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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2022.1063407</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Targeting malaria parasites with novel derivatives of azithromycin</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Burns</surname>
<given-names>Amy L.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sleebs</surname>
<given-names>Brad E.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/252161"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gancheva</surname>
<given-names>Maria</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/607705"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>McLean</surname>
<given-names>Kimberley T.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1658578"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Siddiqui</surname>
<given-names>Ghizal</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1626011"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Venter</surname>
<given-names>Henrietta</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/173151"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Beeson</surname>
<given-names>James G.</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/557063"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>O&#x2019;Handley</surname>
<given-names>Ryan</given-names>
</name>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
<xref ref-type="aff" rid="aff12">
<sup>12</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1100445"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Creek</surname>
<given-names>Darren J.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/638483"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ma</surname>
<given-names>Shutao</given-names>
</name>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/231529"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Fr&#xf6;lich</surname>
<given-names>Sonja</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/584429"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Goodman</surname>
<given-names>Christopher D.</given-names>
</name>
<xref ref-type="aff" rid="aff14">
<sup>14</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1206327"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>McFadden</surname>
<given-names>Geoffrey I.</given-names>
</name>
<xref ref-type="aff" rid="aff14">
<sup>14</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1664625"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wilson</surname>
<given-names>Danny W.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<xref ref-type="aff" rid="aff12">
<sup>12</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/632554"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Research Centre for Infectious Diseases, School of Biological Sciences, the University of Adelaide</institution>, <addr-line>Adelaide, SA</addr-line>, <country>Australia</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Science and Technology, the University of New England</institution>, <addr-line>Armidale, NSW</addr-line>, <country>Australia</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>ACRF Chemical Biology Division, Walter and Eliza Hall Institute of Medical Research</institution>, <addr-line>Parkville, VIC</addr-line>, <country>Australia</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Medical Biology, University of Melbourne</institution>, <addr-line>Parkville, VIC</addr-line>, <country>Australia</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Drug Delivery Disposition and Dynamics, Monash University</institution>, <addr-line>Parkville, VIC</addr-line>, <country>Australia</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Health and Biomedical Innovation, Clinical and Health Sciences, University of South Australia</institution>, <addr-line>Adelaide, SA</addr-line>, <country>Australia</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Healthy Mothers, Healthy Babies Program, Burnet Institute</institution>, <addr-line>Melbourne, VIC</addr-line>, <country>Australia</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>Department of Medicine, University of Melbourne</institution>, <addr-line>Parkville, VIC</addr-line>, <country>Australia</country>
</aff>
<aff id="aff9">
<sup>9</sup>
<institution>Central Clinical School, Monash University</institution>, <addr-line>Melbourne, Vic</addr-line>, <country>Australia</country>
</aff>
<aff id="aff10">
<sup>10</sup>
<institution>Department of Microbiology, Monash University</institution>, <addr-line>Melbourne, Vic</addr-line>, <country>Australia</country>
</aff>
<aff id="aff11">
<sup>11</sup>
<institution>School of Animal and Veterinary Science, University of Adelaide</institution>, <addr-line>Adelaide, SA</addr-line>, <country>Australia</country>
</aff>
<aff id="aff12">
<sup>12</sup>
<institution>Australian Centre for Antimicrobial Resistance Ecology, The University of Adelaide</institution>, <addr-line>Adelaide, SA</addr-line>, <country>Australia</country>
</aff>
<aff id="aff13">
<sup>13</sup>
<institution>Department of Medicinal Chemistry, Key Laboratory of Chemical Biology, Ministry of Education, School of Pharmaceutical Sciences, Shandong University</institution>, <addr-line>Jinan</addr-line>, <country>China</country>
</aff>
<aff id="aff14">
<sup>14</sup>
<institution>School of BioSciences, University of Melbourne</institution>, <addr-line>Parkville, VIC</addr-line>, <country>Australia</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Moritz Treeck, Francis Crick Institute, United Kingdom</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Sandra Duffy, Griffith University, Australia; Anna Caroline Aguiar, Federal University of S&#xe3;o Paulo, Brazil</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Danny W. Wilson, <email xlink:href="mailto:danny.wilson@adelaide.edu.au">danny.wilson@adelaide.edu.au</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Parasite and Host, a section of the journal Frontiers in Cellular and Infection Microbiology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>11</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>12</volume>
<elocation-id>1063407</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>10</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>11</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Burns, Sleebs, Gancheva, McLean, Siddiqui, Venter, Beeson, O&#x2019;Handley, Creek, Ma, Fr&#xf6;lich, Goodman, McFadden and Wilson</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Burns, Sleebs, Gancheva, McLean, Siddiqui, Venter, Beeson, O&#x2019;Handley, Creek, Ma, Fr&#xf6;lich, Goodman, McFadden and Wilson</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>
<sec>
<title>Introduction</title>
<p>The spread of artemisinin resistant <italic>Plasmodium falciparum</italic> parasites is of global concern and highlights the need to identify new antimalarials for future treatments. Azithromycin, a macrolide antibiotic used clinically against malaria, kills parasites <italic>via</italic> two mechanisms: &#x2018;delayed death&#x2019; by inhibiting the bacterium-like ribosomes of the apicoplast, and &#x2018;quick-killing&#x2019; that kills rapidly across the entire blood stage development.</p>
</sec>
<sec>
<title>Methods</title>
<p>Here, 22 azithromycin analogues were explored for delayed death and quick-killing activities against <italic>P. falciparum</italic> (the most virulent human malaria) and <italic>P. knowlesi</italic> (a monkey parasite that frequently infects humans).</p>
</sec>
<sec>
<title>Results</title>
<p>Seventeen analogues showed improved quick-killing against both <italic>Plasmodium</italic> species, with up to 38 to 20-fold higher potency over azithromycin after less than 48 or 28 hours of treatment for <italic>P. falciparum</italic> and <italic>P. knowlesi</italic>, respectively. Quick-killing analogues maintained activity throughout the blood stage lifecycle, including ring stages of <italic>P. falciparum</italic> parasites (&lt;12 hrs treatment) and were &gt;5-fold more selective against <italic>P. falciparum</italic> than human cells. Isopentenyl pyrophosphate supplemented parasites that lacked an apicoplast were equally sensitive to quick-killing analogues, confirming that the quick killing activity of these drugs was not directed at the apicoplast. Further, activity against the related apicoplast containing parasite <italic>Toxoplasma gondii</italic> and the gram-positive bacterium <italic>Streptococcus pneumoniae</italic> did not show improvement over azithromycin, highlighting the specific improvement in antimalarial quick-killing activity. Metabolomic profiling of parasites subjected to the most potent compound showed a build-up of non-haemoglobin derived peptides that was similar to chloroquine, while also exhibiting accumulation of haemoglobin-derived peptides that was absent for chloroquine treatment.</p>
</sec>
<sec>
<title>Discussion</title>
<p>The azithromycin analogues characterised in this study expand the structural diversity over previously reported quick-killing compounds and provide new starting points to develop azithromycin analogues with quick-killing antimalarial activity.</p>
</sec>
</abstract>
<kwd-group>
<kwd>malaria</kwd>
<kwd>antimalarial</kwd>
<kwd>azithromycin</kwd>
<kwd>quick-killing</kwd>
<kwd>
<italic>Plasmodium</italic>
</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Health and Medical Research Council<named-content content-type="fundref-id">10.13039/501100000925</named-content>
</contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="73"/>
<page-count count="16"/>
<word-count count="8829"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Malaria is a mosquito-borne parasitic infection that caused ~240 million clinical cases and &gt;600,000 deaths in 2020 (<xref ref-type="bibr" rid="B64">WHO, 2021</xref>). The majority of deaths occurred in children under 5 years of age in sub-Saharan Africa and were the result of <italic>Plasmodium falciparum</italic> infection, the most virulent human malaria parasite (<xref ref-type="bibr" rid="B64">WHO, 2021</xref>). A further five malaria species (<xref ref-type="bibr" rid="B50">Singh et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B64">WHO, 2021</xref>) that regularly infect humans are also major contributors to the global burden of malaria, thus future control strategies need to be effective against these species.</p>
