<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="brief-report" dtd-version="2.3" xml:lang="EN">
<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.2024.1396786</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Brief Research Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Incomplete <italic>Plasmodium falciparum</italic> growth inhibition following piperaquine treatment translates into increased parasite viability in the <italic>in vitro</italic> parasite reduction ratio assay</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Walz</surname>
<given-names>Annabelle</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2675017"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sax</surname>
<given-names>Sibylle</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Scheurer</surname>
<given-names>Christian</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tamasi</surname>
<given-names>Balint</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>M&#xe4;ser</surname>
<given-names>Pascal</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/995656"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wittlin</surname>
<given-names>Sergio</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2707285"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Medical Parasitology and Infection Biology, Swiss Tropical and Public Health Institute</institution>, <addr-line>Allschwil</addr-line>, <country>Switzerland</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>University of Basel</institution>, <addr-line>Basel</addr-line>, <country>Switzerland</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Paola Favuzza, The University of Melbourne, Australia</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Darren J. Creek, Monash University, Australia</p>
<p>Nick Proellochs, Radboud University Medical Centre, Netherlands</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Sergio Wittlin, <email xlink:href="mailto:sergio.wittlin@swisstph.ch">sergio.wittlin@swisstph.ch</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>04</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>14</volume>
<elocation-id>1396786</elocation-id>
<history>
<date date-type="received">
<day>06</day>
<month>03</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>15</day>
<month>04</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Walz, Sax, Scheurer, Tamasi, M&#xe4;ser and Wittlin</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Walz, Sax, Scheurer, Tamasi, M&#xe4;ser and Wittlin</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Antimalarial resistance to the first-line partner drug piperaquine (PPQ) threatens the effectiveness of artemisinin-based combination therapy. <italic>In vitro</italic> piperaquine resistance is characterized by incomplete growth inhibition, i.e. increased parasite growth at higher drug concentrations. However, the 50% inhibitory concentrations (IC<sub>50</sub>) remain relatively stable across parasite lines. Measuring parasite viability of a drug-resistant Cambodian <italic>Plasmodium falciparum</italic> isolate in a parasite reduction ratio (PRR) assay helped to better understand the resistance phenotype towards PPQ. In this parasite isolate, incomplete growth inhibition translated to only a 2.5-fold increase in IC<sub>50</sub> but a dramatic decrease of parasite killing in the PRR assay. Hence, this pilot study reveals the potential of <italic>in vitro</italic> parasite viability assays as an important, additional tool when it comes to guiding decision-making in preclinical drug development and post approval. To the best of our knowledge, this is the first time that a compound was tested against a drug-resistant parasite in the <italic>in vitro</italic> PRR assay.</p>
</abstract>
<kwd-group>
<kwd>PRR assay</kwd>
<kwd>drug resistance</kwd>
<kwd>piperaquine</kwd>
<kwd>parasite viability</kwd>
<kwd>growth inhibition assay</kwd>
<kwd>4-aminoquinoline</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="38"/>
<page-count count="6"/>
<word-count count="3483"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Clinical Microbiology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Artemisinin-based combination therapies (ACTs) are the mainstay of malaria therapy. Since their introduction about 20 years ago, they have prevented the death of millions (<xref ref-type="bibr" rid="B38">World Health Organization, 2023</xref>). Today, resistance to artemisinin and its partner drugs is threatening the effectiveness of ACTs (<xref ref-type="bibr" rid="B38">World Health Organization, 2023</xref>). Indeed, reports of ACT treatment failures are mounting. Amongst the six ACTs currently recommended by the World Health Organization for the treatment of uncomplicated malaria (<xref ref-type="bibr" rid="B37">World Health Organization, 2022</xref>), dihydroartemisinin-piperaquine (DHA-PPQ) experiences most treatment failures. For instance, half of the therapeutic efficacy studies conducted in the WHO Western Pacific Region between 2015 and 2021 reported treatment failure in at least 10% of the participants following DHA-PPQ therapy (<xref ref-type="bibr" rid="B38">World Health Organization, 2023</xref>).</p>
<p>Whilst reduced susceptibility to DHA (or artemisinin) is well described (<xref ref-type="bibr" rid="B29">Teuscher et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B36">Witkowski et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B34">Witkowski et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B3">Ariey et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B4">Birnbaum et&#xa0;al., 2020</xref>), the mechanism of PPQ resistance is not fully elucidated yet. Elevated 50% and 90% inhibitory concentrations (IC<sub>50</sub> and IC<sub>90</sub>) of PPQ immediately determined <italic>ex vivo</italic> in Cambodian patient isolates were detected as early as 2013 and showed a significant association with DHA-PPQ treatment failure (<xref ref-type="bibr" rid="B26">Saunders et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B7">Chaorattanakawee et&#xa0;al., 2016</xref>). In addition, culture-adapted, <italic>k13</italic>-mutant parasites isolated from DHA-PPQ-treated