Identification and characterization of two consistent osteoarthritis subtypes by transcriptome and clinical data integration

被引:19
作者
de Almeida, Rodrigo Coutinho [1 ]
Mahfouz, Ahmed [2 ,3 ]
Mei, Hailiang [4 ]
Houtman, Evelyn [1 ]
den Hollander, Wouter [1 ]
Soul, Jamie [5 ]
Suchiman, Eka [1 ]
Lakenberg, Nico [1 ]
Meessen, Jennifer [1 ,6 ]
Huetink, Kasper [6 ]
Nelissen, Rob G. H. H. [6 ]
Ramos, Yolande F. M. [1 ]
Reinders, Marcel [1 ,2 ,3 ]
Meulenbelt, Ingrid [1 ]
机构
[1] Leiden Univ, Dept Biomed Data Sci, Sect Mol Epidemiol, Med Ctr, LUMC Postzone S-05-P,POB 9600, NL-2300 RC Leiden, Netherlands
[2] Delft Univ Technol, Delft Bioinformat Lab, Delft, Netherlands
[3] Leiden Univ, Leiden Computat Biol Ctr, Med Ctr, Leiden, Netherlands
[4] Leiden Univ, Sequence Anal Support Core, Med Ctr, Leiden, Netherlands
[5] Newcastle Univ, Inst Genet Med, Skeletal Res Grp, Newcastle Upon Tyne, Tyne & Wear, England
[6] Leiden Univ, Dept Orthopaed, Med Ctr, Leiden, Netherlands
关键词
osteoarthritis; cluster analyses; subtypes; RNA sequencing; KNEE; PROLIFERATION;
D O I
10.1093/rheumatology/keaa391
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Objective. To identify OA subtypes based on cartilage transcriptomic data in cartilage tissue and characterize their underlying pathophysiological processes and/or clinically relevant characteristics. Methods. This study includes n = 66 primary OA patients (41 knees and 25 hips), who underwent a joint replacement surgery, from which macroscopically unaffected (preserved, n = 56) and lesioned (n = 45) OA articular cartilage were collected [Research Arthritis and Articular Cartilage (RAAK) study]. Unsupervised hierarchical clustering analysis on preserved cartilage transcriptome followed by clinical data integration was performed. Protein-protein interaction (PPI) followed by pathway enrichment analysis were done for genes significant differentially expressed between subgroups with interactions in the PPI network. Results. Analysis of preserved samples (n = 56) resulted in two OA subtypes with n = 41 (cluster A) and n = 15 (cluster B) patients. The transcriptomic profile of cluster B cartilage, relative to cluster A (DE-AB genes) showed among others a pronounced upregulation of multiple genes involved in chemokine pathways. Nevertheless, upon investigating the OA pathophysiology in cluster B patients as reflected by differentially expressed genes between preserved and lesioned OA cartilage (DE-OA-B genes), the chemokine genes were significantly downregulated with OA pathophysiology. Upon integrating radiographic OA data, we showed that the OA phenotype among cluster B patients, relative to cluster A, may be characterized by higher joint space narrowing (JSN) scores and low osteophyte (OP) scores. Conclusion. Based on whole-transcriptome profiling, we identified two robust OA subtypes characterized by unique OA, pathophysiological processes in cartilage as well as a clinical phenotype. We advocate that further characterization, confirmation and clinical data integration is a prerequisite to allow for development of treatments towards personalized care with concurrently more effective treatment response.
引用
收藏
页码:1166 / 1175
页数:10
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