<p>Over the last two decades, global distribution of insecticide treated bed nets (ITNs) and artemisinin-based combinational therapies (ACTs) have contributed to a &gt;50% decrease in global malaria mortality (<xref ref-type="bibr" rid="B64">WHO, 2021</xref>). However, <italic>P. falciparum</italic> parasites resistant to frontline artemisinin combination therapy have emerged in Southeast-Asia and other endemic regions, including Africa, Eastern-India, South America and Papua New Guinea, increasing the chance that rates of malaria morbidity and mortality will rise (<xref ref-type="bibr" rid="B3">Ashley et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B36">Miotto et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B4">Balikagala et&#xa0;al., 2021</xref>). The spread of resistance to our most effective class of antimalarials highlights the need to identify new chemotypes with novel mechanisms of action for use in future combination therapies (<xref ref-type="bibr" rid="B9">Burrows et&#xa0;al., 2017</xref>).</p>
<p>The clinically used macrolide antibiotic, azithromycin, has been investigated for use as a malaria prophylactic (<xref ref-type="bibr" rid="B2">Andersen et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B57">Taylor et&#xa0;al., 1999</xref>) and as a potential partner drug in ACTs and intermittent preventative treatment regimens (<xref ref-type="bibr" rid="B25">Krudsood et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B55">Sykes et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B30">Luntamo et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B61">Unger et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B10">Chandramohan et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B41">Phiri et&#xa0;al., 2021</xref>). Azithromycin inhibits protein translation in the parasite apicoplast, a relic plastid organelle (<xref ref-type="bibr" rid="B34">McFadden et&#xa0;al., 1996</xref>), <italic>via</italic> binding to the peptide exit tunnel of the 50S subunit of the bacterium-like ribosome and blocking the release of peptide chains (<xref ref-type="bibr" rid="B46">Schlunzen et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B45">Schlunzen et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B49">Sidhu et&#xa0;al., 2007</xref>). The apicoplast has two indispensable roles in blood stage parasite growth: synthesis of isoprenoid precursors essential for protein prenylation, N-glycosylation, production of GPI anchors and ubiquinone biosynthesis (<xref ref-type="bibr" rid="B72">Yeh and DeRisi, 2011</xref>; <xref ref-type="bibr" rid="B24">Kennedy et&#xa0;al., 2019</xref>); and the phosphorylation of acetyl CoA (<xref ref-type="bibr" rid="B54">Swift et&#xa0;al., 2021</xref>). <italic>In vitro</italic> treatment of malaria parasites with nanomolar concentrations of azithromycin will show no growth defect within the first cycle of growth (~two days post treatment), however, progeny of treated parasites inherit a defective apicoplast and exhibit &#x2018;delayed death&#x2019;, lethally arresting parasite development during the second replication cycle (~four days post treatment) (<xref ref-type="bibr" rid="B15">Dahl and Rosenthal, 2007</xref>; <xref ref-type="bibr" rid="B19">Goodman et&#xa0;al., 2007</xref>). Disruption of isoprenoid biosynthesis by apicoplast ribosome targeting antibiotics results in the loss of isoprenoid-mediated protein prenylation that is required for vesicular trafficking and food vacuole formation, thereby preventing digestion of RBC haemoglobin - the major food source of the parasite (<xref ref-type="bibr" rid="B72">Yeh and DeRisi, 2011</xref>; <xref ref-type="bibr" rid="B24">Kennedy et&#xa0;al., 2019</xref>).</p>
<p>The long half-life of azithromcyin (&gt;50 hrs) (<xref ref-type="bibr" rid="B29">Lode et&#xa0;al., 1996</xref>), its safety profile for pregnant woman and children (<xref ref-type="bibr" rid="B22">Hopkins, 1991</xref>), and its <italic>in vitro</italic> potency against <italic>P. falciparum</italic> have led to its promotion as an antimalarial (<xref ref-type="bibr" rid="B2">Andersen et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B57">Taylor et&#xa0;al., 1999</xref>; <xref ref-type="bibr" rid="B25">Krudsood et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B55">Sykes et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B43">Rosenthal, 2016</xref>), but the delayed death phenomenon make it unsuitable as a primary antimalarial because clearance of parasites is too slow (<xref ref-type="bibr" rid="B62">van Eijk and Terlouw, 2011</xref>). Other favourable traits of azithromycin include: i) improved clinical outcomes for intermittent preventative treatment for malaria in pregnancy and seasonal malaria chemoprevention in combination with drugs such as sulfadoxine-pyrimethamine (<xref ref-type="bibr" rid="B30">Luntamo et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B61">Unger et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B10">Chandramohan et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B41">Phiri et&#xa0;al., 2021</xref>), although these improvements can be associated with reduced disease associated with bacterial infections, ii) efficacy as a prophylactic in combination with naphthoquine, a 4-aminoquinoline, in Phase II clinical trials (<xref ref-type="bibr" rid="B70">Yang et&#xa0;al., 2018</xref>), and iii) reduced rates of <italic>P. falciparum</italic> infection and clinical burden as a monotherapy during mass drug administration for trachoma (<xref ref-type="bibr" rid="B44">Schachterle et&#xa0;al., 2014</xref>). Azithromycin has also been shown to inhibit liver stage development in <italic>in vivo</italic> rodent models of malaria and disrupt transmission of gametocytes to mosquitoes <italic>in vitro</italic> (<xref ref-type="bibr" rid="B18">Friesen et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B48">Shimizu et&#xa0;al., 2010</xref>). Thus, azithromycin has several promising antimalarial properties but has the key limiting factor of delayed death. Here, we examine a range of azithromycin analogues in the search for improved quick killing activity whilst retaining the delayed death component in pursuit of a more suitable type of azithromycin-like antimalarial.</p>
<p>We previously investigated a secondary, quick-killing, mechanism of action for azithromycin and select analogues (<xref ref-type="bibr" rid="B20">Goodman et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B67">Wilson et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B8">Burns et&#xa0;al., 2020</xref>). Azithromycin and analogues were demonstrated to rapidly inhibit <italic>P. falciparum</italic> merozoite invasion of RBCs and effectively kill asexual stages throughout one full blood stage lifecycle (rings to schizonts, in cycle, ~48 hrs). Azithromycin was equipotent throughout the entire blood stage lifecycle, and the most potent analogues were active against ring-stage parasites (&lt;6 hrs treatments) at nanomolar potencies (<xref ref-type="bibr" rid="B67">Wilson et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B8">Burns et&#xa0;al., 2020</xref>), a desirable property for an antimalarial targeting asexual stages which most clinically used drugs have failed to achieve. This &#x2018;quick-killing&#x2019; activity was active against parasites selected for resistance to the delayed death activity of azithromycin and against parasites that had their apicoplast chemically removed, confirming the quick killing mechanism to be independent of apicoplast targeted delayed death (<xref ref-type="bibr" rid="B67">Wilson et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B8">Burns et&#xa0;al., 2020</xref>). Given concerns that repurposing an antibiotic into an antimalarial could potentially select for azithromycin resistance in pathogenic bacteria (<xref ref-type="bibr" rid="B27">Lee et&#xa0;al., 2010</xref>) and cause dysbiosis of the human microbiome (<xref ref-type="bibr" rid="B63">Wei et&#xa0;al., 2018</xref>), medicinal chemistry synthesis efforts have been directed in making non-antibiotic azithromycin analogues (<xref ref-type="bibr" rid="B40">Pesic et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B51">Starcevic et&#xa0;al., 2012</xref>). These studies made use of the fact that adding an active functional group to the desosaminyl sugar of azithromycin typically abrogates binding to bacterium-like ribosomes and abolishes antibacterial activity (<xref ref-type="bibr" rid="B40">Pesic et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B51">Starcevic et&#xa0;al., 2012</xref>).</p>
<p>In efforts to overcome rising antibacterial resistance to azithromycin (<xref ref-type="bibr" rid="B53">Sutcliffe et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B56">Tait-Kamradt et&#xa0;al., 1997</xref>; <xref ref-type="bibr" rid="B47">Schroeder and Stephens, 2016</xref>) a number of studies have modified azithromycin in efforts to improve activity against macrolide resistant bacteria and broaden its antibacterial spectrum (<xref ref-type="bibr" rid="B33">Ma et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B32">Ma et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B71">Yan et&#xa0;al., 2017</xref>). Studies by <xref ref-type="bibr" rid="B71">Yan et&#xa0;al. (2017)</xref> explored the effect of substituting functional groups on the 2&#x2019; or 3&#x2019; positions of the desosaminyl sugar, as well as modifying the C11 and C12 sites on descladinosyl azithromycin against both macrolide resistant and sensitive bacteria (<xref ref-type="bibr" rid="B71">Yan et&#xa0;al., 2017</xref>). These analogues showed improved activity against bacteria encoding the macrolide resistance genes: i) erythromycin ribosomal methylase (<italic>erm</italic>) that modifies a specific residue within the bacterial ribosome <italic>via</italic> methylation and interferes with drug binding, and ii) the macrolide efflux (<italic>mef</italic>) gene that transports the drug out from the bacterial cell (<xref ref-type="bibr" rid="B71">Yan et&#xa0;al., 2017</xref>). However, most analogues lost potency against sensitive bacteria and were at best equivalent but not superior to azithromycin (<xref ref-type="bibr" rid="B71">Yan et&#xa0;al., 2017</xref>).</p>
<p>Here, we sought to address whether the azithromycin analogues represented in this panel, with their diversity of functional groups and sites of attachment, exhibited improved quick-killing and/or maintained delayed death against malaria parasites. The majority of analogues featured superior quick-killing potency over azithromycin against two different human malaria parasites and were effective at killing ring stages with &lt;12 hrs treatment. Moreover, these drugs exhibited little in the way of apicoplast-targeting delayed death activity, suggesting that a broad range of structural modifications to azithromycin can be used to specifically improve antimalarial quick-killing activity, but activity targeting the apicoplast ribosome is not so tolerant.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Antimalarial drugs</title>