patients in Cambodia repeatedly demonstrated abnormal dose-response curves in <italic>in vitro</italic> growth inhibition assays following PPQ exposure (<xref ref-type="bibr" rid="B13">Duru et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B5">Bopp et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B24">Ross et&#xa0;al., 2018</xref>). These curves were characterized by persistent parasite growth, i.e. incomplete growth inhibition, or even an increase in parasite growth at high drug concentrations (~200 nM and higher), and hence were often difficult to interpret. To allow for better monitoring of PPQ resistance, Duru et&#xa0;al. developed the PPQ survival assay (PSA<sub>0-3h</sub>), a washout assay tailored to the pharmacological profile of the drug in humans (<xref ref-type="bibr" rid="B13">Duru et&#xa0;al., 2015</xref>). Increased survival in the PSA<sub>0-3h</sub> (i.e. &gt; 10%) was not only associated with abnormal dose-response curves, but also with treatment failure in the patients from whom the parasite isolate originated (<xref ref-type="bibr" rid="B13">Duru et&#xa0;al., 2015</xref>). Finally, studies aiming at identifying genetic markers of PPQ resistance pointed to an association with amplifications in <italic>plasmepsin 2</italic> and <italic>3</italic> (<xref ref-type="bibr" rid="B1">Agrawal et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B2">Amato et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B35">Witkowski et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B5">Bopp et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B17">Kane et&#xa0;al., 2023</xref>), or single nucleotide polymorphisms in <italic>exonuclease</italic> (<xref ref-type="bibr" rid="B2">Amato et&#xa0;al., 2017</xref>) and <italic>chloroquine-resistance transporter</italic> (<italic>crt</italic>) (<xref ref-type="bibr" rid="B13">Duru et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B1">Agrawal et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B9">Dhingra et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B24">Ross et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B10">Dhingra et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B14">Gomez et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B17">Kane et&#xa0;al., 2023</xref>).</p>
<p>Compounds exhibiting an incomplete growth inhibition phenotype are routinely being picked up in drug screening activities conducted on a panel of drug-resistant field isolates, e.g. as observed in a lead-optimization study on 2,6-imidazopyridines (<xref ref-type="bibr" rid="B19">Le Manach et&#xa0;al., 2018</xref>). In fact, this phenotype is considered a warning sign and often prompts closer examination. In this pilot study, we were interested in how a compound with an incomplete growth inhibition phenotype, i.e. PPQ, performs when measuring parasite viability rather parasite growth. Providing highly sensitive and rich pharmacodynamic data, parasite viability has proven to be a superior measure of drug activity than conventional readouts such as <italic>in vitro</italic> growth inhibition or <italic>in vivo</italic> parasite clearance (<xref ref-type="bibr" rid="B25">Sanz et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B23">Rebelo et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B30">Walz et&#xa0;al., 2023</xref>). Therefore, we tested PPQ in the <italic>in vitro</italic> parasite reduction ratio (PRR) assay version 2 (<xref ref-type="bibr" rid="B30">Walz et&#xa0;al., 2023</xref>), an assay used to measure parasite viability, against the drug-sensitive <italic>P. falciparum</italic> strain NF54 and the Cambodian field isolate RF12 (also known in the literature as PH1263-C (<xref ref-type="bibr" rid="B24">Ross et&#xa0;al., 2018</xref>)). We show that measuring parasite viability provides a much clearer picture of the resistance phenotype to PPQ, and hence might also have the potential to support decision-making with respect to candidate prioritization in preclinical development and treatment policy changes in the post-marketing phase.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Compounds</title>
<p>Piperaquine tetraphosphate (piperaquine, PPQ) powder was obtained from AK Scientific (#H853, Lot 70313H, 98% purity) and has a molecular weight of 999.55 g/mol.</p>
<p>Chloroquine diphosphate (CQ) powder served as an internal control in the growth inhibition assays. It was purchased from Sigma Life Science (#C6628, Lot BCBM9716V, &#x2265; 98% purity) and has a molecular weight of 515.86 g/mol.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Parasite origin and cultivation</title>
<p>The drug-sensitive <italic>Plasmodium falciparum</italic> strain NF54 (isolated from a patient living close to an airport in the Netherlands) was kindly provided by F. Hoffmann-La Roche Ltd. (Basel, Switzerland). The Cambodian patient isolate PH1263-C (RF12) was a gift from Prof. Dr. David Fidock (Columbia University Irving Medical Center, New York), harbors a H97Y and a C580Y mutation on the <italic>P. falciparum chloroquine resistance transporter</italic> gene and the <italic>kelch 13</italic> gene, respectively, and carries a single copy of the <italic>P. falciparum multidrug resistance 1</italic> gene (<xref ref-type="bibr" rid="B24">Ross et&#xa0;al., 2018</xref>). Asexual blood stages of both strains were maintained in humidified modular chambers at 37&#xb0;C and 93% N<sub>2</sub>, 4% CO<sub>2</sub>, and 3% O<sub>2</sub> (hereinafter referred to as &#x201c;standard conditions&#x201d;) in accordance with <xref ref-type="bibr" rid="B28">Snyder et&#xa0;al. (2007)</xref>. The culture medium (CM) consisted of RPMI 1640 (10.44 g/L) supplemented with HEPES (5.94 g/L), NaHCO<sub>3</sub> (2.1 g/L), Neomycin (100 &#x3bc;g/mL), hypoxanthine (50 mg/L), and albuMAX&#x2122; (5 g/L). The human erythrocytes were obtained from the blood donation center Zurich.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>[<sup>3</sup>H]hypoxanthine growth inhibition assay</title>
