Lai Juntong, Lacroix Damien
Insigneo Institute, University of Sheffield, Sheffield, United Kingdom.
School of Mechanical, Aerospace and Civil Engineering, University of Sheffield, Sheffield, United Kingdom.
PLoS One. 2025 Jun 2;20(6):e0323258. doi: 10.1371/journal.pone.0323258. eCollection 2025.
Osteoarthritis (OA) is prevalent in obese people due to the inflamed adipose tissue surrounding the joints. The increase in obesity level upregulates adipokines enhancing inflammation. Whilst a few main inflammatory mediators including cytokines and adipokines have been identified, the multi-effects of obesity and exercise on OA inflammation are elusive. This study aimed to develop a five-variable mathematical model elucidating the dynamics of OA inflammation associated with obesity and physical activity. Within this model, pro- and anti-inflammatory cytokines, adipokines, matrix metalloproteinases and fibronectin fragments interact to regulate the inflammatory process. The damage of cartilage is considered crucial to stimulate the production of fibronectin fragments, subsequently leading to chronic inflammation. The adipokine production is dependent on the obesity level measured by body mass index (BMI). Hill functions are used to describe the interactions (stimulation and inhibition) between mediators and the nonlinear impacts of physical activity level on adiposity. The dynamics of this inflammation system was verified and analysed through bifurcation diagrams. Results indicate that a high BMI reduces the bistability of the system up to a BMI value of 33 for which inflammation is persistent in the non-dimensionalised model. In codimension-2 bifurcations, parameters of adipokine production can govern the transition of system behaviours. This shows the variability of individuals susceptible to OA inflammation related to obesity. The minimum damage leading to persistent inflammation is decreased as BMI increases and the correlation is nonlinear, which suggests a significant rise in OA risk with a high level of obesity. Additionally, the simulations of multiple physical activity intervention strategies suggest that physical activity can minimise and postpone inflammation by downregulating adipokines within a window period after injury. This novel computational model describes the roles of obesity and physical activity in OA inflammation, providing a mathematical framework to evaluate the risk of OA inflammation from the perspective of obesity.
骨关节炎(OA)在肥胖人群中很常见,因为关节周围的脂肪组织会发炎。肥胖水平的增加会上调脂肪因子,加剧炎症。虽然已经确定了一些主要的炎症介质,包括细胞因子和脂肪因子,但肥胖和运动对OA炎症的多重影响仍不清楚。本研究旨在建立一个五变量数学模型,以阐明与肥胖和身体活动相关的OA炎症动态。在这个模型中,促炎和抗炎细胞因子、脂肪因子、基质金属蛋白酶和纤连蛋白片段相互作用,以调节炎症过程。软骨损伤被认为对刺激纤连蛋白片段的产生至关重要,随后导致慢性炎症。脂肪因子的产生取决于通过体重指数(BMI)测量的肥胖水平。希尔函数用于描述介质之间的相互作用(刺激和抑制)以及身体活动水平对肥胖的非线性影响。通过分岔图验证和分析了这个炎症系统的动态。结果表明,高BMI会降低系统的双稳态,直到BMI值达到33,在无量纲模型中炎症持续存在。在余维-2分岔中,脂肪因子产生的参数可以控制系统行为的转变。这表明与肥胖相关的易患OA炎症个体的变异性。随着BMI的增加,导致持续炎症的最小损伤减少,且这种相关性是非线性的,这表明高肥胖水平会显著增加OA风险。此外,多种身体活动干预策略的模拟表明,身体活动可以在损伤后的窗口期内通过下调脂肪因子来最小化和推迟炎症。这个新的计算模型描述了肥胖和身体活动在OA炎症中的作用,为从肥胖角度评估OA炎症风险提供了一个数学框架。