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<?covid-19-tdm?>
<article article-type="research-article" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">J. Pharm. Pharm. Sci</journal-id>
<journal-title>Journal of Pharmacy &#x26; Pharmaceutical Sciences</journal-title>
<abbrev-journal-title abbrev-type="pubmed">J. Pharm. Pharm. Sci</abbrev-journal-title>
<issn pub-type="epub">1482-1826</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">11208</article-id>
<article-id pub-id-type="doi">10.3389/jpps.2023.11208</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Science archive</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Remdesivir-induced conduction abnormalities: A molecular model-based explanation</article-title>
<alt-title alt-title-type="left-running-head">Kingsley et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/jpps.2023.11208">10.3389/jpps.2023.11208</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Kingsley</surname>
<given-names>Ryan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2175376/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Rohlman</surname>
<given-names>Christopher</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Otto</surname>
<given-names>Ashley</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chaudhary</surname>
<given-names>Rahul</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Phelan</surname>
<given-names>David</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kirchoff</surname>
<given-names>Robert</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Division of Hospital Medicine</institution>, <institution>Mayo Clinic</institution>, <addr-line>Rochester</addr-line>, <addr-line>MN</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Chemistry and Biochemistry</institution>, <institution>Albion College</institution>, <addr-line>MI</addr-line>, <country>United States</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Pharmacy</institution>, <institution>Mayo Clinic</institution>, <addr-line>Rochester</addr-line>, <addr-line>MN</addr-line>, <country>United States</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Cardiology</institution>, <institution>UPMC Heart and Vascular Institute</institution>, <addr-line>Pittsburgh</addr-line>, <addr-line>PA</addr-line>, <country>United States</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Division of Infectious Disease</institution>, <institution>Mayo Clinic</institution>, <addr-line>Rochester</addr-line>, <addr-line>MN</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1994743/overview">Fakhreddin Jamali</ext-link>, University of Alberta, Canada</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Ryan Kingsley, <email>kingsley.ryan@mayo.edu</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>02</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>26</volume>
<elocation-id>11208</elocation-id>
<history>
<date date-type="received">
<day>19</day>
<month>01</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Kingsley, Rohlman, Otto, Chaudhary, Phelan and Kirchoff.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Kingsley, Rohlman, Otto, Chaudhary, Phelan and Kirchoff</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) and the copyright owner(s) 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>
<abstract>
<p>
<bold>Purpose:</bold> Remdesivir use in COVID-19 is associated with cardiac conduction abnormalities from unclear mechanisms. A proposed mechanism is the bioaccumulation of the intermediate metabolite GS-441524 resulting in exogenous activation of cardiac adenosine A1 due to the structural similarity between adenosine and GS-441524. The prolonged half-life of GS-441524 can result in sustained activation of adenosine A1 receptors. In this study, we used molecular modeling of adenosine, GS-441524 and the adenosine A1 receptor to assess the potential mechanistic association of the proposed mechanism.</p>
<p>
<bold>Methods:</bold> Adenosine and GS-441524 structures were acquired from the PubChem database. Ligand docking was carried out using UCSF Chimera. Models were chosen based on greatest binding affinity and minimum root mean square deviation. Figures of resulting structural models were prepared using UCSF Chimera or PyMOL 2.3.5.</p>
<p>
<bold>Results:</bold> By modeling the interaction between the A1 G protein complex and both adenosine and GS-441524, we found that the proposed mechanism of exogenous A1 receptor activation is feasible based on docking compatibility.</p>
<p>
<bold>Conclusion:</bold> The proposed mechanism of exogenous cardiac A1 receptor activation from bioaccumulation of GS-441524 as a cause of observed cardiac conduction abnormalities with the use of remdesivir in COVID-19 is viable. Further studies are needed to assess causality.</p>
</abstract>
<kwd-group>
<kwd>remdesivir</kwd>
<kwd>conduction abnormalities</kwd>
<kwd>COVID-19</kwd>
<kwd>adenosine</kwd>
<kwd>GS-441524</kwd>
<kwd>cardiac conduction abnormalities</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Background</title>
<p>Remdesivir is a nucleoside analog which continues to hold key importance in the management of COVID-19 infection among hospitalized patients (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Recent literature has reported cardiac conduction abnormalities including PR interval prolongation, QTc prolongation, and profound sinus bradycardia attributed to remdesivir administration (<xref ref-type="bibr" rid="B3">3</xref>&#x2013;<xref ref-type="bibr" rid="B7">7</xref>). These effects have been postulated to be a result of exogenous activation of G-protein coupled adenosine A1 receptors by the intermediate metabolite GS-441524(4) due to its prolonged half-life and structural similarity to adenosine as seen in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Chemical structures of adenosine and GS-441524 ligands. Molecular models and graphics were created as described in the Methods.</p>