<p>Inhibition of parasite growth was assessed via the incorporation of radiolabeled hypoxanthine and in accordance with <xref ref-type="bibr" rid="B28">Snyder et&#xa0;al. (2007)</xref>. Briefly, unsynchronized <italic>P. falciparum</italic> cultures (NF54 or RF12) were exposed to a 64-fold range of compound at a parasitemia of 0.3% and a hematocrit of 1.25% under standard conditions. After 48 hours, 0.25 &#xb5;Ci of [<sup>3</sup>H]hypoxanthine was added and the cultures were incubated for another 24 hours. The assay was terminated by fully freezing the culture plates at -20&#xb0;C. Thawed plates were harvested with a Microbeta FilterMate cell harvester (Perkin Elmer, Waltham, MA, USA), which transferred the lysed red blood cells onto a glass fiber filter. The dried filters were inserted into a plastic foil with 3.5 mL of scintillation fluid and counted in a MicroBeta2 liquid scintillation counter (Perkin Elmer, Waltham, MA, USA). The results were recorded as counts per minute (cpm) and individual IC<sub>50</sub> values were calculated by linear interpolation (<xref ref-type="bibr" rid="B16">Huber and Koella, 1993</xref>) in a graphical program. CQ served as internal compound control and the obtained IC<sub>50</sub> values were in alignment with our own previously published data (<xref ref-type="bibr" rid="B30">Walz et&#xa0;al., 2023</xref>).</p>
<p>To calculate median IC<sub>50</sub> values, we estimated Bayesian hierarchical dose-response models for each strain-drug combination separately. Within each model, the hierarchical model structure allows the individual biological replicates to differ in their dose-response characteristics, but still assumes that there exists a &#x201c;population level&#x201d; dose-response relationship of which the individual biological replicates represent special cases. With this modeling approach, we retained flexibility in terms of between-group (i.e., on the level of biological replicates) variations, but also achieve partial pooling, that is, we borrow information from all observations for the estimation of each single, replicate-level dose-response parameter. Moreover, as the hierarchical model naturally accommodates grouped data, our inference naturally takes the correlation structure in the dataset into account. The Bayesian estimation with Markov Chain Monte Carlo (<xref ref-type="bibr" rid="B6">Carpenter et&#xa0;al., 2017</xref>) enables us to perform exact inference on the population-level dose-response curves, which is of primary interest in our analysis. Detailed description of the statistical model is given in the <xref ref-type="supplementary-material" rid="SM1">
<bold>Statistical Appendix</bold>
</xref> (Section 1), along with considerations regarding the error structure of the model (Section 1.3), the different model variants (Sections 1.1 and 1.3), prior choices (Section 1.2), and model checking results (Sections 2.4 and 2.5).</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Parasite reduction ratio assay</title>
<p>Viability of the parasites was assessed according to the PRR assay V2 (<xref ref-type="bibr" rid="B30">Walz et&#xa0;al., 2023</xref>). In brief, unsynchronized <italic>P. falciparum</italic> cultures (NF54 and RF12, with average growth rates (ln scale) ranging from 0.047 to 0.048 and from 0.041 to 0.043, respectively (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>)) were adjusted to 0.3% parasitemia and 1.25% hematocrit using fresh human erythrocytes and CM. To initiate the assay, culture aliquots were incubated in 6-well plates (Falcon #353046) with fresh compound solution at a concentration corresponding to 10 &#xd7; IC<sub>50</sub> and under standard conditions. CM and compound were replenished every 24 hours. Before the first treatment (0 hours) and after 24, 48, 72, 96 and 120 hours, 3 mL of culture were sampled from the corresponding well and compound was removed by washing three times in 3 mL of CM (centrifugation: 2 min, 600 g). The complete removal of compound after washing was verified by incubating the supernatant recovered after the last washing step with fresh cultures of parasites for 72 h, ensuring that no growth inhibition was detected. In a 96-well plate (Sarstedt #83.3924), four technical replicates of each sample (eight for untreated controls) were serially diluted by factor four before being incubated again for 14 days. Once a week, culture medium was replenished and fresh erythrocytes were provided. After 13 days, the medium was replaced with 0.5 &#xb5;Ci of [<sup>3</sup>H]hypoxanthine in hypoxanthine-free CM and another 24 hours later, the plates were put at -20&#xb0;C until fully frozen. Thawed plates were harvested with a Microbeta FilterMate cell harvester (Perkin Elmer, Waltham, MA, USA), which transferred the lysed red blood cells onto a glass fiber filter. The dried filters were inserted into a plastic foil with 3.5 mL of scintillation fluid and counted in a MicroBeta2 liquid scintillation counter (Perkin Elmer, Waltham, MA, USA). The results were recorded as cpm. In addition, colored spots on the dry filter mat were recorded. They served as visual indicator for parasite growth. Untreated cultures (0 and 48 hours incubation, microscopic readout) served as growth controls. Data analysis was conducted in R (version 4.1.3) and RStudio (version 2022.02.3) according to <xref ref-type="bibr" rid="B30">Walz et&#xa0;al. (2023)</xref> unless a compound was inactive (i.e. no reduction in viable parasites even after 120 hours of compound exposure). For inactive compounds, all parameters were defined as &#x201c;NA&#x201d; or &#x201c;&gt; 120&#x201d; [hours].</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>We first wanted to reproduce the abnormal dose-response curves of PPQ published by <xref ref-type="bibr" rid="B24">Ross et&#xa0;al. (2018)</xref>. For this, we ran growth inhibition assays with the pan-sensitive <italic>P. falciparum</italic> isolate NF54 and the PPQ-resistant Cambodian field isolate RF12, which carries mutations in <italic>kelch13</italic> (C580Y) and <italic>Pfcrt</italic> (H97Y) and a single copy of <italic>Pfmdr1.</italic> Both lines were tested in n = 6 biological replicates (each with n = 2 technical replicates). Whilst the sensitive parasite isolate displayed an exemplary sigmoidal dose-response curve with a single-digit nanomolar IC<sub>50</sub> value (7.7 nM) for PPQ (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), the Cambodian isolate presented an abnormal dose-response phenotype that was characterized by a plateau at around 15.3% parasite growth towards the highest PPQ concentrations tested, i.e. an incomplete growth inhibition phenotype (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). The median IC<sub>50</sub> of the Cambodian isolate increased by a factor of 2.5 to 19.3 nM compared to the drug-sensitive parasite isolate (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Pharmacodynamic parameters of piperaquine (PPQ) generated in the growth inhibition assay and the viability (PRR) assay with <italic>P. falciparum</italic> NF54 and RF12.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="center"/>
