TY - JOUR
T1 - Dynamic Multiscale Regulation of Perfusion Recovery in Experimental Peripheral Arterial Disease
T2 - A Mechanistic Computational Model
AU - Zhao, Chen
AU - Heuslein, Joshua L.
AU - Zhang, Yu
AU - Annex, Brian H.
AU - Popel, Aleksander S.
N1 - Funding Information:
This work was supported by the National Institutes of Health (grants R01HL101200, Drs Popel and Annex; R01HL141325, Dr Annex) and the American Heart Association (grant 19PRE34380815, Dr Zhao). Part of this research was conducted by using computational resources at the Maryland Advanced Research Computing Center. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. The authors have reported that they have no relationships relevant to the contents of this paper to disclose.
Publisher Copyright:
© 2022 The Authors
PY - 2022/1
Y1 - 2022/1
N2 - In peripheral arterial disease (PAD), the degree of endogenous capacity to modulate revascularization of limb muscle is central to the management of leg ischemia. To characterize the multiscale and multicellular nature of revascularization in PAD, we have developed the first computational systems biology model that mechanistically incorporates intracellular, cellular, and tissue-level features critical for the dynamic reconstitution of perfusion after occlusion-induced ischemia. The computational model was specifically formulated for a preclinical animal model of PAD (mouse hindlimb ischemia [HLI]), and it has gone through multilevel model calibration and validation against a comprehensive set of experimental data so that it accurately captures the complex cellular signaling, cell–cell communication, and function during post-HLI perfusion recovery. As an example, our model simulations generated a highly detailed description of the time-dependent spectrum-like macrophage phenotypes in HLI, and through model sensitivity analysis we identified key cellular processes with potential therapeutic significance in the pathophysiology of PAD. Furthermore, we computationally evaluated the in vivo effects of different targeted interventions on post-HLI tissue perfusion recovery in a model-based, data-driven, virtual mouse population and experimentally confirmed the therapeutic effect of a novel model-predicted intervention in real HLI mice. This novel multiscale model opens up a new avenue to use integrative systems biology modeling to facilitate translational research in PAD.
AB - In peripheral arterial disease (PAD), the degree of endogenous capacity to modulate revascularization of limb muscle is central to the management of leg ischemia. To characterize the multiscale and multicellular nature of revascularization in PAD, we have developed the first computational systems biology model that mechanistically incorporates intracellular, cellular, and tissue-level features critical for the dynamic reconstitution of perfusion after occlusion-induced ischemia. The computational model was specifically formulated for a preclinical animal model of PAD (mouse hindlimb ischemia [HLI]), and it has gone through multilevel model calibration and validation against a comprehensive set of experimental data so that it accurately captures the complex cellular signaling, cell–cell communication, and function during post-HLI perfusion recovery. As an example, our model simulations generated a highly detailed description of the time-dependent spectrum-like macrophage phenotypes in HLI, and through model sensitivity analysis we identified key cellular processes with potential therapeutic significance in the pathophysiology of PAD. Furthermore, we computationally evaluated the in vivo effects of different targeted interventions on post-HLI tissue perfusion recovery in a model-based, data-driven, virtual mouse population and experimentally confirmed the therapeutic effect of a novel model-predicted intervention in real HLI mice. This novel multiscale model opens up a new avenue to use integrative systems biology modeling to facilitate translational research in PAD.
KW - hindlimb ischemia
KW - macrophage polarization
KW - mathematical modeling
KW - necrosis/necroptosis
KW - perfusion recovery
KW - peripheral arterial disease
KW - systems biology
KW - virtual mouse population
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U2 - 10.1016/j.jacbts.2021.10.014
DO - 10.1016/j.jacbts.2021.10.014
M3 - Article
AN - SCOPUS:85122638790
SN - 2452-302X
VL - 7
SP - 28
EP - 50
JO - JACC: Basic to Translational Science
JF - JACC: Basic to Translational Science
IS - 1
ER -