Article (Scientific journals)
Use of Computational Modeling to Study Joint Degeneration: A Review.
Mukherjee, Satanik; Nazemi, Majid; Jonkers, Ilse et al.
2020In Frontiers in Bioengineering and Biotechnology, 8, p. 93
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Keywords :
bone remodeling; cartilage degeneration; data driven approach; finite element modeling; gene regulatory network; in silico modeling
Abstract :
[en] Osteoarthritis (OA), a degenerative joint disease, is the most common chronic condition of the joints, which cannot be prevented effectively. Computational modeling of joint degradation allows to estimate the patient-specific progression of OA, which can aid clinicians to estimate the most suitable time window for surgical intervention in osteoarthritic patients. This paper gives an overview of the different approaches used to model different aspects of joint degeneration, thereby focusing mostly on the knee joint. The paper starts by discussing how OA affects the different components of the joint and how these are accounted for in the models. Subsequently, it discusses the different modeling approaches that can be used to answer questions related to OA etiology, progression and treatment. These models are ordered based on their underlying assumptions and technologies: musculoskeletal models, Finite Element models, (gene) regulatory models, multiscale models and data-driven models (artificial intelligence/machine learning). Finally, it is concluded that in the future, efforts should be made to integrate the different modeling techniques into a more robust computational framework that should not only be efficient to predict OA progression but also easily allow a patient's individualized risk assessment as screening tool for use in clinical practice.
Disciplines :
Engineering, computing & technology: Multidisciplinary, general & others
Author, co-author :
Mukherjee, Satanik
Nazemi, Majid
Jonkers, Ilse
Geris, Liesbet  ;  Université de Liège - ULiège > Département d'aérospatiale et mécanique > Génie biomécanique
Language :
English
Title :
Use of Computational Modeling to Study Joint Degeneration: A Review.
Publication date :
2020
Journal title :
Frontiers in Bioengineering and Biotechnology
eISSN :
2296-4185
Publisher :
Frontiers Research Foundation, Switzerland
Volume :
8
Pages :
93
Peer reviewed :
Peer Reviewed verified by ORBi
European Projects :
H2020 - 772418 - INSITE - Development and use of an integrated in silico-in vitro mesofluidics system for tissue engineering
Funders :
CER - Conseil Européen de la Recherche [BE]
CE - Commission Européenne [BE]
Commentary :
Copyright © 2020 Mukherjee, Nazemi, Jonkers and Geris.
Available on ORBi :
since 12 July 2020

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