<th valign="top" align="center">
<italic>P. falciparum</italic> NF54</th>
<th valign="top" align="center">
<italic>P. falciparum</italic> RF12</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="top" colspan="3" align="left">Growth inhibition assay</th>
</tr>
<tr>
<td valign="top" align="left">Median IC<sub>50</sub> [90% credible interval] (nM)</td>
<td valign="top" align="center">7.66 [5.30 &#x2013; 11.43]</td>
<td valign="top" align="center">19.25 [12.47 &#x2013; 29.65]</td>
</tr>
<tr>
<td valign="top" align="left">Hill slope [90% credible interval]</td>
<td valign="top" align="center">9.28 [6.21 &#x2013; 16.84]</td>
<td valign="top" align="center">4.98 [3.36 &#x2013; 8.39]</td>
</tr>
<tr>
<td valign="top" align="left">% parasite growth at plateau</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">15.31 [7.6 &#x2013; 28.09]</td>
</tr>
<tr>
<th valign="top" colspan="3" align="left">Viability (PRR) assay</th>
</tr>
<tr>
<td valign="top" align="left">Log<sub>10</sub>(PRR) [min, max]</td>
<td valign="top" align="center">4.4 [4.3, 4.4]</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="left">Lag time [min, max] (h)</td>
<td valign="top" align="center">0 [0, 0]</td>
<td valign="top" align="center">&gt;120</td>
</tr>
<tr>
<td valign="top" align="left">PCT<sub>99.9%</sub> [min, max] (h)</td>
<td valign="top" align="center">33.2 [32.5, 33.9]</td>
<td valign="top" align="center">&gt;120</td>
</tr>
<tr>
<td valign="top" align="left">Pharmacodynamic category</td>
<td valign="top" align="center">fast</td>
<td valign="top" align="center">slow/inactive</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The PRR assay parameters are based on an assay concentration corresponding to 10&#xd7; IC<sub>50</sub> of the respective <italic>P. falciparum</italic> isolate. For logistical reasons, this average IC<sub>50</sub> value was calculated from a subset of the n = 6 biological replicates used in the dose-response analysis of the growth inhibition assay. IC<sub>50</sub>, 50% inhibitory concentration; PRR, parasite reduction ratio assay; PCT<sub>99.9%</sub>, 99.9% parasite clearance time. NA, not applicable.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>
<bold>(A)</bold> Piperaquine (PPQ) dose-response curves generated in a [<sup>3</sup>H]hypoxanthine growth inhibition assay with <italic>P. falciparum</italic> NF54 (blue) and RF12 (red). Large dots are the means of n = 6 biological replicates, each consisting of n = 2 technical replicates (small dots). The black lines are the medians of the posterior predictive distribution and the shaded areas denote the 90% predictive intervals. <bold>(B)</bold> PPQ killing curves generated in parasite reduction ratio assays with the same <italic>P. falciparum</italic> isolates. Large dots are the means of n = 2 biological replicates and small dots are the means of n = 4 technical replicates from within each biological replicate. The shaded area represents the range between the two biological replicates. The killing curves are based on a PPQ concentration corresponding to 10&#xd7; IC<sub>50</sub> of the respective <italic>P. falciparum</italic> isolate.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-14-1396786-g001.tif"/>
</fig>
<p>In a next step, we used the same two parasite isolates to initiate independent PRR assays in order to assess parasite viability following PPQ exposure. In contrast to the growth inhibition assay, here the parasites are serially diluted and re-cultivated in the absence of drug after a certain duration of drug exposure, so that they &#x2013; if viable &#x2013; can reestablish a parasite culture. In line with previous experiments conducted in-house with the drug-sensitive <italic>P. falciparum</italic> isolate NF54, PPQ treatment resulted in a fast, chloroquine-like killing profile. An immediate onset of drug activity was accompanied by a PRR of 4.4 rendering almost all parasites non-viable after 48 hours of drug exposure (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>, <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). In contrast, when assessed in the Cambodian isolate RF12, PPQ treatment did not result in a decline of viable parasites (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). Instead, the number of viable parasites increased by a factor of 10, approximately, within the first 96 hours of treatment, hence indicating a lack of drug activity in this parasite isolate.</p>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>In the recent years, field isolates of <italic>P. falciparum</italic> have repeatedly demonstrated abnormal dose-response curves following PPQ exposure <italic>in vitro</italic>. Stagnation or even increase of parasite growth towards higher PPQ concentrations was associated with increased survival in the PSA (<xref ref-type="bibr" rid="B13">Duru et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B24">Ross et&#xa0;al., 2018</xref>), specific genotypes (<xref ref-type="bibr" rid="B5">Bopp et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B24">Ross et&#xa0;al., 2018</xref>), and with increased treatment failure in DHA-PPQ-treated patients (<xref ref-type="bibr" rid="B13">Duru et&#xa0;al., 2015</xref>). With the goal to better understand this incomplete growth inhibition phenotype, we assessed the viability of a culture-adapted field isolate in the PRR assay, i.e. a viability assay. To the best of our knowledge, this is the first time a <italic>P. falciparum</italic> strain other than the drug-sensitive ones (<italic>P. falciparum</italic> 3D7 or NF54) was tested in the <italic>in vitro</italic> PRR assay. Using PPQ as an example, we found that incomplete growth inhibition translates in a drastic increase in parasite viability when assessed in a PPQ-resistant Cambodian field isolate as compared to its drug-sensitive counterpart. Importantly, PPQ was previously considered fast-acting according to the classical PRR assay conducted with the drug-sensitive <italic>P. falciparum</italic> isolate NF54 and its clone 3D7 (see <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>, and <xref ref-type="bibr" rid="B25">Sanz et&#xa0;al. (2012)</xref>). In the Cambodian field isolate RF12, in contrast, the compound was classified as slow-acting or even inactive.</p>
