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Yang S, Zhao Y, Tan Y, Zheng C. Identification of microtubule-associated biomarker using machine learning methods in osteonecrosis of the femoral head and osteosarcoma. Heliyon 2024; 10:e31853. [PMID: 38868049 PMCID: PMC11168324 DOI: 10.1016/j.heliyon.2024.e31853] [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: 08/04/2023] [Revised: 05/20/2024] [Accepted: 05/22/2024] [Indexed: 06/14/2024] Open
Abstract
Background This study aims to explore the microtubule-associated gene signatures and molecular processes shared by osteonecrosis of the femoral head (ONFH) and osteosarcoma (OS). Methods Datasets from the TARGET and GEO databases were subjected to bioinformatics analysis, including the functional enrichment analysis of genes shared by ONFH and OS. Prognostic genes were identified using univariate and multivariate Cox regression analyses to develop a risk score model for predicting overall survival and immune characteristics. Furthermore, LASSO and SVM-RFE algorithms identified biomarkers for ONFH, which were validated in OS. Function prediction, ceRNA network analysis, and gene-drug interaction network construction were subsequently conducted. Biomarker expression was then validated on clinical samples by using qPCR. Results A total of 14 microtubule-associated disease genes were detected in ONFH and OS. Subsequently, risk score model based on four genes was then created, revealing that patients with low-risk exhibited superior survival outcomes compared with those with high-risk. Notably, ONFH with low-risk profiles may manifest an antitumor immune microenvironment. Moreover, by utilizing LASSO and SVM-RFE algorithms, four diagnostic biomarkers were pinpointed, enabling effective discrimination between patients with ONFH and healthy individuals as well as between OS and normal tissues. Additionally, 21 drugs targeting these biomarkers were predicted, and a comprehensive ceRNA network comprising four mRNAs, 71 miRNAs, and 98 lncRNAs was established. The validation of biomarker expression in clinical samples through qPCR affirmed consistency with the results of bioinformatics analysis. Conclusion Microtubule-associated genes may play pivotal roles in OS and ONFH. Additionally, a prognostic model was constructed, and four genes were identified as potential biomarkers and therapeutic targets for both diseases.
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Affiliation(s)
- Sha Yang
- Guizhou University Medical College, Guiyang, 550025, Guizhou Province, PR China
| | - Ying Zhao
- Department of Orthopedics, GuiQian International General Hospital, GuiYang, PR China
| | - Ying Tan
- Department of Neurosurgery, Guizhou Provincial People's Hospital, Guiyang, PR China
| | - Chao Zheng
- Department of Orthopaedics, Children's Hospital of Chongqing Medical University, Chongqing, PR China
- Ministry of Education Key Laboratory of Child Development and Disorders, National Clinical Research Center for Child Health and Disorders, China International Science and Technology Cooperation Base of Child Development and Critical Disorders, Chongqing Key Laboratory of Pediatrics, Chongqing Engineering Research Center of Stem Cell Therapy, Children S Hospital of Chongqing Medical University, Chongqing, PR China
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Wang T, Xie ZH, Wang L, Luo H, Zhang J, Dong WT, Zheng XH, Ye C, Tian XB, Liu G, Zhu XS, Li YL, Kang QL, Zhang F, Peng WX. LncAABR07053481 inhibits bone marrow mesenchymal stem cell apoptosis and promotes repair following steroid-induced avascular necrosis. Commun Biol 2023; 6:365. [PMID: 37012358 PMCID: PMC10070412 DOI: 10.1038/s42003-023-04661-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2022] [Accepted: 03/03/2023] [Indexed: 04/05/2023] Open
Abstract
The osteonecrotic area of steroid-induced avascular necrosis of the femoral head (SANFH) is a hypoxic microenvironment that leads to apoptosis of transplanted bone marrow mesenchymal stem cells (BMSCs). However, the underlying mechanism remains unclear. Here, we explore the mechanism of hypoxic-induced apoptosis of BMSCs, and use the mechanism to improve the transplantation efficacy of BMSCs. Our results show that the long non-coding RNA AABR07053481 (LncAABR07053481) is downregulated in BMSCs and closely related to the degree of hypoxia. Overexpression of LncAABR07053481 could increase the survival rate of BMSCs. Further exploration of the downstream target gene indicates that LncAABR07053481 acts as a molecular "sponge" of miR-664-2-5p to relieve the silencing effect of miR-664-2-5p on the target gene Notch1. Importantly, the survival rate of BMSCs overexpressing LncAABR07053481 is significantly improved after transplantation, and the repair effect of BMSCs in the osteonecrotic area is also improved. This study reveal the mechanism by which LncAABR07053481 inhibits hypoxia-induced apoptosis of BMSCs by regulating the miR-664-2-5p/Notch1 pathway and its therapeutic effect on SANFH.
