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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Bioeng. Biotechnol.</journal-id>
<journal-title>Frontiers in Bioengineering and Biotechnology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Bioeng. Biotechnol.</abbrev-journal-title>
<issn pub-type="epub">2296-4185</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fbioe.2017.00059</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Bioengineering and Biotechnology</subject>
<subj-group>
<subject>General Commentary</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Commentary: Atrial Fibrillation Dynamics and Ionic Block Effects in Six Heterogeneous Human 3D Virtual Atria with Distinct Repolarization Dynamics</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Campana</surname> <given-names>Chiara</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://frontiersin.org/people/u/458062"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Akar</surname> <given-names>Fadi G.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x0002A;</xref>
<uri xlink:href="http://frontiersin.org/people/u/17127"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Icahn School of Medicine at Mount Sinai, The Cardiovascular Institute</institution>, <addr-line>New York, NY</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Joseph L. Greenstein, Johns Hopkins University, United States</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Alexander Panfilov, Ghent University, Belgium; Jason D. Bayer, Universit&#x000E9; de Bordeaux, France; Yael Yaniv, Technion &#x02013; Israel Institute of Technology, Israel</p></fn>
<corresp content-type="corresp" id="cor1">&#x0002A;Correspondence: Fadi G. Akar, <email>fadi.akar&#x00040;mssm.edu</email></corresp>
<fn fn-type="other" id="fn001"><p>Specialty section: This article was submitted to Computational Physiology and Medicine, a section of the journal Frontiers in Bioengineering and Biotechnology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>06</day>
<month>10</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="collection">
<year>2017</year>
</pub-date>
<volume>5</volume>
<elocation-id>59</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>06</month>
<year>2017</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>09</month>
<year>2017</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2017 Campana and Akar.</copyright-statement>
<copyright-year>2017</copyright-year>
<copyright-holder>Campana and Akar</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<related-article id="RA1" related-article-type="commentary-article" journal-id="Front. Bioeng. Biotechnol." journal-id-type="nlm-ta" vol="5" page="29" xlink:href="28534025" ext-link-type="pubmed">A commentary on <article-title>Atrial Fibrillation Dynamics and Ionic Block Effects in Six Heterogeneous Human 3D Virtual Atria with Distinct Repolarization Dynamics</article-title> by Sanchez, C., Bueno-Orovio, A., Pueyo, E., and Rodriguez, B. (2017). Front. Bioeng. Biotechnol. 5:29. doi: <object-id>10.3389/fbioe.2017.00029</object-id></related-article>
<kwd-group>
<kwd>atrial fibrillation</kwd>
<kwd>pharmacology</kwd>
<kwd>rhythm control</kwd>
<kwd>potassium channels</kwd>
<kwd>repolarization</kwd>
</kwd-group>
<counts>
<fig-count count="0"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="31"/>
<page-count count="3"/>
<word-count count="2209"/>
</counts>
</article-meta>
</front>
<body>
<p>Atrial fibrillation (AF) is maintained by reentrant excitation forming stable or meandering rotors, leading circle reentry, or multiple circulating wavelets (Allessie et al., <xref ref-type="bibr" rid="B1">2001</xref>; Nattel et al., <xref ref-type="bibr" rid="B20">2017</xref>). While pulmonary vein triggers are critical initiators of AF (Haissaguerre et al., <xref ref-type="bibr" rid="B11">1998</xref>; Pison et al., <xref ref-type="bibr" rid="B23">2016</xref>), an appropriate substrate that is generated through progressive electrical and structural remodeling is required for its long-term perpetuation. Electrical remodeling comprises effective refractory period shortening, conduction slowing, wavelength reduction, and calcium-dependent triggers (Nattel, <xref ref-type="bibr" rid="B18">2003</xref>; Heijman et al., <xref ref-type="bibr" rid="B12">2014</xref>; Nattel et al., <xref ref-type="bibr" rid="B19">2014</xref>). On the other hand, structural remodeling is hallmarked by atrial stretch and enlargement as well as interstitial fibrosis, which disrupts cell-to-cell coupling, hinders action potential propagation, and promotes reentrant excitation. Although electrical and structural remodeling is considered to be separate entities, they are highly interactive processes that influence one another during the progression of the disease. For one, fibroblast proliferation and differentiation into myofibroblasts modulates myocyte electrical function through direct coupling and paracrine signaling. Hence, a major challenge to understanding AF mechanisms is the identification of the specific contributions of electrical versus structural remodeling to fibrillatory dynamics in the disease states that promote persistent AF. Since experimentally one cannot readily separate these two processes, a rigorous computational approach is needed to isolate their individual contributions to the formation of the substrate that facilitates the maintenance of reentrant AF circuits. Multi-scale computational modeling has increasingly gained prominence in its ability to fill critical gaps that are not addressable experimentally (Cherry and Evans, <xref ref-type="bibr" rid="B5">2008</xref>; Aslanidi et al., <xref ref-type="bibr" rid="B2">2011</xref>; Dossel et al., <xref ref-type="bibr" rid="B7">2012</xref>; Krummen et al., <xref ref-type="bibr" rid="B13">2012</xref>; Colman et al., <xref ref-type="bibr" rid="B6">2013</xref>; Labarthe et al., <xref ref-type="bibr" rid="B14">2014</xref>; McDowell et al., <xref ref-type="bibr" rid="B16">2015</xref>; Bayer et al., <xref ref-type="bibr" rid="B3">2016</xref>; Boyle et al., <xref ref-type="bibr" rid="B4">2016</xref>; Grandi and Maleckar, <xref ref-type="bibr" rid="B10">2016</xref>; Lombardo et al., <xref ref-type="bibr" rid="B15">2016</xref>; Zahid et al., <xref ref-type="bibr" rid="B33">2016</xref>; Richter et al., <xref ref-type="bibr" rid="B25">2017</xref>; Roney et al., <xref ref-type="bibr" rid="B26">2017</xref>).</p>