<p>In that regard, it was particularly striking that the potency shift (i.e. IC<sub>50</sub> shift between drug-sensitive and -resistant parasites) was well below the threshold for drug resistance (defined as a shift &#x2265; 5 (<xref ref-type="bibr" rid="B12">Duffey et&#xa0;al., 2021</xref>) or even &#x2265; 20 (<xref ref-type="bibr" rid="B11">Ding et&#xa0;al., 2012</xref>)), indicating that a shift in IC<sub>50</sub> is not sufficient to evaluate drug susceptibility. Growth inhibition assays conducted with PPQ-resistant parasites in prior studies did also not result in a substantial IC<sub>50</sub> shift (<xref ref-type="bibr" rid="B18">Leang et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B20">Lim et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B27">Saunders et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B5">Bopp et&#xa0;al., 2018</xref>). Yet, the plateau towards higher drug concentrations in dose-response curves might be a first indicator of reduced drug susceptibility. Whether this holds true beyond PPQ remains to be validated in follow-up studies with additional field isolates and chemotypes. Still, minor plateaus may be easily overlooked, especially when the background signal of the underlying readout method is high. Therefore, we argue that viability assays with culture-adapted, drug-resistant field isolates may serve as complementary tool to evaluate the potency of selected, advanced candidates.</p>
<p>The classical PRR assay provides relevant pharmacodynamic parameters, such as the PRR or the <italic>E<sub>max</sub>
</italic>, that shed light on the <italic>in vitro</italic> killing kinetics of a compound in drug-sensitive parasites; these can be used for downstream PK/PD analysis (<xref ref-type="bibr" rid="B33">Wicha et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B30">Walz et&#xa0;al., 2023</xref>), e.g. to predict the effective dose of single drugs or drug combinations in humans. However, our data suggest that solely relying on pharmacodynamic data from a single, drug-sensitive parasite strain may be insufficient, potentially resulting in overestimation of the drug effect in the field setting. Instead, we recommend to assess the pharmacodynamics of advanced drug candidates in the context of an <italic>in vitro</italic> PRR assay on a representative panel of drug-resistant field isolates, similar to the one deployed for cross-resistance testing in growth inhibition assays (<xref ref-type="bibr" rid="B8">Chugh et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B12">Duffey et&#xa0;al., 2021</xref>). This might result in more accurate predictions of drug efficacy in actual malaria patients, ultimately reducing the risk of late withdrawal of drug candidates (and concomitant financial losses and ethical concerns), and hence streamlining the drug development process.</p>
<p>
<italic>In vitro</italic> washout assays other than the PRR assay, such as the ring-stage survival assay (RSA<sub>0-3h</sub>) for artemisinin derivatives (<xref ref-type="bibr" rid="B34">Witkowski et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B31">Walz et&#xa0;al., 2019</xref>) and the PPQ survival assay (PSA) (<xref ref-type="bibr" rid="B13">Duru et&#xa0;al., 2015</xref>), are valuable tools to measure the level of drug resistance in a short amount of time. However, their use is tailored to a specific drug, i.e. to mimic the pharmacokinetic profile (drug exposure and concentration observed in patients), with the intention to monitor the antimalarial efficacy of drugs that are already approved and routinely deployed in the field. The <italic>in vitro</italic> PRR assay, in contrast, allows predicting the risk of drug resistance of diverse preclinical candidates irrespective of their chemotype and pharmacokinetic profile.</p>
<p>The usefulness of parasite viability assays to assess drug resistance <italic>in vivo</italic> was also probed before. In contrast to the conventional measure of <italic>in vivo</italic> drug activity (i.e. parasite clearance (<xref ref-type="bibr" rid="B32">White, 2011</xref>)), parasite viability differentiates between viable and nonviable parasite populations in a sample (<xref ref-type="bibr" rid="B23">Rebelo et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B21">Radohery et&#xa0;al., 2022a</xref>; <xref ref-type="bibr" rid="B22">Radohery et&#xa0;al., 2022b</xref>). Not doing so might result in underestimation of drug efficacy as demonstrated for artesunate in studies conducted in mice and humans (<xref ref-type="bibr" rid="B23">Rebelo et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B22">Radohery et&#xa0;al., 2022b</xref>). Since <italic>in vivo</italic> viability assays provide a more sensitive estimate of drug activity than parasite clearance, they are expected to spot signs of drug resistance earlier. Using a mathematical model, Hastings et&#xa0;al. found that <italic>in vivo</italic> parasite clearance is highly insensitive at detecting drug resistance and does so only if resistance is sufficiently strong, as observed with <italic>kelch13</italic> mutations (<xref ref-type="bibr" rid="B15">Hastings et&#xa0;al., 2015</xref>). Later, Rebelo et&#xa0;al. corroborated this theory by showing that volunteers infected with artemisinin-resistant parasites had a 2-fold longer parasite clearance half-life than volunteers infected with artemisinin-sensitive parasites, whereas the difference in half-lives was 12-fold when parasite viability was measured instead (<xref ref-type="bibr" rid="B23">Rebelo et&#xa0;al., 2020</xref>).</p>
