Comprehensive multi-omics approach reveals potential therapeutic targets and agents for osteoarthritis

被引:0
作者
Gao, Qingxia [1 ]
Yao, Dawei [2 ]
Yin, Zuozhen [1 ]
Yu, Gongchang [1 ]
Shi, Bin [1 ]
Wang, Jiaying [1 ]
机构
[1] Shandong First Med Univ, Shandong Acad Med Sci, Neck Shoulder & Lumbocrural Pain Hosp, 18877 Jing 10 Rd, Jinan 250000, Shandong, Peoples R China
[2] Shandong First Med Univ, Endocrine & Metab Dis Hosp, 18877 Jing 10 Rd, Jinan 250000, Shandong, Peoples R China
关键词
osteoarthritis; multi-omics; TWAS; gene expression; drug target genes; drug repositioning; KNEE OSTEOARTHRITIS; GROWTH-FACTOR; STATIN USE; SPIRONOLACTONE; PROGRESSION; EXPRESSION;
D O I
10.1093/postmj/qgae176
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background The mechanisms underlying osteoarthritis (OA) remain unclear, and effective treatments are lacking. This study aims to identify OA-related genes and explore their potential in drug repositioning for OA treatment.Methods Transcriptome-wide association studies (TWAS) were performed using genome-wide association studies summary data and expression quantitative trait loci data from the Genotype-Tissue Expression project. Differentially expressed genes between OA patients and healthy controls were identified using four datasets from the Gene Expression Omnibus database. Gene ontology and pathway enrichment analyses identified potential hub genes associated with OA. A network-based drug repositioning approach was applied to discover potential therapeutic drugs for OA.Results Through TWAS and mRNA expression profiling, 7 and 167 OA-related genes were identified, respectively. From these, 128 OA-related genes were selected based on common biological processes. Using the maximal clique centrality algorithm, 10 core-related genes (JUN, VEGFA, FN1, CD44, PTGS2, STAT1, MAP 2K7, GRB2, EP300, and PXN) were identified for network-based drug repositioning. Consequently, 24 drugs were identified based on 128 OA-related genes and 23 drugs based on 10 core OA-related genes. Some identified drugs, such as dexamethasone, menadione, and hyaluronic acid, have been previously reported for OA and/or rheumatoid arthritis treatment. Network analysis also indicated that spironolactone, lovastatin, and atorvastatin may have potential in OA treatment.Conclusion This study identified potential OA-related genes and explored their roles in drug repositioning, suggesting the repurposing of existing drugs and the development of new therapeutic options for OA patients. Key message What is already known on this topic The exact pathogenesis of osteoarthritis (OA) remains unclear, and currently, there are no approved drugs that can prevent, halt, or inhibit the progression of OA. What this study adds We identified 128 OA-related genes and 10 core-related genes based on common biological processes revealed by TWAS and mRNA expression profiling. Using these genes, we discovered potential drugs for OA through the Network-based drug repositioning method. How this study might affect research, practice, or policy This study provides recommendations for repositioning existing drugs and developing new treatment options for patients with OA.Conclusion This study identified potential OA-related genes and explored their roles in drug repositioning, suggesting the repurposing of existing drugs and the development of new therapeutic options for OA patients. Key message What is already known on this topic The exact pathogenesis of osteoarthritis (OA) remains unclear, and currently, there are no approved drugs that can prevent, halt, or inhibit the progression of OA. What this study adds We identified 128 OA-related genes and 10 core-related genes based on common biological processes revealed by TWAS and mRNA expression profiling. Using these genes, we discovered potential drugs for OA through the Network-based drug repositioning method. How this study might affect research, practice, or policy This study provides recommendations for repositioning existing drugs and developing new treatment options for patients with OA.
引用
收藏
页码:464 / 474
页数:11
相关论文
共 39 条
[1]   Cross-talk of inflammation and chondrocyte intracellular metabolism in osteoarthritis [J].
Arra, M. ;
Abu-Amer, Y. .
OSTEOARTHRITIS AND CARTILAGE, 2023, 31 (08) :1012-1021
[2]   PharmOmics: A species- and tissue-specific drug signature database and gene- network-based drug repositioning tool [J].
Chen, Yen-Wei ;
Diamante, Graciel ;
Ding, Jessica ;
Thien Xuan Nghiem ;
Yang, Jessica ;
Ha, Sung-Min ;
Cohn, Peter ;
Arneson, Douglas ;
Blencowe, Montgomery ;
Garcia, Jennifer ;
Zaghari, Nima ;
Patel, Paul ;
Yang, Xia .