<p>Azithromycin was purchased from AK-scientific (Union City, CA, USA). Synthesis of analogues is described previously (<xref ref-type="bibr" rid="B71">Yan et&#xa0;al., 2017</xref>) with <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables&#xa0;1&#x2013;4</bold>
</xref> providing further details of chemical structure and the origin of each analogue. Drug stocks of azithromycin (100 mM) (AK Scientific) and all analogues (10 mM) were made in ethanol. Drugs were added such that the vehicle was diluted &gt;1000-fold for intracellular growth assays to minimise non-specific inhibition by the vehicle.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Azithromycin analogue groups and example stage progression of In-cycle and 2-cycle assays used in the study. <bold>(A)</bold> Basic chemical structure of the azithromycin analogue groups characterised for their antimalarial activity in this study. <bold>(B)</bold> In-cycle: early-ring stage parasites (0-4 hrs post-invasion) were drug treated and the resulting parasite growth measured at late schizont stage (44 hrs post-invasion for <italic>P. falciparum</italic> and 26 hrs for <italic>P. knowlesi</italic>). <bold>(C)</bold> early-ring stage parasites (0-4 hrs post-invasion) were drug treated and the resulting parasite growth measured at late schizont stage after 2 rupture cycles (120 hrs post-invasion for <italic>P. falciparum</italic> and 78 hrs for <italic>P. knowlesi</italic>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-12-1063407-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<title>Culture and synchronisation of <italic>Plasmodium</italic> spp. parasites</title>
<p>Green fluorescent protein (GFP) expressing <italic>P. falciparum</italic> (D10-PfPHG) (<xref ref-type="bibr" rid="B66">Wilson et&#xa0;al., 2010</xref>) and <italic>P. knowlesi</italic> (PkYHI) parasites (<xref ref-type="bibr" rid="B28">Lim et&#xa0;al., 2013</xref>) were cultured in human O<sup>+</sup> red blood cells (RBCs) (Australian Red Cross Blood Service) in RPMI-HEPES culture medium (Thermo Fisher Scientific) supplemented with 0.5% v/v Albumax (Gibco), 52 &#x3bc;M gentamycin (Gibco), 367 &#x3bc;M hypoxanthine (Sigma-Aldrich), and 2 mM sodium bicarbonate (Thermo Fisher Scientific), adjusted to a pH of 7.2-7.4. Cultures were grown in sealed containers with 1% O<sub>2</sub>, 5% CO<sub>2</sub> and 94% N<sub>2</sub> (BOC Gases) at 37&#xb0;C (<xref ref-type="bibr" rid="B59">Trager and Jensen, 1976</xref>). Synchronization of D10-PfPHG parasites for growth inhibition assays was achieved using heparin sodium (Pfizer) as previously described (<xref ref-type="bibr" rid="B6">Boyle et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B68">Wilson et&#xa0;al., 2013</xref>). PkYH1 parasites were passaged over a gradient of 70% Percoll (Sigma-Aldrich) to purify late stage schizonts which were then allowed to rupture for ~4 hrs in the presence of fresh RBCs prior to ring-stage treatment with 5% w/v sorbitol (Sigma-Aldrich), enabling effective synchronisation of 0-4 hrs old rings.</p>
</sec>
<sec id="s2_3">
<title>Drug inhibition assays</title>
<p>Growth assay protocols for measuring drug inhibition of one cycle, ring to schizont stages (approximately 44 hrs post-invasion for <italic>P. falciparum</italic> and 28 hrs post-invasion for <italic>P. knowlesi</italic>) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>), and two cycle (120 hrs post-invasion for <italic>P. falciparum</italic> and 78 hrs post-invasion for <italic>P. knowlesi</italic>, 2 cycles of replication) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>) have been described previously (<xref ref-type="bibr" rid="B68">Wilson et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B67">Wilson et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B31">Lyth et&#xa0;al., 2018</xref>). For the assessment of stage specificity for azithromycin or analogues during the blood stage lifecycle of <italic>P. falciparum</italic>, each respective drug was removed at the specified time point (0-6 hrs or 0-12 hrs). To remove drug, cultures underwent three consecutive washes with 200 &#x3bc;l medium (centrifuged at 300 x g for 2 mins) with the final resuspension in 100 &#x3bc;l of fresh medium. Parasite growth at late trophozoite/schizont stages (44-48 hrs post invasion for <italic>P. falciparum</italic>; 24-30 hrs post invasion for <italic>P. knowlesi</italic>) was quantified using flow cytometry of parasites stained with ethidium bromide (EtBr) (10 &#x3bc;g/mL for 1 hr) prior to washing with PBS.</p>
</sec>
<sec id="s2_4">
<title>Apicoplast-null inhibition assays</title>
<p>Apicoplast null (D10-PfPHG<sup>apicoplast-null</sup>) parasites were generated as previously described (<xref ref-type="bibr" rid="B72">Yeh and DeRisi, 2011</xref>; <xref ref-type="bibr" rid="B60">Uddin et&#xa0;al., 2018</xref>). Briefly, the culture medium was supplemented with 200 &#x3bc;M isopentenyl pyrophosphate (IPP) (NuChem Therapeutics, Canada) and 0.35 &#x3bc;M (5x IC<sub>50</sub>) of azithromycin for a minimum of 6 days (~three cycles) and parasites were cultured continuously thereafter with IPP. Successful removal of the apicoplast was assessed by growing D10-PfPHG<sup>wildtype</sup> and D10-PfPHG<sup>apicoplast-null</sup> parasites with reducing concentrations of azithromycin for ~120 hrs (delayed death), which confirmed a loss of sensitivity to azithromycin as observed by a ~64 fold-change in the IC<sub>50</sub> with apicoplast removal (D10-PfPHG<sup>apicoplast-null</sup> IC<sub>50</sub>, 4.5 &#x3bc;M; D10-PfPHG<sup>wildtype</sup> IC<sub>50</sub>, 0.07 &#x3bc;M) (<xref ref-type="supplementary-material" rid="SM2">
<bold>Supplementary Figure&#xa0;1</bold>
</xref>). To assess the inhibitory activity of analogues, D10-PfPHG<sup>apicoplast-null</sup> and D10-PfPHG<sup>wildtype</sup> parasites were grown in the presence of the IC<sub>90</sub> obtained for D10-PfPHG<sup>wildtype</sup> parasites in in cycle (0-44 hrs) or delayed death (0-120 hrs) assays, or a dilution series of the respective drug. Drugs were added to tightly synchronised ring stage D10-PfPHG<sup>apicoplast-null</sup> (+ 200 &#x3bc;M IPP) or D10-PfPHG<sup>wildtype</sup> (no IPP) parasite lines and assays were incubated for ~44 hrs (in-cycle) or 120 hrs (two cycle delayed death) as specified with the resulting parasitemia quantitated by flow cytometry.</p>
</sec>
<sec id="s2_5">
<title>Flow cytometry and microscopy analysis of growth inhibition</title>
<p>Parasitaemia was measured on an LSR Fortessa (Becton Dickinson) using a 96-well plate reader. Mature (&gt;36 hrs post-invasion) <italic>P. falciparum</italic> D10-PfPHG parasites were counted using Fl-1-high (GFP; excitation wavelength, 488 nm) and Fl-2-high (EtBr; excitation wavelength, 488 nm) (<xref ref-type="bibr" rid="B68">Wilson et&#xa0;al., 2013</xref>). Mature parasites of the PkYH1 line (&gt;24 hrs post-invasion) were gated with a forward scatter (FSC) and FL-2-high (EtBr) gate. Typically, 20,000-40,000 RBCs were counted in each well. All samples were analysed using FlowJo software (TreeStar Inc, Ashland, OR, USA) and growth of drug treatments were normalised against growth of media control wells to calculate the percent survival of drug treated parasites. To address the phenotypic effects of drugs, thin smears were fixed with fresh methanol and stained in fresh 10% Giemsa (Merck) for 10 mins before images of drug treated parasites were taken with an Olympus BX51/BX52 light microscope with immersion oil using 100X magnification.</p>
</sec>
<sec id="s2_6">
<title>Toxoplasma gondii drug assay</title>
<p>Growth assays for drug inhibition of <italic>Toxoplasma gondii</italic> were conducted using RH-strain parasites expressing yellow fluorescent protein (<xref ref-type="bibr" rid="B21">Gubbels et&#xa0;al., 2003</xref>). Freshly-lysed parasites were used to infect HFF monolayers at 2x10<sup>3</sup> parasites/well in 96-well plates, in FluoroBrite DMEM culture medium (Invitrogen) supplemented with 10% FCS. Drugs were added and plates were incubated at 37&#xb0;C in 5% CO<sub>2</sub>. At completion of the incubation periods (72 hrs and 120 hrs), fluorescence read-outs were obtained using the BMG LabTech PHERAstar FS microplate reader set at an excitation of 485 nm and emission of 520 nm.</p>
</sec>
<sec id="s2_7">
<title>Mammalian cell cytotoxicity</title>
<p>Toxicity against mammalian cells was determined using the Huh-7D cell line derived from human hepatocellular carcinoma cells (Sigma-Aldrich). Huh-7D cells were maintained in Dulbecco&#x2019;s Modified Eagle Medium (DMEM) (Gibco, Thermo Fisher Scientific) supplemented with 10% fetal bovine serum (FBS) and non-essential amino acids. Huh-7D cells were grown in an atmosphere of 5% CO<sub>2</sub> in a 37&#xb0;C incubator. Cultures were seeded to 40,000 cells in round bottom 96-well microtiter plates (Corning) and incubated with two-fold serial dilutions of drug for 24 hrs in 5% CO<sub>2</sub> at 37&#xb0;C. Post incubation 1:1 addition of CellTiter-Glo Reagent (Promega, USA) was added to each well to lyse HuH-7D cells and release ATP for detection by luminescence (<xref ref-type="bibr" rid="B42">Posimo et&#xa0;al., 2014</xref>). Plates were incubated for 10 mins to allow the luminescent signal to stabilise, which was then detected using a Phera Star FS using the luminescent module (Lum Plus, spectral wavelength 230 nM to 750 nM). Cell viability with drug treatment was assessed by comparing cell replication in drug treated wells and normalizing this growth against non-inhibitory control wells (media).</p>
</sec>
<sec id="s2_8">
<title>Statistical analysis</title>
<p>All IC<sub>50</sub>, IC<sub>90</sub> and cytotoxicity concentration (CC<sub>50</sub>) estimates were determined using GraphPad Prism (GraphPad Software) according to the recommended protocol for nonlinear regression (constrained to top= 100 and bottom= 0) of a log-(inhibitor)-versus-response curve. Statistical significance between drug treatments were determined with the GraphPad Prism software using the log-(inhibitor)-versus-response curve with Extra Sum-of-Squares F Test (best-fit LogIC<sub>50</sub>). <italic>P</italic> values were considered significant if P=&lt;0.05.</p>
</sec>
<sec id="s2_9">
<title>Antibacterial screen</title>
