Multi-objective optimisation of stent dilation strategy in a patient-specific coronary artery via computational and surrogate modelling

被引:16
作者
Ragkousis, Georgios E. [1 ]
Curzen, Nick [2 ,3 ]
Bressloff, Neil W. [1 ]
机构
[1] Univ Southampton, Fac Engn & Environm, Computat Engn & Design Grp, Boldrewood Campus, Southampton SO16 7QF, Hants, England
[2] Southampton Univ Hosp, NHS Fdn Trust, Southampton, Hants, England
[3] Univ Southampton, Fac Med, Southampton SO9 5NH, Hants, England
关键词
Stents; Patient specific model; Optimisation; Surrogate modelling; Finite element analysis; GLOBAL OPTIMIZATION; DESIGN; MALAPPOSITION; IMPLANTATION; DEFORMATION;
D O I
10.1016/j.jbiomech.2015.12.013
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
Although contemporary stents have been shown to improve short and long term clinical outcomes, the optimum dilation protocol is still uncertain in challenging cases characterised by long, highly calcified and tortuous anatomy. Recent clinical studies have revealed that in these cases, sub-optimal delivery can result in stent thrombosis (ST) and/or neointimal thickening as a result of stent malapposition (SM) and/or severe vessel trauma. One of the major contributors to vessel trauma is the damage caused by balloon dilation during stent deployment. In the present work, a Kriging based response surface modelling approach has been implemented to search for optimum stent deployment strategies in a clinically challenging, patient specific diseased coronary artery. In particular, the aims of this study were: (i) to understand the impact of the balloon pressure and unpressurised diameter on stent malapposition, drug distribution and wall stresses via computer simulations and (ii) obtain potentially optimal dilation protocols to simultaneously minimise stent malapposition and tissue wall stresses and maximise drug diffusion in the tissue. The results indicate that SM is inversely proportional to tissue stresses and drug deliverability. After analytical multi-objective optimisation, a set of "non-dominated" dilation scenarios was proposed as a post-optimisation methodology for protocol selection. Using this method, it has been shown that, for a given patient specific model, optimal stent expansion can be predicted. Such a framework could potentially be used by interventional cardiologists to minimise stent malapposition and tissue stresses whilst maximising drug deliverability in any patient-specific case. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:205 / 215
页数:11
相关论文
共 32 条
[1]  
[Anonymous], 2015, pykriging: a python kriging toolkit
[2]  
[Anonymous], 2008, ENG DESIGN VIA SURRO, DOI DOI 10.1002/9780470770801
[3]  
Bressloff N.W., 2015, ANN BIOMED ENG
[4]   Incomplete stent apposition and very late stent thrombosis after drug-eluting stent implantation [J].
Cook, Stephane ;
Wenaweser, Peter ;
Togni, Mario ;
Billinger, Michael ;
Morger, Cyrill ;
Seiler, Christian ;
Vogel, Rolf ;
Hess, Otto ;
Meier, Bernhard ;
Windecker, Stephan .
CIRCULATION, 2007, 115 (18) :2426-2434
[5]   Realistic finite element-based stent design: The impact of balloon folding [J].
De Beule, Matthieu ;
Mortier, Peter ;
Carlier, Stphane G. ;
Verhegghe, Benedict ;
Van Impe, Rudy ;
Verdonck, Pascal .
JOURNAL OF BIOMECHANICS, 2008, 41 (02) :383-389
[6]  
Deb K., 2001, MULTIOBJECTIVE OPTIM, P245
[7]   Drug transport in artery walls: A sequential porohyperelastic-transport approach [J].
Feenstra, Peter H. ;
Taylor, Charles A. .
COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING, 2009, 12 (03) :263-276
[8]   Modelling of the provisional side-branch stenting approach for the treatment of atherosclerotic coronary bifurcations: effects of stent positioning [J].
Gastaldi, Dario ;
Morlacchi, Stefano ;
Nichetti, Roberto ;
Capelli, Claudio ;
Dubini, Gabriele ;
Petrini, Lorenza ;
Migliavacca, Francesco .
BIOMECHANICS AND MODELING IN MECHANOBIOLOGY, 2010, 9 (05) :551-561
[9]   Optimization of Cardiovascular Stent Design Using Computational Fluid Dynamics [J].
Gundert, Timothy J. ;
Marsden, Alison L. ;
Yang, Weiguang ;
LaDisa, John F., Jr. .
JOURNAL OF BIOMECHANICAL ENGINEERING-TRANSACTIONS OF THE ASME, 2012, 134 (01)
[10]   Longitudinal compression: a "new" complication with modern coronary stent platforms - time to think beyond deliverability? [J].
Hanratty, Colm G. ;
Walsh, Simon J. .
EUROINTERVENTION, 2011, 7 (07) :872-877