<p>In conclusion, assessing parasite viability following treatment in culture-adapted field isolates has the potential to improve our understanding of antimalarial drug resistance. It will likely result in more accurate predictions of drug efficacy, thereby guiding resistance monitoring in the field and aiding decision-making in preclinical and clinical drug development. In addition, measuring parasite viability in a representative panel of field isolates might help to detect drug resistance earlier, and therefore would allow faster switching of national treatment policies, ultimately preventing the spread of drug resistance.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The manuscript presents research on animals that do not require ethical approval for their study.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>AW: Conceptualization, Formal analysis, Methodology, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. SS: Investigation, Validation, Writing &#x2013; review &amp; editing. CS: Investigation, Validation, Writing &#x2013; review &amp; editing. BT: Formal analysis, Visualization, Writing &#x2013; review &amp; editing. PM: Resources, Supervision, Writing &#x2013; review &amp; editing. SW: Conceptualization, Funding acquisition, Methodology, Project administration, Resources, Supervision, Writing &#x2013; review &amp; editing.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This work was financially supported by the R. Geigy Foundation and the Medicines for Malaria Venture.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We thank Amanda Ross from the Swiss Tropical and Public Health Institute, Switzerland, for the initial support with data analysis.</p>
</ack>
<sec id="s9" 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="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors&#xa0;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>
<sec id="s11" 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.2024.1396786/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcimb.2024.1396786/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="DataSheet_2.pdf" id="SM2" mimetype="application/pdf"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Agrawal</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Moser</surname> <given-names>K. A.</given-names>
</name>
<name>
<surname>Morton</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Cummings</surname> <given-names>M. P.</given-names>
</name>
<name>
<surname>Parihar</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Dwivedi</surname> <given-names>A.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Association of a novel mutation in the <italic>plasmodium falciparum</italic> chloroquine resistance transporter with decreased piperaquine sensitivity</article-title>. <source>J. Infect. Dis.</source> <volume>216</volume>, <fpage>468</fpage>&#x2013;<lpage>476</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/infdis/jix334</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Amato</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Lim</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Miotto</surname> <given-names>O.</given-names>
</name>
<name>
<surname>Amaratunga</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Dek</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Pearson</surname> <given-names>R. D.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Genetic markers associated with dihydroartemisinin-piperaquine failure in <italic>Plasmodium falciparum</italic> malaria in Cambodia: a genotype-phenotype association study</article-title>. <source>Lancet Infect. Dis.</source> <volume>17</volume>, <fpage>164</fpage>&#x2013;<lpage>173</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S1473-3099(16)30409-1</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ariey</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Witkowski</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Amaratunga</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Beghain</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Langlois</surname> <given-names>A.-C.</given-names>
</name>
<name>
<surname>Khim</surname> <given-names>N.</given-names>
</name>
<etal/>
</person-group>. (<year>2014</year>). <article-title>A molecular marker of artemisinin-resistant <italic>Plasmodium falciparum</italic> malaria</article-title>. <source>Nature</source> <volume>505</volume>, <fpage>50</fpage>&#x2013;<lpage>55</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/nature12876</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Birnbaum</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Scharf</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Schmidt</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Jonscher</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Hoeijmakers</surname> <given-names>W. A. M.</given-names>
</name>
<name>
<surname>Flemming</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>A Kelch13-defined endocytosis pathway mediates artemisinin resistance in malaria parasites</article-title>. <source>Science</source> <volume>367</volume>, <fpage>51</fpage>&#x2013;<lpage>59</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1126/science.aax4735</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bopp</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Magistrado</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Wong</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Schaffner</surname> <given-names>S. F.</given-names>
</name>
<name>