<p>Minimum inhibitory concentration (MIC) assays for assessment of <italic>Streptococcus pneumoniae</italic> sensitivity to azithromycin and analogues were performed as described (<xref ref-type="bibr" rid="B65">Wiegand et&#xa0;al., 2008</xref>). Briefly, the antibacterial activity of azithromycin and all analogues were assessed with a two-fold serial dilution in the presence of macrolide sensitive <italic>S. pneumoniae</italic> D39. Cells were inoculated at a final concentration of approximately 10<sup>6</sup> CFU/mL in Mueller Hinton Broth supplemented with 5% lysed horse blood. The MIC was determined to be the concentration of drug that inhibited bacterial growth within a 96-well microtiter tray after 24 hrs incubation at 37&#xb0;C. Drug activity was assessed by determining the minimal inhibitory concentration (MIC) that stopped bacterial growth, as indicated by a media colour change. MICs are expressed as &#xb5;M.</p>
</sec>
<sec id="s2_10">
<title>Sample extraction for metabolomics analysis</title>
<p>For metabolomics experiments, two 150 mL flasks at 6% haematocrit containing tightly synchronised parasites 28-34 hrs post-invasion (5-6 hrs rupture window), were harvested <italic>via</italic> magnet purification (Miltenyi Biotech). Infected RBC density was quantitated by flow cytometry (<xref ref-type="bibr" rid="B58">Tham et&#xa0;al., 2010</xref>) and 2 mL of 3x 10<sup>7</sup> parasites were added into the wells of 24 well microtiter plates. Parasites were incubated for 1 hrs at 37&#xb0;C to stabilise the culture. Following this initial incubation, 5x IC<sub>50</sub> of the azithromycin analogue C1, the control drugs chloroquine, dihydroartemisinin (DHA) and azithromycin, and the vehicle control ethanol were added and incubated for 2 hrs. Supernatant was removed and parasites washed twice with 800 &#x3bc;L ice-cold 1 x PBS, with cells pelleted <italic>via</italic> centrifugation at 400 x gs for 5 mins at 0&#xb0;C. Cell pellets were resuspended in 200 &#x3bc;L of ice-cold extraction buffer (CHCl<sub>3</sub>/MeOH/water (1:3:1 <italic>v/v</italic>)) containing 1 &#xb5;M internal standards, CHAPS and PIPES, and then incubated on ice for 1 hrs with shaking at 200 rpm. Cell debris was pelleted with centrifugation at 14800 x gs for 10 mins at 0&#xb0;C. The resulting supernatant (180 &#xb5;L) was transferred to Eppendorf tubes and the remaining ~20 &#xb5;L were combined to make a pooled QC sample. Extraction blank samples (without cells) were prepared alongside and samples were stored at -80&#xb0;C until analysis.</p>
</sec>
<sec id="s2_11">
<title>LC-MS analysis</title>
<p>Liquid chromatography-mass spectrometry (LC-MS) data was acquired on a Q-Exactive Orbitrap mass spectrometer (Thermo Scientific) coupled with high-performance liquid chromatography system (HPLC, Dionex Ultimate<sup>&#xae;</sup> 3000 RS, Thermo Scientific) as previously described (<xref ref-type="bibr" rid="B13">Creek et&#xa0;al., 2016</xref>). Briefly, chromatographic separation was performed on ZIC-pHILIC column equipped with a guard (5 &#xb5;m, 4.6 &#xd7; 150&#xa0;mm, SeQuant<sup>&#xae;</sup>, Merck). The mobile phase (A) was 20 mM ammonium carbonate (Sigma Aldrich), (B) acetonitrile (Burdick and Jackson) and needle wash solution was 50% isopropanol. The column flow rate was maintained at 0.3 mL/min with temperature at 25&#xb0;C and the gradient program was as follows: 80% B decreasing to 50% B over 15&#xa0;min, then to 5% B at 18&#xa0;min until 21&#xa0;min, increasing to 80% B at 24&#xa0;min until 32&#xa0;min. Total run time was 32&#xa0;min with an injection volume of 10 &#xb5;L. The mass spectrometer operated in full scan mode with positive and negative polarity switching at 35 k resolution at 200 <italic>m/z</italic> with detection range of 85 to 1275 <italic>m/z</italic>, AGC target was 1e<sup>6</sup> ions, maximum injection time 50 ms. Electro-spray ionization source (HESI) was set to 4.0 kV voltage for positive and negative mode, sheath gas was set to 50, aux gas to 20 and sweep gas to 2 arbitrary units, capillary temperature 300&#xb0;C, probe heater temperature 120&#xb0;C. The samples were analyzed as a single batch to avoid batch-to-batch variation and randomized to account for LCMS system drift over time.</p>
</sec>
<sec id="s2_12">
<title>LC-MS metabolomics data processing</title>
<p>The acquired LCMS data was processed in untargeted fashion using the open source software, IDEOM (<xref ref-type="bibr" rid="B14">Creek et&#xa0;al., 2012</xref>) (<uri xlink:href="http://mzmatch.sourceforge.net/ideom.php">http://mzmatch.sourceforge.net/ideom.php</uri>). Initially, <italic>ProteoWizard</italic> was used to convert raw LC-MS files to <italic>mzXML</italic> format and <italic>XCMS</italic> (Centwave) to pick peaks. <italic>Mzmatch.R</italic> was used to convert to <italic>peakML</italic> files, align samples and filter peaks using minimum detectable intensity of 100,000, relative standard deviation (RSD) of &lt;0.5 (reproducibility), and peak shape (codadw) of &gt;0.8. <italic>Mzmatch</italic> was also used to retrieve missing peaks and annotation of related peaks. Default IDEOM parameters were used to eliminate unwanted noise and artefact peaks. Loss or gain of a proton was corrected in negative and positive ESI mode, respectively, followed by putative identification of metabolites by accurate mass within 3 ppm mass error searching against the Kyoto Encyclopedia of Genes and Genomes (KEGG), MetaCyc, HMDB and LIPIDMAPS databases and a theoretical database of short peptides. To reduce the number of false positive identifications, retention time error was calculated for each putatively identified metabolite using IDEOM&#x2019;s built-in retention time model which is based on actual retention time data of authentic standards (~350 standards). Statistical analysis on filtered data was performed using the Matboanalyst web interface (<xref ref-type="bibr" rid="B11">Chong et&#xa0;al., 2018</xref>).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Azithromycin analogues with diverse modifications have improved quick-killing activity against malaria parasites <italic>in vitro</italic>
</title>
<p>All 22 azithromycin analogues (structures available in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables&#xa0;1&#x2013;4</bold>
</xref>) were initially assessed for growth inhibition at 10 &#x3bc;M with <italic>in vitro</italic> in cycle assays (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>), from early rings to early schizonts, against <italic>P. falciparum</italic> (D10-PfPHG, 44 hrs) (<xref ref-type="bibr" rid="B66">Wilson et&#xa0;al., 2010</xref>) or <italic>P. knowlesi</italic> (PkYH1, 28 hrs) (<xref ref-type="bibr" rid="B28">Lim et&#xa0;al., 2013</xref>) [in cycle (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables&#xa0;1&#x2013;4</bold>
</xref>)]. This primary screen identified 17 of 22 analogues for <italic>P. falciparum</italic> (growth inhibition of between 98% to 69% for these 17 compounds) and 18 analogues for <italic>P. knowlesi</italic> (growth inhibition of between 99% to 76% for these 18 compounds) that inhibited growth by &gt;40% under these conditions. The 17 analogues inhibitory against <italic>P. falciparum</italic> also inhibited <italic>P. knowlesi</italic> and one analogue (A4) that was active in <italic>P. knowlesi</italic> but not <italic>P. falciparum</italic> were all prioritised for further evaluation.</p>
<p>The in cycle IC<sub>50</sub> values for the 17 and 18 analogues identified from primary screens were then determined against D10-PfPHG and PkYH1 lines, respectively. All analogues showed improved quick-killing IC<sub>50</sub> values compared to azithromycin (azithromycin in cycle IC<sub>50</sub>- <italic>P. falciparum</italic> 11 &#x3bc;M; <italic>P. knowlesi</italic> 13 &#x3bc;M). There was a 1.6 to 30-fold improvement in quick-killing activity against <italic>P. falciparum</italic> with four analogues showing &gt;10-fold greater potency than azithromycin (IC<sub>50</sub>; A13, 0.72 &#x3bc;M; B2 0.56 &#x3bc;M; C1, 0.33 &#x3bc;M; and D1, 0.67 &#x3bc;M) (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;5</bold>
</xref>). There was a 1.7 to 20-fold improvement in quick-killing potency against <italic>P. knowlesi</italic> (PkYH1) with five analogues demonstrating &gt;10-fold activity compared to azithromycin (IC<sub>50</sub>; A2, 0.67 &#x3bc;M; A3, 1.11 &#x3bc;M; A8, 0.81 &#x3bc;M; A13, 0.64 &#x3bc;M; B2, 0.69 &#x3bc;M) (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;5</bold>
</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>
<italic>In vitro</italic> efficacy of azithromycin analogues against <italic>Plasmodium</italic> parasites.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Compound</th>
<th valign="top" align="center">In-cycle growth &#x3bc;M(44 hr IC<sub>50</sub>)<break/>D10-PfPHG <xref ref-type="table-fn" rid="fnT1_1">
<sup>a</sup>
</xref>
</th>
<th valign="top" align="center">In-cycle growth &#x3bc;M (28 hr IC<sub>50</sub>)<break/>PkYH1<xref ref-type="table-fn" rid="fnT1_1">
<sup>a</sup>
</xref>
</th>
<th valign="top" align="center">Delayed death &#x3bc;M (120 hr IC<sub>50</sub>)<break/>D10-PfPHG<xref ref-type="table-fn" rid="fnT1_2">
<sup>b</sup>
</xref>
</th>
<th valign="top" align="center">Delayed death &#x3bc;M (96 hr IC<sub>50</sub>)<break/>PkYH1<xref ref-type="table-fn" rid="fnT1_2">
<sup>b</sup>
</xref>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Azithromycin</td>
<td valign="top" align="center">10 (<italic>1.1</italic>)</td>
<td valign="top" align="center">13 (<italic>1.8</italic>)</td>
<td valign="top" align="center">0.02 (<italic>0.01</italic>)</td>
<td valign="top" align="center">0.09 (<italic>0.02</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">A2</td>
<td valign="top" align="center">1.6 (<italic>0.2</italic>)</td>
<td valign="top" align="center">0.67 (<italic>0.1</italic>)</td>
<td valign="top" align="center">0.26 (<italic>0.06</italic>)</td>
<td valign="top" align="center">0.24 (<italic>0.04</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">A3</td>
<td valign="top" align="center">1.5 (<italic>0.07</italic>)</td>
<td valign="top" align="center">1.1 (<italic>0.3</italic>)</td>
<td valign="top" align="center">0.47 (<italic>0.09</italic>)</td>
<td valign="top" align="center">0.36 (<italic>0.05</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">A4</td>
<td valign="top" align="center">ND</td>
<td valign="top" align="center">7.8 (<italic>1.0</italic>)</td>
<td valign="top" align="center">ND</td>
<td valign="top" align="center">ND</td>
</tr>
<tr>
<td valign="top" align="left">A5</td>
<td valign="top" align="center">1.8 (<italic>0.3</italic>)</td>
<td valign="top" align="center">1.7 (<italic>0.5</italic>)</td>
<td valign="top" align="center">0.39 (<italic>0.06</italic>)</td>
<td valign="top" align="center">0.43 (<italic>0.04</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">A7</td>
<td valign="top" align="center">5.3 (<italic>0.2</italic>)</td>
<td valign="top" align="center">1.8 (<italic>0.1</italic>)</td>
<td valign="top" align="center">0.76 <italic>(0.02)</italic>
</td>
<td valign="top" align="center">0.54 <italic>(0.08)</italic>
