Geometric deep learning is a relatively new field that combines the principles of deep learning with techniques from geometry and topology to analyze data with complex structures, such as graphs and manifolds. In orthopedic research, geometric deep learning has been applied to a variety of tasks, including the analysis of imaging data to detect and classify abnormalities, the prediction of patient outcomes following surgical interventions, and the identification of risk factors for
Osteoarthritis (OA) is a common age-related
Cartilage lacks the ability to self-repair when damaged, which can lead to the development of
Osteoarthritis, the most common
Introduction. Recent studies suggested that the progression of osteoarthritis (OA), a chronic
Osteoarthritis (OA) is a
Osteoarthritis (OA) is the most common
Osteoarthritis (OA) is the most prevalent
Abstract. Introduction. Precision health aims to develop personalised and proactive strategies for predicting, preventing, and treating complex diseases such as osteoarthritis (OA), a
Abstract. Objectives. Current use of hard biomaterials such as cobalt-chrome alloys or ceramics to articulate against the relatively soft, compliant native cartilage surface reduces the joint contact area by up to two thirds. This gives rise to high and abnormal loading conditions which promotes degradation and erosion of the mating cartilage leading to pain, stiffness, and loss of function. Biomimetic soft lubrication strategies have been developed by grafting hydrophilic polymers onto substrates to form a gel-type surface. Surface grafted gels mimic the natural mechanisms of friction dissipation in synovial joints, showing a promising potential for use in hemiarthroplasty. This project aims to develop implant surfaces with properties tailored to match articular cartilage to retain and promote natural joint function ahead of total joint replacement. Methods. Four different types of monomers were grafted in a one-step photopolymerisation procedure onto polished PEEK substrates. The functionalised surfaces were investigated using surface wettability, FTIR, and simplified 2D-tribometry tests against glass and animal cartilage specimens to assess their lubricity and mechanical properties for hemiarthroplasty articulations. Results. Polymer functionalised surfaces under different grafting conditions were assessed for their wettability, graft density and quality. A reduction in water contact angle from 90° to < 20° was seen for functionalised highly hydrophilic PEEK surfaces. Similarly a reduction in the coefficient of friction (and subsequently shear stresses acting on cartilage) of 95% to ∼ 10. −2. was seen for functionalised PEEK surfaces slid against glass and cartilage in PBS. Conclusions. Development of this technology has the potential to vastly improve the performance of hemiarthroplasty. Providing earlier and targeted interventions for
Introduction. Articular cartilage injuries have a limited potential to heal and, over time, may lead to osteoarthritis, an inflammatory and
Introduction and Objective. Osteoarthritis of the knee joint is common in old age population in every part of world. Pain is the major source of disability in patients with osteoarthritis of the knee joint. Subchondral bone marrow is richly innervated with nociceptive pain fibers and may be a source of pain in patients with symptomatic
Introduction and Objective. Osteoarthritis (OA) is the most common inflammatory and
In a healthy joint, mechanical loading increases matrix synthesis and maintains cell phenotype, while reducing catabolic activities. It activates several pathways, most of them yet largely unknown, with integrins, TGF-β, canonical (Erk 1/2) and stress-activated (JNK) MAPK playing a key role.
Osteoarthritis (OA) is a progressive and
Total knee arthroplasty is a well-established treatment for
Introduction. Osteoarthritis (OA) of the knee, a prevalently
Osteoarthritis (OA) is the most common
Total knee arthroplasty is a well established treatment for
Osteoarthritis (OA), the most common chronic