traditional Chinese Medicine, No. 264, Minde Road, Donghu District, Nanchang City, 330008, Jiangxi, China
| | - Lv Huang
- Rehabilitation Medicine Department, Nanchang Hongdu Hospital of Traditional Chinese Medicine, No. 264, Minde Road, Donghu District, Nanchang City, 330008, Jiangxi, China
| | - Su-Qi He
- Clinical Medical College, Jiangxi University of Chinese Medicine, Nanchang City, 330004, Jiangxi, China
| | - Lang-Hui Liu
- Rehabilitation Medicine Department, Nanchang Hongdu Hospital of Traditional Chinese Medicine, No. 264, Minde Road, Donghu District, Nanchang City, 330008, Jiangxi, China
| | - Song Li
- Rehabilitation Medicine Department, Nanchang Hongdu Hospital of Traditional Chinese Medicine, No. 264, Minde Road, Donghu District, Nanchang City, 330008, Jiangxi, China
| | - Zi-Chen Shao
- Clinical Medical College, Jiangxi University of Chinese Medicine, Nanchang City, 330004, Jiangxi, China.
| | - Jun Wang
- General Surgery Department of Trauma Center, The First Hospital of Nanchang, Nanchang City, 330008, Jiangxi, China.
| | - Ling Cheng
- Rehabilitation Medicine Department, Nanchang Hongdu Hospital of Traditional Chinese Medicine, No. 264, Minde Road, Donghu District, Nanchang City, 330008, Jiangxi, China.
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Li S, Ruan J, Yang Z, Liu L, Jiang T. In silico analysis and verification of critical genes related to vascular calcification in multiple diseases. Cell Biochem Funct 2023; 41:1242-1251. [PMID: 37707349 DOI: 10.1002/cbf.3858] [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: 05/09/2023] [Revised: 08/16/2023] [Accepted: 09/05/2023] [Indexed: 09/15/2023]
Abstract
Identifying a functional molecular therapeutic target of vascular calcification (VC) that will not affect normal osteogenic differentiation is a challenge. To address this aim, we screened the differentially expressed genes (DEGs) in different VC conditions, including endothelial-osteogenic transition (EOT) (GSE167962), chronic kidney disease (CKD), and atherosclerosis (AS) (GSE159832). KEGG pathways, protein-protein interactions, and hub genes were also analyzed. The intersecting DEGs among the EOT, CKD, and AS groups were verified by quantitative reverse transcription polymerase chain reaction and immunohistochemistry in a DOCA-salt hypertension mouse model. The phosphoinositide 3-kinase-protein kinase B signaling pathway, ECM-receptor interaction, chemokine signaling pathway, and focal adhesion were enriched in EOT and AS-induced VC. ECM-receptor interaction, PPAR signaling pathway, apelin signaling pathway, AMPK signaling pathway, adipocytokine signaling pathway, and cholesterol metabolism were enriched in CKD and AS-induced VC. C4b, Cebpa, Lyz2, and Spp1 were also upregulated in EOT, CKD, AS, and hypertension. This study identified promising molecular targets for VC therapy.
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Affiliation(s)
- Shicheng Li
- Department of Cardiology, The People's Hospital of Guangxi Zhuang Autonomous Region, Institute of Cardiovascular Sciences, Guangxi Academy of Medical Sciences, Nanning, China
| | - Jiangwen Ruan
- Department of Cardiology, The People's Hospital of Guangxi Zhuang Autonomous Region, Institute of Cardiovascular Sciences, Guangxi Academy of Medical Sciences, Nanning, China
| | - Zicong Yang
- Department of Cardiology, The People's Hospital of Guangxi Zhuang Autonomous Region, Institute of Cardiovascular Sciences, Guangxi Academy of Medical Sciences, Nanning, China
| | - Ling Liu
- Department of Cardiology, The People's Hospital of Guangxi Zhuang Autonomous Region, Institute of Cardiovascular Sciences, Guangxi Academy of Medical Sciences, Nanning, China
| | - Tongmeng Jiang
- Key Laboratory of Hainan Trauma and Disaster Rescue, The First Affiliated Hospital of Hainan Medical University, Hainan Medical University, Haikou, China
- Engineering Research Center for Hainan Bio-Smart Materials and Bio-Medical Devices, Key Laboratory of Emergency and Trauma, Ministry of Education, Key Laboratory of Hainan Functional Materials and Molecular Imaging, College of Emergency and Trauma, Hainan Medical University, Haikou, China
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Park JH, Seo YJ, Oh HS, Byun JH. Effects of myeloid immune cells on the metabolic process of biomimetic bone regeneration. Life Sci 2023; 334:122251. [PMID: 37931745 DOI: 10.1016/j.lfs.2023.122251] [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: 08/25/2023] [Revised: 10/24/2023] [Accepted: 11/03/2023] [Indexed: 11/08/2023]
Abstract
AIMS As the process of bone regeneration is preceded by an inflammatory response, the immune system has long been considered important for fracture healing. Despite many studies on the contribution of immune cells to bone-related diseases, the role of immune cells in the regeneration therapy of lost bone is not well understood. In addition, various types of cells are involved in the clinical bone regeneration environment, but most of the osteo-biology studies are conducted in an osteoblast-only environment. MATERIALS AND METHODS Here, we investigated the effects of macrophages and dendritic cells on osteogenic differentiation in a co-culture environment involving human periosteal cell-derived osteoblasts, human monocyte-derived osteoclasts, and myeloid-derived cells. In addition, the cluster of myeloid immune cells involved in the clinical bone regeneration process was analyzed through bone defect rat modeling. KEY FINDINGS We found that specific types of myeloid cells and related cytokines increased osteogenic differentiation. These results were confirmed in experiments using myeloid cells originating from human primitive peripheral blood mononuclear cells and by measuring the colonization of macrophages and dendritic cells in an in vivo bone defect environment. In addition, Next generation sequencing (NGS) analysis was performed through RNA sequencing for osteogenesis caused by macrophages and dendritic cells in vitro, which implemented a clinical bone regeneration environment. The results of these experiments suggest that the role of M2 macrophages or dendritic cells is markedly increased during osteogenic differentiation. Therefore, we propose that the exchange of bioactive factors between macrophages and dendritic cells during the bone formation metabolic process is a crucial step of tissue regeneration rather than limited to the initial inflammatory response. SIGNIFICANCE This study indicates that M2 macrophages, among myeloid cells, can be mediators that play a vital role in the effective bone regeneration process and shows the potential as a useful next-generation advanced cell therapy for bone regeneration treatment.
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Affiliation(s)
- Jin-Ho Park
- Department of Nutritional Science, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Young-Jin Seo
- Department of Oral and Maxillofacial Surgery, Gyeongsang National University School of Medicine and Gyeongsang National University Hospital, Institute of Medical Sciences, Gyeongsang National University, Jinju, Republic of Korea; Department of Convergence Medical Science, Gyeongsang National University, Jinju, Republic of Korea
| | - Hye-Seong Oh
- Department of Oral and Maxillofacial Surgery, Gyeongsang National University School of Medicine and Gyeongsang National University Hospital, Institute of Medical Sciences, Gyeongsang National University, Jinju, Republic of Korea; Department of Convergence Medical Science, Gyeongsang National University, Jinju, Republic of Korea
| | - June-Ho Byun
- Department of Oral and Maxillofacial Surgery, Gyeongsang National University School of Medicine and Gyeongsang National University Hospital, Institute of Medical Sciences, Gyeongsang National University, Jinju, Republic of Korea; Department of Convergence Medical Science, Gyeongsang National University, Jinju, Republic of Korea.
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