ISCIENCE, 2022, 25 (04)
[3]   cytoHubba: identifying hub objects and sub-networks from complex interactome [J].
Chin, Chia-Hao ;
Chen, Shu-Hwa ;
Wu, Hsin-Hung ;
Ho, Chin-Wen ;
Ko, Ming-Tat ;
Lin, Chung-Yen .
BMC SYSTEMS BIOLOGY, 2014, 8
[4]   Statin use is associated with reduced incidence and progression of knee osteoarthritis in the Rotterdam study [J].
Clockaerts, S. ;
Van Osch, G. J. V. M. ;
Bastiaansen-Jenniskens, Y. M. ;
Verhaar, J. A. N. ;
Van Glabbeek, F. ;
Van Meurs, J. B. ;
Kerkhof, H. J. M. ;
Hofman, A. ;
Stricker, B. H. Ch ;
Bierma-Zeinstra, S. M. .
ANNALS OF THE RHEUMATIC DISEASES, 2012, 71 (05) :642-647
[5]   Metabolic Derangement After Injection of Triamcinolone Into the Hip of an HIV-infected Patient Receiving Ritonavir [J].
Danaher, Patrick J. ;
Salsbury, Thomas L. ;
Delmar, Judith A. .
ORTHOPEDICS, 2009, 32 (06) :450-450
[6]   A Variant in MCF2L Is Associated with Osteoarthritis [J].
Day-Williams, Aaron G. ;
Southam, Lorraine ;
Panoutsopoulou, Kalliope ;
Rayner, Nigel W. ;
Esko, Tonu ;
Estrada, Karol ;
Helgadottir, Hafdis T. ;
Hofman, Albert ;
Ingvarsson, Throvaldur ;
Jonsson, Helgi ;
Keis, Aime ;
Kerkhof, Hanneke J. M. ;
Thorleifsson, Gudmar ;
Arden, Nigel K. ;
Carr, Andrew ;
Chapman, Kay ;
Deloukas, Panos ;
Loughlin, John ;
McCaskie, Andrew ;
Ollier, William E. R. ;
Ralston, Stuart H. ;
Spector, Timothy D. ;
Wallis, Gillian A. ;
Wilkinson, J. Mark ;
Aslam, Nadim ;
Birell, Fraser ;
Carluke, Ian ;
Joseph, John ;
Rai, Ashok ;
Reed, Mike ;
Walker, Kirsten ;
Doherty, Sally A. ;
Jonsdottir, Ingileif ;
Maciewicz, Rose A. ;
Muir, Kenneth R. ;
Metspalu, Andres ;
Rivadeneira, Fernando ;
Stefansson, Kari ;
Styrkarsdottir, Unnur ;
Uitterlinden, Andre G. ;
van Meurs, Joyce B. J. ;
Zhang, Weiya ;
Valdes, Ana M. ;
Doherty, Michael ;
Zeggini, Eleftheria .
AMERICAN JOURNAL OF HUMAN GENETICS, 2011, 89 (03) :446-450
[7]   Statin treatment increases the clinical risk of tendinopathy through matrix metalloproteinase release - a cohort study design combined with an experimental study [J].
Eliasson, Pernilla ;
Dietrich-Zagonel, Franciele ;
Lundin, Anna-Carin ;
Aspenberg, Per ;
Wolk, Alicja ;
Michaelsson, Karl .
SCIENTIFIC REPORTS, 2019, 9 (1)
[8]   Simvastatin and atorvastatin reduce the mechanical properties of tendon constructs in vitro and introduce catabolic changes in the gene expression pattern [J].
Eliasson, Pernilla ;
Svensson, Rene B. ;
Giannopoulos, Antonis ;
Eismark, Christian ;
Kjaer, Michael ;
Schjerling, Peter ;
Heinemeier, Katja M. .
PLOS ONE, 2017, 12 (03)
[9]   Low-dose Spironolactone: Treatment for Osteoarthritis-related Knee Effusion. A Prospective Clinical and Sonographic-based Study [J].
Elsaman, Ahmed M. ;
Radwan, Ahmed R. ;
Mohammed, Walaa I. ;
Ohrndorf, Sarah .
JOURNAL OF RHEUMATOLOGY, 2016, 43 (06) :1114-1120
[10]   Osteoarthritis, part of life or a curable disease? A bird's-eye view [J].
Englund, Martin .
JOURNAL OF INTERNAL MEDICINE, 2023, 293 (06) :681-693