<surname>Mukherjee</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Lim</surname> <given-names>P.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Plasmepsin II-III copy number accounts for bimodal piperaquine resistance among Cambodian Plasmodium falciparum</article-title>. <source>Nat. Commun.</source> <volume>9</volume>, <fpage>1769</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41467-018-04104-z</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Carpenter</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Gelman</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Hoffman</surname> <given-names>M. D.</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Goodrich</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Betancourt</surname> <given-names>M.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Stan: A probabilistic programming language</article-title>. <source>J. Stat. Software</source> <volume>76</volume>, <fpage>1</fpage>&#x2013;<lpage>32</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.18637/jss.v076.i01</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chaorattanakawee</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Lon</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Jongsakul</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Gawee</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Sok</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Sundrakes</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2016</year>). <article-title>
<italic>Ex vivo</italic> piperaquine resistance developed rapidly in <italic>Plasmodium falciparum</italic> isolates in northern Cambodia compared to Thailand</article-title>. <source>Malar J.</source> <volume>15</volume>, <fpage>519</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12936-016-1569-y</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chugh</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Scheurer</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Sax</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Bilsland</surname> <given-names>E.</given-names>
</name>
<name>
<surname>van Schalkwyk</surname> <given-names>D. A.</given-names>
</name>
<name>
<surname>Wicht</surname> <given-names>K. J.</given-names>
</name>
<etal/>
</person-group>. (<year>2015</year>). <article-title>Identification and deconvolution of cross-resistance signals from antimalarial compounds using multidrug-resistant <italic>Plasmodium falciparum</italic> strains</article-title>. <source>Antimicrob. Agents Chemother.</source> <volume>59</volume>, <fpage>1110</fpage>&#x2013;<lpage>1118</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1128/AAC.03265-14</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dhingra</surname> <given-names>S. K.</given-names>
</name>
<name>
<surname>Redhi</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Combrinck</surname> <given-names>J. M.</given-names>
</name>
<name>
<surname>Yeo</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Okombo</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Henrich</surname> <given-names>P. P.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>A variant pfCRT isoform can contribute to plasmodium falciparum resistance to the first-line partner drug piperaquine</article-title>. <source>mBio</source> <volume>8</volume>, <fpage>1168</fpage>&#x2013;<lpage>1169</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1128/mBio.00303-17</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dhingra</surname> <given-names>S. K.</given-names>
</name>
<name>
<surname>Small-Saunders</surname> <given-names>J. L.</given-names>
</name>
<name>
<surname>M&#xe9;nard</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Fidock</surname> <given-names>D. A.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>
<italic>Plasmodium falciparum</italic> resistance to piperaquine driven by PfCRT</article-title>. <source>Lancet Infect. Dis.</source> <volume>19</volume>, <fpage>1168</fpage>&#x2013;<lpage>1169</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S1473-3099(19)30543-2</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ding</surname> <given-names>X. C.</given-names>
</name>
<name>
<surname>Ubben</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Wells</surname> <given-names>T. N.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>A framework for assessing the risk of resistance for anti-malarials in development</article-title>. <source>Malar J.</source> <volume>11</volume>, <fpage>292</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/1475-2875-11-292</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Duffey</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Blasco</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Burrows</surname> <given-names>J. N.</given-names>
</name>
<name>
<surname>Wells</surname> <given-names>T. N. C.</given-names>
</name>
<name>
<surname>Fidock</surname> <given-names>D. A.</given-names>
</name>
<name>
<surname>Leroy</surname> <given-names>D.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Assessing risks of <italic>Plasmodium falciparum</italic> resistance to select next-generation antimalarials</article-title>. <source>Trends Parasitol.</source> <volume>37</volume>, <fpage>709</fpage>&#x2013;<lpage>721</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.pt.2021.04.006</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Duru</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Khim</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Leang</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Domergue</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Kloeung</surname> <given-names>N.</given-names>
</name>
<etal/>
</person-group>. (<year>2015</year>). <article-title>
<italic>Plasmodium falciparum</italic> dihydroartemisinin-piperaquine failures in Cambodia are associated with mutant K13 parasites presenting high survival rates in novel piperaquine <italic>in vitro</italic> assays: retrospective and prospective investigations</article-title>. <source>BMC Med.</source> <volume>13</volume>, <fpage>305</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12916-015-0539-5</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gomez</surname> <given-names>G. M.</given-names>
</name>
<name>
<surname>D&#x2019;Arrigo</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Sanchez</surname> <given-names>C. P.</given-names>
</name>
<name>
<surname>Berger</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Wade</surname> <given-names>R. C.</given-names>
</name>
<name>