</td>
</tr>
<tr>
<td valign="top" align="left">A8</td>
<td valign="top" align="center">1.4 (<italic>0.2</italic>)</td>
<td valign="top" align="center">0.81 (<italic>0.2</italic>)</td>
<td valign="top" align="center">0.36 (<italic>0.05</italic>)</td>
<td valign="top" align="center">0.14 (<italic>0.01</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">A9</td>
<td valign="top" align="center">3.6 (<italic>0.6</italic>)</td>
<td valign="top" align="center">2.0 (<italic>0.5</italic>)</td>
<td valign="top" align="center">0.82 (<italic>0.08</italic>)</td>
<td valign="top" align="center">0.69 (<italic>0.08</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">A10</td>
<td valign="top" align="center">4.2 (<italic>0.5</italic>)</td>
<td valign="top" align="center">1.5 (<italic>0.3</italic>)</td>
<td valign="top" align="center">1.1 <italic>(0.03)</italic>
</td>
<td valign="top" align="center">0.66 (<italic>0.1</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">A11</td>
<td valign="top" align="center">6.1 (<italic>0.6</italic>)</td>
<td valign="top" align="center">4.5 (<italic>0.9</italic>)</td>
<td valign="top" align="center">0.92 <italic>(0.01)</italic>
</td>
<td valign="top" align="center">0.89 (<italic>0.3</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">A12</td>
<td valign="top" align="center">1.8 (<italic>0.8</italic>)</td>
<td valign="top" align="center">1.3 (<italic>0.08</italic>)</td>
<td valign="top" align="center">0.32 (<italic>0.03</italic>)</td>
<td valign="top" align="center">0.19 (<italic>0.02</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">A13</td>
<td valign="top" align="center">0.72 (<italic>0.01</italic>)</td>
<td valign="top" align="center">0.6 (<italic>0.02</italic>)</td>
<td valign="top" align="center">0.18 (<italic>0.02</italic>)</td>
<td valign="top" align="center">0.39 (<italic>0.03</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">B1</td>
<td valign="top" align="center">1.6 (<italic>0.4</italic>)</td>
<td valign="top" align="center">1.3 (<italic>0.2</italic>)</td>
<td valign="top" align="center">0.29 (<italic>0.02</italic>)</td>
<td valign="top" align="center">0.1 (<italic>0.03</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">B2</td>
<td valign="top" align="center">0.56 (<italic>0.05</italic>)</td>
<td valign="top" align="center">0.69 (<italic>0.1</italic>)</td>
<td valign="top" align="center">0.14 (<italic>0.01</italic>)</td>
<td valign="top" align="center">0.09 (<italic>0.03</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">C1</td>
<td valign="top" align="center">0.33 (<italic>0.02</italic>)</td>
<td valign="top" align="center">1.4 (<italic>0.2</italic>)</td>
<td valign="top" align="center">0.12 (<italic>0.01</italic>)</td>
<td valign="top" align="center">0.27 (<italic>0.1</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">C2</td>
<td valign="top" align="center">4.6 (<italic>0.5</italic>)</td>
<td valign="top" align="center">5.9 (<italic>1.9)</italic>
</td>
<td valign="top" align="center">1.1 <italic>(0.14)</italic>
</td>
<td valign="top" align="center">ND</td>
</tr>
<tr>
<td valign="top" align="left">C3</td>
<td valign="top" align="center">3.2 (<italic>0.2</italic>)</td>
<td valign="top" align="center">3.9 (<italic>0.6</italic>)</td>
<td valign="top" align="center">0.99 <italic>(0.09)</italic>
</td>
<td valign="top" align="center">ND</td>
</tr>
<tr>
<td valign="top" align="left">D1</td>
<td valign="top" align="center">0.67 (<italic>0.04</italic>)</td>
<td valign="top" align="center">1.7 (<italic>0.3</italic>)</td>
<td valign="top" align="center">0.12 <italic>(0.03)</italic>
</td>
<td valign="top" align="center">0.74 <italic>(0.4)</italic>
</td>
</tr>
<tr>
<td valign="top" align="left">D2</td>
<td valign="top" align="center">3.7 (<italic>0.3</italic>)</td>
<td valign="top" align="center">2.9 (<italic>0.4</italic>)</td>
<td valign="top" align="center">1.3 <italic>(0.01)</italic>
</td>
<td valign="top" align="center">ND</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="fnT1_1">
<label>a</label>
<p>Quick-killing in-cycle drug treatment from rings to late schizonts, with no rupture cycle (D10-PfPHG, <italic>P. falciparum</italic>, 0-44 hrs or PkYH1, <italic>P. knowlesi</italic> 0-28 hrs).</p>
</fn>
<fn id="fnT1_2">
<label>b</label>
<p>Delayed death drug treatment, from early-rings to late trophozoites, with two rupture cycle (D10-PfPHG, <italic>P. falciparum</italic>, 0-120 hrs or PkYH1, <italic>P. knowlesi</italic> 0-78 hrs).</p>
</fn>
<fn>
<p>Data represents the means of 2 (or more) experiments expressed as percentage of non-inhibitory control.</p>
</fn>
<fn>
<p>ND= not done due to limited sample.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<title>Diverse azithromycin analogues have improved activity against ring stage parasites</title>
<p>Recently, we showed that azithromycin and analogues are active against early ring stage development (&lt;12 hrs of treatment) as well as broadly inhibitory throughout the blood stage lifecycle with ~12 hrs treatment intervals (<xref ref-type="bibr" rid="B8">Burns et&#xa0;al., 2020</xref>). Such broad activity is of interest for clinical treatment as most antimalarials exhibit limited efficacy against early rings (<xref ref-type="bibr" rid="B73">Zhang et&#xa0;al., 1986</xref>; <xref ref-type="bibr" rid="B12">Cowman et&#xa0;al., 1988</xref>; <xref ref-type="bibr" rid="B68">Wilson et&#xa0;al., 2013</xref>). To assess whether this held true for the analogues tested in this study, early ring stage D10-PfPHG parasites (0-4 hrs post invasion) were treated for 6 hrs and 12 hrs with the analogues showing the highest in cycle potency against <italic>P. falciparum</italic> (A13, B2, C1 and D1). All four analogues exhibited activity against both early (0-6 hrs) and late (0-12 hrs) ring stage treatments with a higher potency seen for longer 12 hrs treatments (A13 (IC<sub>50</sub>; 0-6 hrs, 2.3 &#x3bc;M; 0-12 hrs, 1.4 &#x3bc;M; 0-44 hrs, 0.72 &#x3bc;M), B2 (IC<sub>50</sub>; 0-6 hrs, 2.8 &#x3bc;M; 0-12 hrs, 1.4 &#x3bc;M; 0-44 hrs, 0.56 &#x3bc;M), C1 (IC<sub>50</sub>; 0-6 hrs, 1.5 &#x3bc;M; 0-12 hrs, 0.7 &#x3bc;M; 0-44 hrs, 0.33 &#x3bc;M) and D1 (IC<sub>50</sub>; 0-6 hrs, 2.1 &#x3bc;M; 0-12 hrs, 1.5 &#x3bc;M; 0-44 hrs, 0.67 &#x3bc;M)) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). For analogues A13, B2, C1 and D1 the IC<sub>50</sub> of 12 hrs treatment differed &lt;3-fold in comparison to the IC<sub>50</sub> of 44 hrs treatment. Shorter 6 hrs ring stage treatments exhibited between a 3.1 and 5-fold rise in IC<sub>50</sub> over 44 hrs treatments, however, the activity of these analogues with a 6 hrs treatment was still significantly better than that recorded for azithromycin (IC<sub>50</sub>; 0-6 hrs, 30 &#x3bc;M; 0-12 hrs, 16 &#x3bc;M) (<xref ref-type="bibr" rid="B8">Burns et&#xa0;al., 2020</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Growth inhibition profiles of azithromycin analogues with short term treatment <bold>(A)</bold> Growth inhibition profile of A13, B2, C1 and D1 with very early ring-stage treatment across 0-6 hrs and 0-12 hrs post-invasion compared to a full in-cycle treatment. Early ring-stage <italic>P. falciparum</italic> (D10-PfPHG) parasites (&lt;4 hrs post-invasion) were treated with doubling dilutions of azithromycin analogues for 0-6 hrs or 0-12 hrs prior to washing the drug out, with cultures allowed to continue growing until parasites were 44 hrs old. A 0-44 hrs control where parasites were maintained on drug was also included. There were significant differences between all 0-6 hrs vs 0-44 hr treatments of A13, B2, C1 and D1 (A13 and B2 P=0.01; C1 and &lt;0.0001). A significant difference was also observed for 0-6 hrs vs 0-12 hrs of A13, B2 and C1(A13 P=0.01; C1 and B2 P=&lt;0.0001) but not D1 (P=NS). Significant difference was observed for 0-12 hrs vs 0-44 hrs for C1 and D1 (P= 0.01), but not A13 or B2 (P=NS). Parasitemia was measured <italic>via</italic> flow cytometry 44 hrs post-invasion. Data represents the means of 3 or more experiments expressed as a percentage of non-inhibitory control and error bars represent SEM. <bold>(B)</bold> Representative Giemsa stained thin blood smears showing the growth phenotypes seen for non-inhibitory media controls, azithromycin analogues A13, B2, C1 and D1 (2 x IC<sub>90</sub>) 0-6 hrs post treatment (top panels) and 0-12 hrs post treatment (bottom panel). Data for parallel azithromycin and dihydroartemisinin treatments are available in (<xref ref-type="bibr" rid="B8">Burns et&#xa0;al., 2020</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-12-1063407-g002.tif"/>
</fig>
<p>We next examined the effect of 6 hrs and 12 hrs ring stage drug treatments on parasite morphology at a 2 x IC<sub>90</sub> concentration (0-44 hrs) for the most potent analogues A13, B1, C1 or D1 using light microscopy (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). No aberrant growth phenotype was obvious for 6 hrs treatments of early ring stage parasites with any drug. Examination of 12 hrs treatments showed evidence of underdeveloped parasites for all four azithromycin analogues, indicating parasite stress in the face of drug pressure. These data demonstrate that the most potent analogues have activity against early ring stage parasite growth.</p>
</sec>
<sec id="s3_3">
<title>Activity against the related apicomplexan parasite <italic>Toxoplasma gondii</italic> and toxicity against human Huh-7D cells</title>
<p>Previously, we showed that azithromycin and analogues have moderate invasion inhibitory activity against <italic>Toxoplasma gondii</italic> (<xref ref-type="bibr" rid="B67">Wilson et&#xa0;al., 2015</xref>). We tested whether our most potent analogues also displayed evidence of improved quick-killing activity against <italic>T. gondii</italic>. Compounds A13 (IC<sub>50</sub> 2.3 &#x3bc;M), B2 (IC<sub>50</sub> 1.4 &#x3bc;M), C1 (IC<sub>50</sub> 3 &#x3bc;M) were 3, 2.5 and 10-fold less potent with 72 hrs <italic>T. gondii</italic> treatment than for 44 hrs <italic>P. falciparum</italic> treatment. Further, they all exhibited lower potency than azithromycin (IC<sub>50</sub> 0.5 &#x3bc;M) with 72 hrs treatment, indicating that the analogues have minimal quick-killing activity against <italic>T. gondii</italic>.</p>