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Affiliation(s)
- Tao Wang
- Department of Orthopedics and Traumatology, The Affliated Hospital of Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China
- School of Clinical Medicine, Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China
| | - Zhi-Hong Xie
- School of Clinical Medicine, Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China
| | - Lei Wang
- Department of Orthopedics and Traumatology, The Affliated Hospital of Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China
- School of Clinical Medicine, Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China
| | - Hong Luo
- School of Clinical Medicine, Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China
| | - Jian Zhang
- Department of Orthopedics and Traumatology, The Affliated Hospital of Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China
- School of Clinical Medicine, Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China
| | - Wen-Tao Dong
- Department of Orthopedics and Traumatology, The Affliated Hospital of Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China
- School of Clinical Medicine, Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China
| | - Xiao-Han Zheng
- Department of Orthopedics and Traumatology, The Affliated Hospital of Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China
- School of Clinical Medicine, Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China
| | - Chuan Ye
- Department of Orthopedics and Traumatology, The Affliated Hospital of Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China
- School of Clinical Medicine, Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China
| | - Xiao-Bin Tian
- Department of Orthopedics and Traumatology, The Affliated Hospital of Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China
- School of Clinical Medicine, Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China
| | - Gang Liu
- Department of Orthopedics and Traumatology, The Affliated Hospital of Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China
- School of Clinical Medicine, Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China
| | - Xue-Song Zhu
- Department of Orthopedic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu, 215000, P.R. China
| | - Yan-Lin Li
- Department of Sports Medicine, First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, 650000, P.R. China
| | - Qing-Lin Kang
- Department of Orthopedics, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, P.R. China
| | - Fei Zhang
- Department of Orthopedics and Traumatology, The Affliated Hospital of Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China.
- School of Clinical Medicine, Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China.
| | - Wu-Xun Peng
- Department of Orthopedics and Traumatology, The Affliated Hospital of Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China.
- School of Clinical Medicine, Guizhou Medical University, Guiyang, Guizhou, 550004, P.R. China.
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Brent MB. A review of the skeletal effects of exposure to high altitude and potential mechanisms for hypobaric hypoxia-induced bone loss. Bone 2022; 154:116258. [PMID: 34781048 DOI: 10.1016/j.bone.2021.116258] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/26/2021] [Revised: 11/08/2021] [Accepted: 11/09/2021] [Indexed: 12/20/2022]
Abstract
Mountaineering and exposure to high altitude result in physiological adaptations to the reduced inspiratory oxygen availability. Acute mountain sickness (AMS), high altitude pulmonary edema (HAPE), and high altitude cerebral edema (HACE) are well-described harmful effects of exposure to high altitude. Common to AMS, HAPE, and HACE are distinct clinical signs and symptoms of impaired function. However, several studies have suggested that high altitude might result in a substantial bone loss, which usually does not produce any apparent symptoms. This review aims to provide a comprehensive overview of, and map current knowledge of the skeletal effects of hypobaric hypoxia and high altitude. PubMed and Embase were searched from inception to September 6, 2021, to identify studies investigating the skeletal effects of exposure to hypobaric hypoxia and high altitude. Three hundred sixty titles and abstracts were screened, and 20 full-text articles were included (16 in vivo studies and four real-world human studies). In rodents, simulated high altitude up to 2900 m did not result in any adverse skeletal effects. In contrast, studies exposing animals to very high altitude (3500-5500 m) reported substantial reductions in BMD, cortical morphology, and bone strength, as well as deteriorated trabecular microstructure. Detrimental microstructural effects were also reported in rats exposed to simulated extreme altitude (6000 m). Finally, real-world human studies in mountaineers suggested high altitude exposure reduced bone mineral density (BMD) and that the harmful skeletal effects of hypobaric hypoxia were not entirely recovered after 12 months. In conclusion, in vivo and real-world studies demonstrated high altitude exposure results in adverse skeletal effects. The underlying mechanism for hypobaric hypoxia-induced bone loss is not elucidated.
