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一种用于评估剪切力诱导出血风险的数学模型。

A mathematical model for assessing shear induced bleeding risk.

作者信息

Li Yuan, Wang Hongyu, Xi Yifeng, Sun Anqiang, Wang Lizhen, Deng Xiaoyan, Chen Zengsheng, Fan Yubo

机构信息

Key Laboratory of Biomechanics and Mechanobiology (Beihang University), Ministry of Education, Beijing Advanced Innovation Center for Biomedical Engineering, School of Biological Science and Medical Engineering, Beihang University, Beijing 100083, China.

Key Laboratory of Biomechanics and Mechanobiology (Beihang University), Ministry of Education, Beijing Advanced Innovation Center for Biomedical Engineering, School of Biological Science and Medical Engineering, Beihang University, Beijing 100083, China.

出版信息

Comput Methods Programs Biomed. 2023 Apr;231:107390. doi: 10.1016/j.cmpb.2023.107390. Epub 2023 Feb 1.

DOI:10.1016/j.cmpb.2023.107390
PMID:36745955
Abstract

PURPOSE

The objective of this study is to develop a bleeding risk model for assessing device-induced bleeding risk in patients supported with blood contact medical devices (BCMDs).

METHODS

The mathematical model for evaluating bleeding risk considers the effects of shear stress on von Willebrand factor (vWF) unfolding, high molecular weight multimers-vWF (HMWM-vWF) degradation, platelet activation and receptor shedding and platelet-vWF binding ability. Functions of the effect of shear stress on the above factors are fitted/employed and solved by the Eulerian transport equation. An axial flow-through Couette device and two clinical VADs which are HeartWare Ventricular Assist Device (HVAD) and HeartMate II (HM II) blood pump were employed to perform the simulation to evaluate platelet receptor shedding (GPIbα and GPIIb/IIIa), loss of HWMW-vWF, platelet-vWF binding ability and bleeding risk for validating the accuracy of our model.

RESULTS

The platelet-vWF binding ability after being subjected to high shear region in the axial flow-through Couette device predicted by our bleeding model was highly consistent with reported experimental data. As indicated by our CFD simulation results in the axial flow-through Couette device, it can find that an increase in shear stress led to a decrease in the adhesion ability of platelets on vWF, while the binding ability of vWF with platelets first increase and then decrease as shear stress elevates gradually beyond a threshold. The factor of exposure time can enhance the effect of shear stress. Additionally, the shear-induced bleeding risk predicted by our model increases with increasing shear stress and exposure time in an axial flow-through Couette device. As indicated by our numerical model, the bleeding risk in HVAD was higher than HMII, which is highly consistent with the meta-analysis based on clinical statistics. Our simulation investigations in these two clinical VADs also found that HVAD caused a higher rate of platelet receptor shedding and lower damage to HWMW-vWF than HeartMate II. The high shear stress generated in the narrow and turbulent regions of both VADs was the underlying cause of device-induced bleeding.

CONCLUSION

In this study, the shear-induced bleeding risk predicted by our bleeding model in axial flow-through Couette device and two clinical VADs is consistent or highly correlated with experimental and clinical findings, which proves the accuracy of our bleeding model. Our bleeding model can be used to aid the development of new BCMDs with improved functional characteristics and biocompatibility, and help to reduce risk of device-induced adverse events in patients.

摘要

目的

本研究的目的是开发一种出血风险模型,用于评估使用血液接触医疗设备(BCMD)支持的患者发生设备诱导性出血的风险。

方法

评估出血风险的数学模型考虑了剪切应力对血管性血友病因子(vWF)展开、高分子量多聚体-vWF(HMWM-vWF)降解、血小板活化和受体脱落以及血小板-vWF结合能力的影响。通过欧拉输运方程对剪切应力对上述因素的影响函数进行拟合/应用和求解。采用轴向流通式库埃特装置和两种临床心室辅助装置,即HeartWare心室辅助装置(HVAD)和HeartMate II(HM II)血泵,进行模拟,以评估血小板受体脱落(GPIbα和GPIIb/IIIa)、HWMW-vWF的损失、血小板-vWF结合能力和出血风险,从而验证我们模型的准确性。

结果

我们的出血模型预测的轴向流通式库埃特装置中高剪切区域后的血小板-vWF结合能力与报道的实验数据高度一致。正如我们在轴向流通式库埃特装置中的计算流体动力学模拟结果所示,可以发现剪切应力的增加导致血小板在vWF上的粘附能力下降,而随着剪切应力逐渐超过阈值升高,vWF与血小板的结合能力先增加后下降。暴露时间因素可以增强剪切应力的影响。此外,我们的模型预测的剪切诱导出血风险在轴向流通式库埃特装置中随着剪切应力和暴露时间的增加而增加。正如我们的数值模型所示,HVAD中的出血风险高于HMII,这与基于临床统计的荟萃分析高度一致。我们对这两种临床VAD的模拟研究还发现,HVAD导致的血小板受体脱落率高于HeartMate II,对HWMW-vWF的损伤低于HeartMate II。两种VAD狭窄和湍流区域产生的高剪切应力是设备诱导性出血的根本原因。

结论

在本研究中,我们的出血模型在轴向流通式库埃特装置和两种临床VAD中预测的剪切诱导出血风险与实验和临床结果一致或高度相关,这证明了我们出血模型的准确性。我们的出血模型可用于帮助开发具有改进功能特性和生物相容性的新型BCMD,并有助于降低患者发生设备诱导性不良事件的风险。

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