<p>Azithromycin and analogues previously found to have quick killing activity (<xref ref-type="bibr" rid="B8">Burns et&#xa0;al., 2020</xref>) have regularly been reported to have cytotoxicity levels <italic>in vitro</italic> (CC<sub>50</sub>) of &gt;10 &#x3bc;M, and often show no toxicity to mammalian cells at &gt;50 &#x3bc;M (<xref ref-type="bibr" rid="B7">Bukvic Krajacic et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B38">Peric et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B39">Peric et&#xa0;al., 2021</xref>). Therefore, we next investigated the potential of mammalian cell cytotoxicity for a focused group of analogues on the human hepatocellular carcinoma, Huh-7D, cell line (<xref ref-type="bibr" rid="B35">McKim, 2010</xref>). Inhibition of Huh-7D cell growth for analogues featuring an IC<sub>50</sub> of &lt;1 &#x3bc;M in either D10-PfPHG or PkYH1 parasite lines (A2, A8, B2 and C1) was assessed using an ATP-based luminesce detection assay (<xref ref-type="bibr" rid="B42">Posimo et&#xa0;al., 2014</xref>). Two analogues, A13 and D1, with IC<sub>50</sub> values of &lt;1&#xa0;&#x3bc;M were excluded from this analysis due to limited sample. Compounds A2, A8 and B2 had cytotoxicity levels <italic>in vitro</italic> (CC<sub>50</sub>) of &gt;8.5 &#x3bc;M with &gt;5-fold and &gt;10-fold higher selectivity index in comparison to the IC<sub>50</sub>s observed for D10-PfPHG or PkYH1, respectively (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). The selectivity index of C1 (CC<sub>50</sub>, 2.6 &#x3bc;M) was 7.9 for <italic>P. falciparum</italic> (IC<sub>50</sub>, 0.3 &#x3bc;M) but dropped to 1.6 for <italic>P. knowlesi.</italic>
</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Cytotoxicity of lead analogues and selectivity against <italic>Plasmodium</italic> spp. Parasites.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Compound</th>
<th valign="top" align="center">Intracellular growth &#x3bc;M(44 hr IC<sub>50</sub>)<break/>D10-PfPHG <xref ref-type="table-fn" rid="fnT2_1">
<sup>a</sup>
</xref>
</th>
<th valign="top" align="center">Intracellular growth &#x3bc;M (28 hr IC<sub>50</sub>)<break/>PkYH1<xref ref-type="table-fn" rid="fnT2_1">
<sup>a</sup>
</xref>
</th>
<th valign="top" align="center">Cytotoxicity &#x3bc;M (CC<sub>50</sub>) Huh-7D<xref ref-type="table-fn" rid="fnT2_3">
<sup>c</sup>
</xref>
</th>
<th valign="top" align="center">Selectivity Huh-7D (CC<sub>50</sub>)/PfPHG IC<sub>50</sub> <xref ref-type="table-fn" rid="fnT2_4">
<sup>d</sup>
</xref>
</th>
<th valign="top" align="center">Selectivity Huh-7D (CC<sub>50</sub>)/PkYH1IC<sub>50</sub> <xref ref-type="table-fn" rid="fnT2_4">
<sup>d</sup>
</xref>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">A2</td>
<td valign="top" align="center">1.6 (<italic>0.2</italic>)</td>
<td valign="top" align="center">0.67 (<italic>0.13</italic>)</td>
<td valign="top" align="center">9.2 (<italic>0.9</italic>)</td>
<td valign="top" align="center">5.8</td>
<td valign="top" align="center">13.7</td>
</tr>
<tr>
<td valign="top" align="left">A8</td>
<td valign="top" align="center">1.4 (<italic>0.2</italic>)</td>
<td valign="top" align="center">0.81 (<italic>0.2</italic>)</td>
<td valign="top" align="center">9.9 (<italic>1.2</italic>)</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">12.2</td>
</tr>
<tr>
<td valign="top" align="left">B2</td>
<td valign="top" align="center">0.56 (<italic>0.05</italic>)</td>
<td valign="top" align="center">0.69 (<italic>0.1</italic>)</td>
<td valign="top" align="center">8.5 (<italic>1.4</italic>)</td>
<td valign="top" align="center">15.1</td>
<td valign="top" align="center">12.3</td>
</tr>
<tr>
<td valign="top" align="left">C1</td>
<td valign="top" align="center">0.33 (<italic>0.02</italic>)</td>
<td valign="top" align="center">1.4 (<italic>0.2</italic>)</td>
<td valign="top" align="center">2.6 (<italic>0.2</italic>)</td>
<td valign="top" align="center">7.9</td>
<td valign="top" align="center">1.9</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="fnT2_1">
<label>a</label>
<p>Quick-killing in-cycle drug treatment from rings to late schizonts, with no rupture cycle (D10-PfPHG, <italic>P. falciparum</italic>, 0-44 hrs or PkYHI, <italic>P. knowlesi</italic> 0-28 hrs).</p>
</fn>
<fn id="fnT2_3">
<label>c</label>
<p>Drug treatment of Huh-7D cells were incubated with the compounds for 24 hrs before the viability was measured. Data represents the means of 3 (or more) experiments expressed as percentage of non-inhibitory control.</p>
</fn>
<fn id="fnT2_4">
<label>d</label>
<p>Selectivity index is calculated as the cytotoxic concentration 50 (CC<sub>50</sub>) for Huh-7D cells divided by the inhibitory concentration 50 (IC<sub>50</sub>) against <italic>Plasmodium</italic> spp parasites.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_4">
<title>Metabolomic investigation of the most potent compound</title>
<p>We next used an untargeted metabolomics approach to identify changes in the metabolomic signatures of late trophozoites stages treated for 2 hrs at 5x IC<sub>50</sub> (44 hr) with the most potent analogue in <italic>P. falciparum</italic>, namely C1. Few metabolic pathways were impacted by C1, with the major impact being upregulation of a range of peptides, consistent with the profile observed for chloroquine and azithromycin (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;6</bold>
</xref>). Interestingly, most of these peptides are not derived from haemoglobin (the primary source of peptides in the acidic digestive vacuole of the parasite), and the source of these peptides cannot be determined due to their short sequence length. Nevertheless, this metabolic signature of elevated non-haemoglobin-derived peptides has been reported before for 4-aminoquinolines such as chloroquine and closely related analogues, suggesting that this profile is a biomarker of chloroquine-like activity in the parasite (<xref ref-type="bibr" rid="B13">Creek et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B5">Birrell et&#xa0;al., 2020</xref>). C1 also upregulated some unique peptides that were not impacted by azithromycin and chloroquine (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;7</bold>
</xref>), which may be derived from haemoglobin. Overall, the metabolomics profile supports our earlier proposition that azithromycin and many analogues have broad activity against trophozoite stage parasites, including the food vacuole (<xref ref-type="bibr" rid="B8">Burns et&#xa0;al., 2020</xref>).</p>
</sec>
<sec id="s3_5">
<title>Activity of azithromycin analogues against the bacterium-like apicoplast ribosome</title>
<p>After identifying azithromycin analogues with improved quick-killing activities against the blood stages of malaria, we next assessed apicoplast-targeting delayed death activity for each analogue. Given that the delayed death IC<sub>50</sub> of azithromycin is 0.02 &#x3bc;M for <italic>P. falciparum</italic> and 0.09 &#x3bc;M for <italic>P. knowlesi</italic> parasites, we reasoned that the delayed death activity of analogues would most likely be evident at drug concentrations below 1 &#x3bc;M across 2-cycles of parasite growth. All 22 analogues were screened for potential delayed death activity by treating <italic>P. falciparum</italic> (120 hrs treatment) and <italic>P. knowlesi</italic> (78 hrs treatment) parasites with 1 &#x3bc;M of drug and quantifying growth inhibition after two rupture cycles. This screen identified 10 of 22 analogues that inhibited growth by &gt;30% at 1 &#x3bc;M across 2-cycles in both <italic>Plasmodium</italic> spp., with two analogues, A10 and A11, only active against <italic>P. knowlesi</italic> (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables&#xa0;1</bold>
</xref>-<xref ref-type="supplementary-material" rid="SM1">
<bold>4</bold>
</xref>). We then evaluated the IC<sub>50</sub>s for these prioritised drugs across 2-cycles of parasite growth in the respective <italic>Plasmodium</italic> spp. The majority of analogues featured high-nanomolar activity against <italic>P. falciparum</italic> across 2-cycles of parasite growth and were between 6 to 140-fold less potent (IC<sub>50</sub> range; C4, 2.8 &#x3bc;M to C1 and D1, 0.12 &#x3bc;M) than azithromycin (0.02 &#x3bc;M) (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;8</bold>
</xref>). Similarly, the analogues tested against <italic>P. knowlesi</italic> showed 1.1 to 9.9-fold higher IC<sub>50</sub>s (IC<sub>50</sub> range; A11, 0.89 &#x3bc;M to B2, 0.09 &#x3bc;M) than azithromycin (0.09 &#x3bc;M) (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;8</bold>
</xref>). Notably, the analogues showing a 2-cycle IC<sub>50</sub> similar to azithromycin were also the most potent in 44 hr treatments, opening up the possibility that the improved activity over 120 hrs treatments was due to the cumulative activity of quick-killing across two growth cycles.</p>
<p>To address whether the improved activity over 2-cycles of parasite growth was due to quick-killing activity or apicoplast targeted delayed-death activity, the 2-cycle growth inhibitory activity for a panel of analogues was tested against parasites lacking the apicoplast (apicoplast-null) (<xref ref-type="bibr" rid="B72">Yeh and DeRisi, 2011</xref>; <xref ref-type="bibr" rid="B60">Uddin et&#xa0;al., 2018</xref>). First, the apicoplast was chemically removed and parasite growth rescued with IPP supplementation (<xref ref-type="bibr" rid="B60">Uddin et&#xa0;al., 2018</xref>). We next examined whether the quick-killing (in cycle, 44 hrs) activity of analogues was affected by removal of the apicoplast by treating D10-PfPHG<sup>apicoplast-null</sup> and D10-PfPHG<sup>wildtype</sup> lines with the in cycle D10-PfPHG<sup>wildtype</sup> IC<sub>90</sub> concentration of all quick-killing analogues (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). As growth inhibition for D10-PfPHG<sup>apicoplast-null</sup> parasites was comparable to D10-PfPHG<sup>wildtype</sup> parasites for all drugs tested, this supported our previous observation that the quick-killing mechanism of the analogues is unrelated to apicoplast ribosome inhibition <xref ref-type="bibr" rid="B8">Burns et&#xa0;al. (2020)</xref> (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;9</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Activity of azithromycin analogues in the presence or absence of the apicoplast. Early ring-stage D10-PfPHG<sup>wildtype</sup> (no IPP) (grey bars) or D10-PfPHG<sup>apicoplast-null</sup> (+IPP) (black bars) <italic>P. falciparum</italic> parasites (0-4 hrs post-invasion) were treated with: <bold>(A)</bold> the IC<sub>90</sub> of in cycle growth inhibition, addition of IPP did not rescue parasite growth from quick-killing activity of azithromycin or analogues, and <bold>(B)</bold> the IC<sub>90</sub> of 2 cycle (delayed-death) growth inhibition, IPP rescued parasite growth from azithromycin&#x2019;s delayed death activity (inhibitor of the apicoplast&#x2019;s bacterial-like ribosome) but did not rescue parasite growth from chloroquine (targets the digestive vacuole) or analogues. Parasitemia was measured at 44 hr or 120 hrs post invasion at schizont stage <italic>via</italic> flow cytometry for in cycle and delayed death assays, respectively. Data represents the means of 3 (or more) experiments expressed as percentage of non-inhibitory control and error bars represent the &#xb1; SEM.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-12-1063407-g003.tif"/>