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Affiliation(s)
- Mikkel Bo Brent
- Department of Biomedicine, Aarhus University, Aarhus, Denmark.
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Ma M, Li P, Liu L, Cheng S, Cheng B, Liang CJ, Tan S, Li W, Wen Y, Guo X, Wu C. Integrating Transcriptome-Wide Association Study and mRNA Expression Profiling Identifies Novel Genes Associated With Osteonecrosis of the Femoral Head. Front Genet 2021; 12:663080. [PMID: 34163523 PMCID: PMC8215574 DOI: 10.3389/fgene.2021.663080] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Accepted: 04/29/2021] [Indexed: 12/04/2022] Open
Abstract
Objective This study aims to identify novel candidate genes associated with osteonecrosis of the femoral head (ONFH). Methods A transcriptome-wide association study (TWAS) was performed by integrating the genome-wide association study dataset of osteonecrosis (ON) in the UK Biobank with pre-computed mRNA expression reference weights of muscle skeleton (MS) and blood. The ON-associated genes identified by TWAS were further subjected to gene ontology (GO) analysis by the DAVID tool. Finally, a trans-omics comparative analysis of TWAS and genome-wide mRNA expression profiling was conducted to identify the common genes and the GO terms shared by both DNA-level TWAS and mRNA-level expression profile for ONFH. Results TWAS totally identified 564 genes that were with PTWAS value <0.05 for MS and blood, such as CBX1 (PTWAS = 0.0001 for MS), SRPK2 (PTWAS = 0.0002 for blood), and MYO5A (PTWAS = 0.0005 for blood). After comparing the genes detected by TWAS with the differentially expressed genes identified by mRNA expression profiling, we detected 59 overlapped genes, such as STEAP4 [PTWAS = 0.0270, FC (fold change)mRNA = 7.03], RABEP1 (PTWAS = 0.010, FCmRNA = 2.22), and MORC3 (PTWAS = 0.0053, FCmRNA = 2.92). The GO analysis of TWAS-identified genes discovered 53 GO terms for ON. Further comparing the GO results of TWAS and mRNA expression profiling identified four overlapped GO terms, including cysteine-type endopeptidase activity (PTWAS = 0.0006, PmRNA = 0.0227), extracellular space (PTWAS = 0.0342, PmRNA = 0.0012), protein binding (PTWAS = 0.0112, PmRNA = 0.0106), and ATP binding (PTWAS = 0.0464, PmRNA = 0.0033). Conclusion Several ONFH-associated genes and GO terms were identified by integrating TWAS and mRNA expression profiling. It provides novel clues to reveal the pathogenesis of ONFH.
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Affiliation(s)
- Mei Ma
- School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, China
| | - Peilin Li
- School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, China
| | - Li Liu
- School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, China
| | - Shiqiang Cheng
- School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, China
| | - Bolun Cheng
- School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, China
| | - Chu Jun Liang
- School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, China
| | - Sijia Tan
- School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, China
| | - Wenyu Li
- School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, China
| | - Yan Wen
- School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, China
| | - Xiong Guo
- School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, China
| | - Cuiyan Wu
- School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, China
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