<p>In this issue of <italic>Front Bioeng Biotechnol</italic>, Sanchez et al. (<xref ref-type="bibr" rid="B28">2017</xref>) leveraged a previously validated (Seemann et al., <xref ref-type="bibr" rid="B29">2006</xref>) virtual human whole-atria model to determine how variations in the action potential morphology and repolarization gradients affect AF dynamics. Specifically, the authors constructed six electrophysiologically distinct human whole-atria models with uniform anatomical structure and fiber orientation. Electrophysiological variability in early and late repolarization was studied by incorporating cells with different action potential durations (APD) at 20, 50, and 90% of repolarization. Using an <italic>in silico</italic> approach that is based on experimentally calibrated human atrial action potential models, the authors confirmed key properties of AF circuits including their higher dominant frequencies in the left compared to right atria. They further provided quantitative insights to explain the predominant organization of fibrillatory activity in the regions of the pulmonary veins and right atrial appendage (Pandit and Jalife, <xref ref-type="bibr" rid="B22">2013</xref>).</p>
<p>As expected, prolonged APD in their model impacted the organization of fibrillation patterns. Surprisingly, however, the authors identified a role for early (not just terminal) repolarization in antiarrhythmic drug therapy. AF circuits were found to be less stable and more likely to self-terminate when APD<sub>20</sub> and APD<sub>50</sub> were prolonged. To probe the relationship between repolarization gradients and AF dynamics, authors examined the effects of partial I<sub>K1</sub>, I<sub>NaK</sub>, and I<sub>Na</sub> block on reentry organization in their virtual human atria.</p>
<p>This line of inquiry has clear implications for ion channel pharmacotherapy, an area of major challenge considering the suboptimal efficacy of many ion channel drugs against AF as well as their risk of inducing ventricular pro-arrhythmia. The focus on the aforementioned targets in an atria-only model is interesting from a theoretical perspective but less so from a pragmatic one. For example, <italic>I</italic><sub>Na</sub> blockade using Class I drugs has been extensively tested in clinical, experimental, and <italic>in silico</italic> studies. While these drugs are effective in treating paroxysmal AF, their efficacy may be related to suppression of triggered activity <italic>via</italic> non-canonical effects on RYR2 rather than <italic>I</italic><sub>Na</sub> (Salvage et al., <xref ref-type="bibr" rid="B27">2017</xref>). More importantly, the use of flecainide in the context of persistent AF is problematic since these arrhythmias typically arise in the context of heart failure in which flecainide increases mortality (Echt et al., <xref ref-type="bibr" rid="B8">1991</xref>). On the other hand, <italic>I</italic><sub>NaK</sub> blockade impacts nodal cell firing <italic>via</italic> regulation of the so-called calcium clock (Sirenko et al., <xref ref-type="bibr" rid="B30">2016</xref>). As such, this approach, which mimics digitalis treatment has merit as a rate (not rhythm) control strategy. Therefore, an atria-only model is less appealing for testing the impact of <italic>I</italic><sub>NaK</sub> blockade than a whole-heart virtual model that incorporates neural feedback and the conduction system, simulates the ventricular response rate to AF, and tests the potential risk of proarrhythmia by digitalis toxicity. Finally, the importance of <italic>I</italic><sub>K1</sub> in fibrillatory dynamics is well-established. Noujaim and colleagues (Noujaim et al., <xref ref-type="bibr" rid="B21">2011</xref>) demonstrated potent effects of the antimalarial drug Chloroquine in AF suppression <italic>via</italic> its inhibitory effects on <italic>I</italic><sub>K1</sub>. However, this strategy must be approached with caution since <italic>I</italic><sub>K1</sub> density is greater in ventricular compared to atrial myocardium. A notable concern is the potential for unmasking ventricular ectopy (Miake et al., <xref ref-type="bibr" rid="B17">2002</xref>) or eliciting a drug-induced form of the Andersen&#x02013;Tawil syndrome (Radwanski and Poelzing, <xref ref-type="bibr" rid="B24">2011</xref>).</p>
<p>Nonetheless, the present work by Sanchez et al. (<xref ref-type="bibr" rid="B28">2017</xref>) establishes a robust computational platform that should be leveraged in future studies to reveal the efficacy of promising atrial-selective channel ligands by quantifying their ability to destabilize AF circuits. For the most promising candidates, simulations should be extended to more computationally intensive, anatomically correct whole heart models that incorporate patient-specific atrial anatomy, fibrosis, and ventricular remodeling that mimic the conditions that give rise to sustained AF (Trayanova, <xref ref-type="bibr" rid="B31">2011</xref>). This secondary, lower throughput strategy would allow the identification of potential pro-arrhythmic activity, which is not possible in an atria-only model. The challenge is to ensure that <italic>in silico</italic> studies are always constrained by strong experimental and clinical measurements to guarantee their relevance for human AF.</p>
<sec id="S1" sec-type="author-contributor">
<title>Author Contributions</title>
<p>FA and CC drafted, revised, and approved the manuscript.</p>
</sec>
<sec id="S2">
<title>Conflict of Interest Statement</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
</body>
<back>
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