</caption>
<graphic xlink:href="jpps-26-11208-g001.tif"/>
</fig>
<p>This paper reviews the relevant pharmacologic characteristics of remdesivir, GS-441524, and adenosine and demonstrates that the proposed mechanism is feasible based on molecular modeling of GS-441524 with the cardiac adenosine receptor.</p>
<sec id="s1-1">
<title>Remdesivir pharmacology, pharmacokinetics</title>
<p>Remdesivir, previously known as GS-5734, is a phosphoramidate prodrug of GS-441524, a 1&#x2032;-cyano-substituted adenine nucleoside analogue. As a phosphoramidate prodrug, intravenous remdesivir is rapidly hydrolyzed in the serum by extracellular kinases to a nucleoside monophosphate (GS-441524), which then undergoes intracellular conversion to the antiviral, pharmacologically active nucleoside triphosphate metabolite (GS-443902). Remdesivir and GS-441524 are bioisosteres of monophosphates, meaning that they can more quickly be activated and undergo intracellular conversion to the active metabolite. By competing with endogenous nucleosides, GS-443902 can incorporate into viral RNA <italic>via</italic> inhibition of RNA-dependent RNA polymerase (<xref ref-type="bibr" rid="B8">8</xref>&#x2013;<xref ref-type="bibr" rid="B12">12</xref>).</p>
<p>All remdesivir metabolites confer greater selectivity to RNA-dependent RNA polymerase in comparison to human polymerases (<xref ref-type="bibr" rid="B8">8</xref>). The presence of exoribonuclease (ExoN) within virus cells acts to correct RNA chain errors to assist in preventing antiviral activity (<xref ref-type="bibr" rid="B13">13</xref>). The activity of remdesivir is only minimally affected by ExoNs, as it can more effectively incorporate into viral RNA than other nucleotide analogs (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>). This effective incorporation into RNA allows for improved antiviral activity against single-stranded RNA viruses, including Middle East respiratory syndrome coronavirus (MERS-CoV), severe acute respiratory distress syndrome coronavirus (SARS-CoV) and SARS-CoV-2 (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B11">11</xref>).</p>
<p>Upon intravenous administration, remdesivir concentrations decline quickly (half-life &#x223c;1&#xa0;h) as extracellular kinases work to actively metabolize it to GS-441524 (half-life &#x223c;27&#xa0;h (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B16">16</xref>). Remdesivir is highly protein bound (80%&#x2013;90%), though GS-441524 is not (&#x3c;5%) (<xref ref-type="bibr" rid="B16">16</xref>). It acts as a substrate to several cytochrome (CYP) P450 enzymes <italic>in vitro</italic>, including CYP2C8, CYP2D6, and CYP3A4. However, the specifics of these pathways are yet to be quantified but are thought to be minor given the rapid metabolism of the prodrug. GS-441524 is not a substrate of major CYP enzymes, suggesting that GS-441524 does not undergo extensive hepatic metabolism (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B17">17</xref>). Remdesivir byproducts are predominantly excreted <italic>via</italic> urine, primarily as GS-441524 (49%), followed by remdesivir (10%) and GS-704277 (2.9%). Excretion <italic>via</italic> feces is negligible (<xref ref-type="bibr" rid="B16">16</xref>).</p>
</sec>
<sec id="s1-2">
<title>Pharmacologic activity of adenosine on A1 receptors</title>
<p>Adenosine is an endogenous purine nucleoside. It is composed of an adenine molecule with a ribose sugar moiety and is an essential component of adenosine triphosphate (ATP) and cyclic adenosine monophosphate (cAMP) (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>). Adenosine activity in the body is widespread, including activity to reduce blood pressure and heart rate, regulation of the sympathetic nervous system, and induction of vasodilation (<xref ref-type="bibr" rid="B18">18</xref>).</p>
<p>Adenosine binds to four receptor subtypes that are found on the surfaces of most cells within the body: A1, A2A, A2B, and A3. A1 receptor activation leads to negative chronotropic and dromotropic effect, A2 receptor activation leads to inotropic effects and vasodilation, and A3 receptors are minimally expressed in the myocardium. The adenosine A1 receptors are G<sub>i</sub> protein-coupled receptors on cell surfaces with inhibitory functions when activated, leading to negative chronotropic and dromotropic effects (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B21">21</xref>). A1 receptors are expressed in the brain, spinal cord, kidney, spleen, and heart and have a strong affinity for adenosine (<xref ref-type="bibr" rid="B20">20</xref>).</p>
<p>In the heart, adenosine binds to A1 receptors primarily expressed in the atria, leading to decreased cAMP production, inhibition of protein kinase A and voltage-gated calcium channels, and subsequent opening of ATP-sensitive potassium gated channels. The inhibition of this calcium influx and increased potassium current mediates the inhibition of atrioventricular (AV) node conduction, causing a shortened action potential duration with refractoriness (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B21">21</xref>).</p>
</sec>
</sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<sec id="s2-1">
<title>Ligand binding docking and structural modeling</title>
