In Silico clinical trial to predict the efficacy of hip protectors for preventing hip fractures

IF 2.4 3区 医学 Q3 BIOPHYSICS
Sara Oliviero , Antonino A. La Mattina , Giacomo Savelli , Marco Viceconti
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Abstract

Osteoporosis is characterized by loss of bone mineral density and increased fracture risk. Reduction of hip fracture incidence is of major clinical importance. Hip protectors aim to attenuate the impact force transmitted to the femur upon falling, however different conclusions on their efficacy have been reported; some authors suggest this may be due to differences in compliance. The aim of this study was to apply an In Silico trial methodology to predict the effectiveness of hip protectors and its dependence on compliance.

A cohort of 1044 virtual patients (Finite Element models of proximal femur) were generated. A Markov chain process was implemented to predict fracture incidence with and without hip protectors, by simulating different levels of compliance. At each simulated follow-up year, a Poisson distribution was randomly sampled to determine the number of falls sustained by each patient. Impact direction and force were stochastically sampled from a range of possible scenarios. The effect of wearing a hip protector was simulated by applying attenuation coefficients to the impact force (12.9 %, 19 % and 33.8 %, as reported for available devices). A patient was considered fractured when impact force exceeded the femur strength.

Without hip protector, virtual patients experienced 66 ± 5 fractures in 10 years. Wearing the three devices, fracture incidence was reduced to 43 ± 4, 35 ± 4 and 17 ± 2 respectively, at full compliance. As expected, effectiveness was dependent on compliance.

This In Silico trial technology can be applied in the future to test multiple interventions, optimise intervention strategies, improve clinical trial design and drug development.

预测髋部保护器预防髋部骨折疗效的硅学临床试验
骨质疏松症的特点是骨矿物质密度下降和骨折风险增加。降低髋部骨折的发生率具有重要的临床意义。髋部保护器旨在减弱跌倒时传递到股骨的冲击力,但有关其功效的结论却不尽相同;一些作者认为这可能是由于顺应性的差异造成的。本研究的目的是应用 In Silico 试验方法来预测护髋的有效性及其对顺应性的依赖性。通过模拟不同程度的依从性,实施马尔可夫链过程来预测使用和不使用髋部保护器的骨折发生率。在每个模拟随访年,随机抽取泊松分布,以确定每位患者的跌倒次数。撞击方向和撞击力从一系列可能的情况中随机取样。通过对撞击力应用衰减系数(12.9%、19% 和 33.8%,根据现有设备的报告)来模拟佩戴髋部保护器的效果。当冲击力超过股骨强度时,患者即被视为骨折。如果不佩戴髋关节保护器,虚拟患者在 10 年内会发生 66 ± 5 次骨折。佩戴这三种装置后,骨折发生率在完全达标的情况下分别降至 43 ± 4、35 ± 4 和 17 ± 2。正如预期的那样,有效性取决于依从性。这种 In Silico 试验技术今后可用于测试多种干预措施、优化干预策略、改进临床试验设计和药物开发。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of biomechanics
Journal of biomechanics 生物-工程:生物医学
CiteScore
5.10
自引率
4.20%
发文量
345
审稿时长
1 months
期刊介绍: The Journal of Biomechanics publishes reports of original and substantial findings using the principles of mechanics to explore biological problems. Analytical, as well as experimental papers may be submitted, and the journal accepts original articles, surveys and perspective articles (usually by Editorial invitation only), book reviews and letters to the Editor. The criteria for acceptance of manuscripts include excellence, novelty, significance, clarity, conciseness and interest to the readership. Papers published in the journal may cover a wide range of topics in biomechanics, including, but not limited to: -Fundamental Topics - Biomechanics of the musculoskeletal, cardiovascular, and respiratory systems, mechanics of hard and soft tissues, biofluid mechanics, mechanics of prostheses and implant-tissue interfaces, mechanics of cells. -Cardiovascular and Respiratory Biomechanics - Mechanics of blood-flow, air-flow, mechanics of the soft tissues, flow-tissue or flow-prosthesis interactions. -Cell Biomechanics - Biomechanic analyses of cells, membranes and sub-cellular structures; the relationship of the mechanical environment to cell and tissue response. -Dental Biomechanics - Design and analysis of dental tissues and prostheses, mechanics of chewing. -Functional Tissue Engineering - The role of biomechanical factors in engineered tissue replacements and regenerative medicine. -Injury Biomechanics - Mechanics of impact and trauma, dynamics of man-machine interaction. -Molecular Biomechanics - Mechanical analyses of biomolecules. -Orthopedic Biomechanics - Mechanics of fracture and fracture fixation, mechanics of implants and implant fixation, mechanics of bones and joints, wear of natural and artificial joints. -Rehabilitation Biomechanics - Analyses of gait, mechanics of prosthetics and orthotics. -Sports Biomechanics - Mechanical analyses of sports performance.
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