Zheng Chang-Jiang, Chen James
School of Public Health, 36 Nathan Lane North, Minneapolis, MN, 55441, USA.
College of Science and Engineering, University of Minnesota, Minneapolis, MN, 55455, USA.
Theor Biol Med Model. 2015 Nov 9;12:24. doi: 10.1186/s12976-015-0020-3.
Low back pain exerts a tremendous burden on individual patients and society due to its prevalence and ability to cause long-term disability. Contemporary treatment and prevention efforts are stymied by the absence of a confirmed cause for the majority of low back pain patients.
A system dynamics approach is used to build a physiologically-based model investigating the relationship between disc degeneration and low back pain. The model's predictions are evaluated under two different types of study designs and compared with established observations on low back pain.
A three-compartment model (no disc degeneration, disc degeneration with pain remission, disc degeneration with pain recurrence) accurately predicts the age-specific prevalence observed in one of the largest population-based surveys (R (2) = 0.998). The estimated transition age at which intervertebral discs lose the growth potential and begin degenerating is 13.3 years. The estimated disc degeneration rate is 0.0344/year. Without any additional change being made to parameter's values, the model also fully accounts for the age-specific prevalence of disc degeneration detected with a lumbar MRI among asymptomatic individuals (R (2) = 0.978).
Dual testing of the proposed mechanistic model with two independent data sources (one with lumbar MRI and the other without) confirm that disc degeneration is the driving force behind and cause of age dependence in low back pain. Observed complexity of low back pain epidemiology arises from the slow dynamics of disc degeneration coupled with the fast dynamics of disease recurrence.
由于腰痛的患病率及其导致长期残疾的能力,它给个体患者和社会带来了巨大负担。当代的治疗和预防工作因大多数腰痛患者的病因未得到确证而受阻。
采用系统动力学方法构建一个基于生理学的模型,研究椎间盘退变与腰痛之间的关系。在两种不同类型的研究设计下评估该模型的预测结果,并与已确立的腰痛观察结果进行比较。
一个三室模型(无椎间盘退变、疼痛缓解的椎间盘退变、疼痛复发的椎间盘退变)准确预测了在一项最大规模的基于人群的调查中观察到的特定年龄患病率(R² = 0.998)。估计椎间盘失去生长潜力并开始退变的过渡年龄为13.3岁。估计的椎间盘退变率为0.0344/年。在不改变参数值的情况下,该模型还完全解释了无症状个体中通过腰椎MRI检测到的椎间盘退变的特定年龄患病率(R² = 0.978)。
使用两个独立数据源(一个有腰椎MRI数据,另一个没有)对所提出的机制模型进行双重测试,证实椎间盘退变是腰痛年龄依赖性的背后驱动力和原因。观察到的腰痛流行病学的复杂性源于椎间盘退变的缓慢动态变化以及疾病复发的快速动态变化。