<p>The human adenosine A1 receptor-Gi2-protein complex (PDB ID: 6D9H) (<xref ref-type="bibr" rid="B22">22</xref>) was used as the target receptor. The 3D structural coordinates for both adenosine (compound CID 60961) and GS-441524,(2R,3R,4S, 5R)-2-(4-aminopyrrolo[2,1-f][1,2,4]triazin-7-yl)-3,4-dihydroxy-5-(hydroxymethyl)oxolane-2-carbonitrile (Compound CID 44468216) structures were acquired from the PubChem database at the NIH NCBI (<xref ref-type="bibr" rid="B23">23</xref>). GS-441524 was the only metabolite tested due to the lack of structural plausibility for the other metabolites. Prior to modeling, both ligand structures were minimized using WebMO (<xref ref-type="bibr" rid="B24">24</xref>). Ligand docking was carried out using UCSF Chimera (<xref ref-type="bibr" rid="B25">25</xref>) and AutoDock Vina (<xref ref-type="bibr" rid="B26">26</xref>). The AutoDock Vina search volume was centered on the A1 adenosine binding site, as described previously (<xref ref-type="bibr" rid="B22">22</xref>). The search volume dimensions were set to encompass both the putative binding site and the adjacent trans-membrane helical protein regions. Maximum binding modes was set at ten, with a maximum energy difference of 2&#xa0;kcal/mol. Models were chosen on the basis of greatest binding affinity and minimum root mean square deviation. Figures of resulting structural models were prepared using UCSF Chimera or PyMOL 2.3.5. Datasets are available upon request: The raw data supporting the conclusion of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s2-2">
<title>Ligand binding docking and structural modeling&#x2014;Results</title>
<p>Our team simulated the interaction between both adenosine and GS-441524 with the A1 receptor. <xref ref-type="fig" rid="F2">Figure 2</xref> shows the adenosine molecule (purple) binding within the G protein complex.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Adenosine receptor - G protein complex (PDB ID: 6D9H) with adenosine ligand.</p>
</caption>
<graphic xlink:href="jpps-26-11208-g002.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F3">Figure 3</xref> demonstrates GS-441524 (green) in its pre-docking state with the A1 G protein complex. The adenosine docking site is highlighted in this figure by a green square.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Adenosine receptor - G protein complex (PDB ID: 6D9H) with GS-441524 ligand/Pre-docking.</p>
</caption>
<graphic xlink:href="jpps-26-11208-g003.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F4">Figures 4</xref>, <xref ref-type="fig" rid="F5">5</xref> demonstrate GS-441524 (green) in its docking state within the A1 G protein complex.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Adenosine receptor - G protein complex with GS-441524 ligand/Post-docking &#x2013; Axial view.</p>
</caption>
<graphic xlink:href="jpps-26-11208-g004.tif"/>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Adenosine receptor - G protein complex with GS-441524 ligand post-docking.</p>
</caption>
<graphic xlink:href="jpps-26-11208-g005.tif"/>
</fig>
<p>By modeling the interaction between the A1 G protein complex and both adenosine and GS-441524, we found that the proposed mechanism of exogenous A1 receptor activation is feasible based on docking compatibility.</p>
</sec>
</sec>
<sec sec-type="discussion" id="s3">
<title>Discussion</title>
<p>Molecular modeling described above demonstrates a high level of binding affinity for GS-441524 as an exogenous ligand of the adenosine A1 receptor. Bioaccumulation of GS-441524 is postulated to result in transient, exogenous activation of cardiac adenosine A1 receptors. Stimulation of these receptors is known to have a myocardial depressant effect by slowing conduction and suppressing cardiac pacemaker function (<xref ref-type="bibr" rid="B21">21</xref>). This hypothesis is supported by clinical evidence of negative chronotropy, AV conduction delay, ventricular depolarization delay. In our study, we provide supporting evidence for bioaccumulation of GS-441524 as an important factor in the observed incidence of cardiac conduction abnormalities and proarrhythmic effects in patients treated with remdesivir for COVID-19.</p>
<p>There are several potentially important contributors to cardiac conduction delay in these cases and is likely multi factorial. Conduction abnormalities appear to be more common in those with baseline cardiac conduction system disease (e.g., left bundle branch block, right bundle branch block, etc.) (<xref ref-type="bibr" rid="B27">27</xref>). Additionally, both hypoxia and inflammation have been shown to induce increased adenosine metabolism and signaling (<xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B29">29</xref>). We hypothesize that the well-characterized cytokine-mediated inflammatory state and the hypoxia induced by COVID-19 increases the endogenous adenosine, which in combination with exogenous GS-441524 bioaccumulation results in transient conduction delay. Our modelling approach provides novel insights into the effects of remdesivir and increases the likelihood of a potential mechanistic explanation of cardiac conduction abnormalities observed with COVID-19 and remdesivir use. Further studies are needed to confirm our findings.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s4">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s5">
<title>Author contributions</title>
<p>RyK and RoK developed the study design, formed the team and led manuscript development; AO primarily contributed the remdesivir pharmacology and pharmacokinetics section; CR conducted the molecular modeling and described his methods; RC and DP contributed primarily to the pharmacologic activity of remdesivir on A1 receptors and the discussion. All authors reviewed the final manuscript</p>
</sec>
<sec sec-type="COI-statement" id="s6">
<title>Conflict of interest</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>
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