</fig>
<p>To determine whether analogues could also kill parasites through targeting the bacterium-like ribosome of the apicoplast, we compared growth of D10-PfPHG<sup>wildtype</sup> and D10-PfPHG<sup>apicoplast-null</sup> lines across 2-cycle assays with the delayed death (120 hrs treatment) D10-PfPHG<sup>wildtype</sup> IC<sub>90</sub> concentration of azithromycin and analogues (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). D10-PfPHG<sup>wildtype</sup> parasite growth was abolished when treated with azithromycin, whereas D10-PfPHG<sup>apicoplast-null</sup> parasites grew normally, consistent with the &#x2018;rescue&#x2019; phenotype expected with an apicoplast ribosome targeting drug (<xref ref-type="bibr" rid="B72">Yeh and DeRisi, 2011</xref>; <xref ref-type="bibr" rid="B60">Uddin et&#xa0;al., 2018</xref>) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). However, no rescue was observed for the D10-PfPHG<sup>apicoplast-null</sup> line with any analogue, results that are consistent with the activity of the non-apicoplast targeting control drug, chloroquine (targets haem-detoxification) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;9</bold>
</xref>). To further confirm this observation, we determined the IC<sub>50</sub>s for analogues that exhibited micromolar quick-killing activities but nanomolar delayed death IC<sub>50</sub> values (A5, A7, A8, A9, A11 and B2), a pattern similar to that of azithromycin, against D10-PfPHG<sup>wildtype</sup> and D10-PfPHG<sup>apicoplast-null</sup> parasites (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The IC<sub>50</sub>s of these six analogues against the D10-PfPHG<sup>wildtype</sup> and D10-PfPHG<sup>apicoplast-null</sup> lines were almost identical (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>), confirming that apicoplast targeting delayed-death activity does not contribute to the activity of these compounds.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Removal of the apicoplast does not rescue parasites from azithromycin analogue activity. Early ring-stage <italic>P. falciparum</italic> D10-PfPHG<sup>wildtype</sup> and D10-PfPHG<sup>apicoplast-null</sup> parasites (&lt;4 hrs post-invasion) were treated with doubling dilutions of analogues and inhibition of growth measured 2 cycles latter (delayed death, 120 hrs) for compounds: <bold>(A)</bold> A5 (D10-PfPHG<sup>apicoplast-null</sup> IC<sub>50</sub>, 0.5 &#x3bc;M; D10-PfPHG<sup>wildtype</sup> IC<sub>50</sub>, 0.4 &#x3bc;M. P=NS). <bold>(B)</bold> A7 (D10-PfPHG<sup>apicoplast-null</sup> IC<sub>50</sub>, 0.37 &#x3bc;M; D10-PfPHG<sup>wildtype</sup> IC<sub>50</sub>, 0.49 &#x3bc;M. P=NS). <bold>(C)</bold> A8 (D10-PfPHG<sup>apicoplast-null</sup> IC<sub>50</sub>, 0.63 &#x3bc;M; D10-PfPHG<sup>wildtype</sup> IC<sub>50</sub>, 0.62 &#x3bc;M. P=NS). <bold>(D)</bold> A9 (D10-PfPHG<sup>apicoplast-null</sup> IC<sub>50</sub>, 1.4 &#x3bc;M; D10-PfPHG<sup>wildtype</sup> IC<sub>50</sub>, 1.8 &#x3bc;M. P=NS). <bold>(E)</bold> A11 (D10-PfPHG<sup>apicoplast-null</sup> IC<sub>50</sub>, 1.6 &#x3bc;M; D10-PfPHG<sup>wildtype</sup> IC<sub>50</sub>, 2.9 &#x3bc;M. P=NS). <bold>(F)</bold> B2 (D10-PfPHG<sup>apicoplast-null</sup> IC<sub>50</sub>, 0.17 &#x3bc;M; D10-PfPHG<sup>wildtype</sup> IC<sub>50</sub>, 0.16 &#x3bc;M. P=NS). Data represents the means of 2 (or more) experiments expressed as percentage of non-inhibitory control and error bars represent the SEM.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-12-1063407-g004.tif"/>
</fig>
</sec>
<sec id="s3_6">
<title>Activity of azithromycin analogues against bacterial ribosomes</title>
<p>The azithromycin analogues examined in this study featured a range of modifications that could contribute to improved quick-killing potency, however, we identified that these analogues also lost delayed-death activity. While the activity of these analogues have been addressed previously using a number of macrolide resistant <italic>Streptococcus pneumoniae</italic> strains, these studies did not test the analogues activity against an erythromycin sensitive <italic>S. pneumoniae</italic> (<xref ref-type="bibr" rid="B71">Yan et&#xa0;al., 2017</xref>), thus precluding direct comparison to our earlier study that assessed quick-killing analogue activity against an erythromycin sensitive strain of <italic>S. pneumoniae</italic> (<xref ref-type="bibr" rid="B8">Burns et&#xa0;al., 2020</xref>). Therefore, to allow clearer comparison of whether analogues with quick-killing antimalarial activity had lost or reduced activity against a bacterial ribosome we tested the potency of all 22 analogues against the gram-positive, azithromycin sensitive, bacteria <italic>S. pneumoniae</italic> (D39) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;9</bold>
</xref>). However, none of the analogues showed growth inhibitory activity against <italic>S. pneumoniae</italic> that was equivalent to azithromycin (MIC 0.125 &#x3bc;M) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;9</bold>
</xref>). As the intact desosamine sugar is required for binding to the bacterial-like ribosome (<xref ref-type="bibr" rid="B46">Schlunzen et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B45">Schlunzen et&#xa0;al., 2003</xref>), it was no surprise that Group C and D compounds (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables&#xa0;3, 4</bold>
</xref>), featuring a desosamine modification, showed limited evidence of targeting bacterium-like ribosomes in this bacterial strain (MICs &gt;4 &#x3bc;M). Group A, featured a cyclic carbonate in the 11, 12 positions and aryl or alkyl carbamoyl substitution in the 3-position of descladinosylazithromycin, and B analogues, featuring aryl or alkyl carbamoyl substitution of both the 3- and the 11- position of descladinosylazithromycin, also showed minimal growth inhibition after treating <italic>S. pneumoniae</italic> with MICs &gt;1 &#x3bc;M. The only exception in this series was B1 that featured high-nanomolar activity (MIC, 0.25 &#x3bc;M), suggesting this analogue may retain some activity against bacterial ribosomes or has non-specific activity against the bacteria since it was not active against the ribosome of the apicoplast (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;9</bold>
</xref>).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>Recently, we demonstrated that azithromycin and related macrolides that inhibit translation by the bacterium-like ribosomes of the malaria apicoplast and cause &#x2018;delayed death&#x2019; of the second-generation of daughter parasites (<xref ref-type="bibr" rid="B49">Sidhu et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B15">Dahl and Rosenthal, 2007</xref>; <xref ref-type="bibr" rid="B19">Goodman et&#xa0;al., 2007</xref>) also kill blood stage parasites though &#x2018;quick-killing&#x2019; and that chemical modification improves this activity (<xref ref-type="bibr" rid="B67">Wilson et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B8">Burns et&#xa0;al., 2020</xref>). Here, we characterised a panel of azithromycin analogues, previously demonstrated to have moderate efficacy against bacteria (<xref ref-type="bibr" rid="B71">Yan et&#xa0;al., 2017</xref>) for their inhibitory activity against malaria parasites. Twenty-two azithromycin analogues were assessed for quick-killing and delayed death activities against <italic>P. falciparum</italic> and <italic>P. knowlesi</italic>. We identified 17 of 22 analogues with improved in cycle potency against <italic>P. falciparum</italic> and 18 showing improved quick-killing (28 hrs treatment) for <italic>P. knowlesi</italic>, in comparison to azithromycin. Improvements in quick-killing were evident across a range of chemotypes and the activity of analogues investigated in this study was similar for both malaria <italic>Plasmodium</italic> species. Descladinosylazithromycin analogue C1 (3-<italic>O</italic>-(3-chlorophenyl) carbamoyl) was found to have the most potent quick-killing activity against <italic>P. falciparum</italic>. Whereas descladinosylazithromycin analogue A2 (3-<italic>O</italic>-(3-methylphenyl) carbamoyl), A13 (3-<italic>O</italic>-(phenyl) carbamoyl) and B2 (11-O-(hexyl) carbamoyl, 3-O-(3-methoxyphenyl) carbamoyl) were the most potent quick-killing analogues against <italic>P. knowlesi.</italic> We have previously identified that loss of azithromycin&#x2019;s cladinose sugar results in a 6.5-fold reduction in potency against malaria parasites (<xref ref-type="bibr" rid="B67">Wilson et&#xa0;al., 2015</xref>). However, in this study improved quick-killing activity of analogues was evident even for those that had functionality substituted in place of the cladinose sugar. In general, due to the small size of the analogue study set, the limited structural diversity in the molecular framework and peripheral substitutions, there was no clear structural modification or functional group commonality between the most active compounds that can be exploited to prioritise further development of their quick-killing activity.</p>
<p>Previously, we showed azithromycin analogues to have remarkably rapid potency against early ring-stage parasites with 6 and 12 hrs treatments compared to treatment across one full cycle of intracellular growth (0-44 hrs) (<xref ref-type="bibr" rid="B8">Burns et&#xa0;al., 2020</xref>). While the compounds described in this study did not reach the potency of several analogues we described previously (<xref ref-type="bibr" rid="B8">Burns et&#xa0;al., 2020</xref>), the most potent analogues showed a clear growth inhibitory phenotype against early ring stage parasites, with underdeveloped parasites visible with 12 hrs of treatment. The growth inhibitory profile with treatment at early ring stages (0-6 hours post invasion) and later rings stages (0-12 hours) was most similar in profile to what we found for dihydroartemisinin (IC<sub>50</sub>; 0-6 hrs, 0.011 &#x3bc;M; 0-12 hrs, 0.009 &#x3bc;M) than that of chloroquine (IC<sub>50</sub>; 0-6 hrs, 0.15 &#x3bc;M; 0-12 hrs, 0.052 &#x3bc;M) in our previous study examining the activity of a different set of azithromycin analogues (<xref ref-type="bibr" rid="B8">Burns et&#xa0;al., 2020</xref>). As most antimalarials inhibit trophozoite or schizont stage parasites (<xref ref-type="bibr" rid="B73">Zhang et&#xa0;al., 1986</xref>; <xref ref-type="bibr" rid="B12">Cowman et&#xa0;al., 1988</xref>; <xref ref-type="bibr" rid="B68">Wilson et&#xa0;al., 2013</xref>), the fact these diverse analogues remained active with &lt;12 hrs of treatment at concentrations similar to that required to kill parasites across 44 hrs is promising for azithromycin&#x2019;s re-development as a quick-killing antimalarial.</p>
<p>To date, the mechanism of quick-killing for azithromycin and analogues has not been completely elucidated. Evidence from metabolomics studies using C1 from this study and analogues in a preceding study (<xref ref-type="bibr" rid="B8">Burns et&#xa0;al., 2020</xref>) indicate that some alterations in parasite metabolites with treatment of azithromycin and analogues resembled that observed for chloroquine, wherein a pattern of non-haemoglobin peptide is enriched (<xref ref-type="bibr" rid="B13">Creek et&#xa0;al., 2016</xref>). These data suggest that one of the sites of azithromycin analogues quick-killing activity could be the parasite&#x2019;s food vacuole. Indeed, azithromycin is known to accumulate within acidic compartments of various cells (<xref ref-type="bibr" rid="B23">Kanoh and Rubin, 2010</xref>; <xref ref-type="bibr" rid="B52">Stepanic et&#xa0;al., 2011</xref>) and the cationic profile and lipophilic properties of azithromycin are improved through modification (<xref ref-type="bibr" rid="B67">Wilson et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B39">Peric et&#xa0;al., 2021</xref>) which may potentiate the accumulation and damage caused by the drug within acidic compartments. Further supporting this possibility, compound C1 also caused a build-up of peptides that could be linked back to haemoglobin, a signature not shared with azithromycin, dihydroartemisinin or chloroquine in these experiments that highlights that activity against the food vacuole may be an important mechanism for azithromycin analogues, in addition to other multi-factorial actions.</p>
<p>Interestingly, azithromycin and analogues do not completely mimic the activity of chloroquine. Firstly, azithromycin and a range of analogues tested with different modifications have activity against very early ring stage parasites, a stage of the lifecycle that chloroquine typically is considered to have poor activity against (<xref ref-type="bibr" rid="B73">Zhang et&#xa0;al., 1986</xref>; <xref ref-type="bibr" rid="B68">Wilson et&#xa0;al., 2013</xref>) (<xref ref-type="bibr" rid="B8">Burns et&#xa0;al., 2020</xref>), although a recent study suggests that faster growing <italic>P. falciparum</italic> lines can show sensitivity at early ring stages with 0-8 hour treatments (<xref ref-type="bibr" rid="B37">Murithi et&#xa0;al., 2020</xref>). The food vacuole itself is only fully formed by mid-ring stages (~12 hrs post invasion), removing the predominant site of chloroquine-like activity as a logical target during early ring stage development (<xref ref-type="bibr" rid="B16">Dluzewski et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B1">Abu Bakar et&#xa0;al., 2010</xref>). However, there is evidence that haemoglobin digestion occurs earlier in the lifecycle and therefore, azithromycin and analogues could act against this early digestive activity as the parasite develops (<xref ref-type="bibr" rid="B1">Abu Bakar et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B69">Xie et&#xa0;al., 2016</xref>). Secondly, the quick-killing activity of azithromycin and analogues is known to disrupt <italic>Plasmodium</italic> spp. merozoite invasion of RBCs as well as short term intracellular development and host-cell invasion of a related apicomplexan parasite, <italic>Toxoplasma gondii</italic> (<xref ref-type="bibr" rid="B26">Lee et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B67">Wilson et&#xa0;al., 2015</xref>). Neither <italic>Plasmodium</italic> merozoites nor <italic>T. gondii</italic> digest haemoglobin. Therefore, the quick-killing activity of azithromycin and analogues may encompass a number of mechanisms of action against the malaria parasite, but activity against the parasite&#x2019;s food vacuole appears to be a target during trophozoite stages.</p>
<p>We found the lead analogues had minimal <italic>in vitro</italic> activity against the related apicomplexan parasite <italic>T. gondii</italic> and moderate activity against human cells, with most exhibiting &gt;5-fold selectivity against <italic>P. falciparum</italic> parasites over human Huh-7D cells. This suggests that there may be limited general anti-Apicomplexa activity for these analogues, and that host toxicity warrants further evaluation if they are to be further developed as antimalarials. One caveat to this is that standard culture conditions, such as gas mix and growing medium, differ between malaria parasites and the <italic>Toxoplasma</italic> and mammalian cell cultures. Such differences have been shown to impact on activity of some drugs against malaria (<xref ref-type="bibr" rid="B17">Duffy and Avery, 2017</xref>) and it is a possibility that differences in standard tissue culture conditions could also impact on the activity of the drugs tested in this study.</p>
<p>An important consideration in developing azithromycin analogues as quick-killing antimalarials includes the safety and non-specific activity against the gut microbiome and other bacteria (<xref ref-type="bibr" rid="B63">Wei et&#xa0;al., 2018</xref>). The known mechanism of action of azithromycin against malaria parasites is the result of targeting of the bacterium-like ribosome of the parasite apicoplast (<xref ref-type="bibr" rid="B49">Sidhu et&#xa0;al., 2007</xref>). As an antimalarial, it would be highly desirable to develop azithromycin analogues that have both delayed death prophylaxis and quick-killing activities which could prevent parasite recrudescence, and reduce emergence of drug resistant parasites during treatment. However it is also possible that the remaining antibacterial activity could have off-target effects on the human microbiome and enrich for macrolide resistant pathogenic bacteria (<xref ref-type="bibr" rid="B53">Sutcliffe et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B47">Schroeder and Stephens, 2016</xref>; <xref ref-type="bibr" rid="B63">Wei et&#xa0;al., 2018</xref>). Thus, an alternative is to develop an azithromycin analogue featuring improved quick-killing for treatment of clinical malaria, but no activity against the bacterium-like ribosome. Azithromycin analogues tested in this study showed no significant activity against the apicoplast ribosome, with parasites lacking an apicoplast being equally susceptible to azithromycin analogues as wildtype parasites (<xref ref-type="bibr" rid="B72">Yeh and DeRisi, 2011</xref>; <xref ref-type="bibr" rid="B60">Uddin et&#xa0;al., 2018</xref>). Moreover, analogues lost potency relative to azithromycin against the azithromycin sensitive <italic>S. pneumoniae</italic> (strain D39). Together, these data suggest that modifications of the diverse azithromycin analogues tested in this study have largely removed activity against bacterium-like ribosomes, providing several new azithromycin-based structures to develop quick-killing specific antimalarials if desired.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusions</title>
<p>We have shown that azithromycin analogues with modest and variable efficacy against bacterial pathogens have improved quick-killing activity against blood-stage malaria parasites. The most potent analogues showed cross-species efficacy against both human and zoonotic <italic>Plasmodium</italic> species and 1.6 to 15-fold selectivity index for parasites over mammalian cells. Metabolomics analysis of drug treated, trophozoite stage parasites supports that the food vacuole of the parasite may be a site of drug activity, but the activity against early ring stage parasites indicates that they provide a broader spectrum of activity against blood stage parasite development than the clinically used food-vacuole targeting antimalarial chloroquine. Analogues showed limited efficacy against <italic>T. gondii</italic> and in assays that assessed activity against bacterium-like ribosomes, suggesting that quick-killing antimalarial activity can be selected over antibiotic activity for this diverse range of chemotypes. This study shows that these chemotypes may be appropriate starting points for development of antimalarials with broad blood stage quick-killing activity, but other azithromycin analogues would be preferred for the development of drugs that have favourable delayed-death and quick-killing dual mechanisms of action.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>Metabolomics spectrometry data and search results have been deposited to the NIH Common Fund's National Metabolomics Data Repository (NMDR) website, the Metabolomics Workbench, <uri xlink:href="https://www.metabolomicsworkbench.org">https://www.metabolomicsworkbench.org</uri> where it has been assigned Project ID (ST001315). The data can be accessed directly via it's Project DOI: (<ext-link ext-link-type="doi" xlink:href="10.21228/M8DT4D">10.21228/M8DT4D</ext-link>). Other datasets used in this study are available from the corresponding author on reasonable request.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>Study design and planning AB, BS, CG, DC, RO&#x2019;H, JB, GM, DW. Performed experiments and generated reagents AB, MG, KM, GS, SF, DW. Provision of azithromycin analogues HV, SM. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This work was made possible through the National Health and Medical Research Council of Australia (Project Grant 1143974 to DW, GM, BS, and CG; Development Grant 1113712 to BS; Career Development (II) Fellowship 1148700 to DC) and the Victorian State Government Operational Infrastructure Support and Australian Government NHMRC IRIISS. DW is a Hospital Research Foundation Fellow, BS is a Corin Centenary Fellow, JB is an NHMRC Investigator GrantFellow 1173046, AB was supported by an ARC-RTP scholarship. This work is supported by NIH grant U2C-DK119886.</p>
</sec>
<sec id="s9" sec-type="acknowledment">
<title>Acknowledgments</title>
<p>Human erythrocytes were kindly provided by the Red Cross Blood Bank (Adelaide, Australia). Metabolomics analysis was performed at the Monash Proteomics and Metabolomics Facility.</p>
</sec>
<sec id="s10" sec-type="COI-statement">
<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>
<sec id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<sec id="s12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fcimb.2022.1063407/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcimb.2022.1063407/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM1" mimetype="application/pdf"/>
<supplementary-material xlink:href="DataSheet_2.pdf" id="SM2" mimetype="application/pdf"/>
</sec>
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