<surname>Lanzer</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>PfCRT mutations conferring piperaquine resistance in <italic>falciparum</italic> malaria shape the kinetics of quinoline drug binding and transport</article-title>. <source>PloS Pathog.</source> <volume>19</volume>, <elocation-id>e1011436</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.ppat.1011436</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hastings</surname> <given-names>I. M.</given-names>
</name>
<name>
<surname>Kay</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Hodel</surname> <given-names>E. M.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>How robust are malaria parasite clearance rates as indicators of drug effectiveness and resistance</article-title>? <source>Antimicrobial Agents Chemother.</source> <volume>59</volume>, <fpage>6428</fpage>&#x2013;<lpage>6436</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1128/AAC.00481-15</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huber</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Koella</surname> <given-names>J. C.</given-names>
</name>
</person-group> (<year>1993</year>). <article-title>A comparison of three methods of estimating EC50 in studies of drug resistance of malaria parasites</article-title>. <source>Acta Tropica</source> <volume>55</volume>, <fpage>257</fpage>&#x2013;<lpage>261</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/0001-706X(93)90083-N</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kane</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Kumar</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Button-Simons</surname> <given-names>K. A.</given-names>
</name>
<name>
<surname>Vendrely Brenneman</surname> <given-names>K. M.</given-names>
</name>
<name>
<surname>Dahlhoff</surname> <given-names>H.</given-names>
</name>
<etal/>
</person-group>. (<year>2023</year>). <article-title>A <italic>Plasmodium falciparum</italic> genetic cross reveals the contributions of <italic>pfcrt</italic> and <italic>plasmepsin II/III</italic> to piperaquine drug resistance</article-title>. <source>bioRxiv</source> [Preprint]. doi:&#xa0;<pub-id pub-id-type="doi">10.1101/2023.06.06.543862</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Leang</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Barrette</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Bouth</surname> <given-names>D. M.</given-names>
</name>
<name>
<surname>Menard</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Abdur</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Duong</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2013</year>). <article-title>Efficacy of dihydroartemisinin-piperaquine for treatment of uncomplicated <italic>Plasmodium falciparum</italic> and <italic>Plasmodium vivax</italic> in Cambodia, 2008 to 2010</article-title>. <source>Antimicrob. Agents Chemother.</source> <volume>57</volume>, <fpage>818</fpage>&#x2013;<lpage>826</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1128/AAC.00686-12</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Le Manach</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Paquet</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Wicht</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Nchinda</surname> <given-names>A. T.</given-names>
</name>
<name>
<surname>Brunschwig</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Njoroge</surname> <given-names>M.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Antimalarial Lead-Optimization Studies on a 2,6-Imidazopyridine Series within a Constrained Chemical Space To Circumvent Atypical Dose-Response Curves against Multidrug Resistant Parasite Strains</article-title>. <source>J. Med. Chem.</source> <volume>61</volume>, <fpage>9371</fpage>&#x2013;<lpage>9385</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1021/acs.jmedchem.8b01333</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lim</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Dek</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Try</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Eastman</surname> <given-names>R. T.</given-names>
</name>
<name>
<surname>Chy</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Sreng</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2013</year>). <article-title>
<italic>Ex vivo</italic> susceptibility of <italic>Plasmodium falciparum</italic> to antimalarial drugs in western, northern, and eastern Cambodia, 2011-2012: association with molecular markers</article-title>. <source>Antimicrob. Agents Chemother.</source> <volume>57</volume>, <fpage>5277</fpage>&#x2013;<lpage>5283</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1128/AAC.00687-13</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Radohery</surname> <given-names>G. F. R.</given-names>
</name>
<name>
<surname>Gower</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Barber</surname> <given-names>B. E.</given-names>
</name>
<name>
<surname>Kansagra</surname> <given-names>K.</given-names>
</name>
<name>
<surname>M&#xf6;hrle</surname> <given-names>J. J.</given-names>
</name>
<name>
<surname>Davenport</surname> <given-names>M. P.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>a). <article-title>Effect of novel antimalarial ZY-19489 on <italic>Plasmodium falciparum</italic> viability in a volunteer infection study</article-title>. <source>Lancet Infect. Dis.</source> <volume>22</volume>, <fpage>760</fpage>&#x2013;<lpage>761</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S1473-3099(22)00294-8</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Radohery</surname> <given-names>G. F. R.</given-names>
</name>
<name>
<surname>Walz</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Gumpp</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Cherkaoui-Rbati</surname> <given-names>M. H.</given-names>
</name>
<name>
<surname>Gobeau</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Gower</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>b). <article-title>Parasite viability as a measure of <italic>in vivo</italic> drug activity in preclinical and early clinical antimalarial drug assessment</article-title>. <source>Antimicrobial Agents Chemother.</source> <volume>66</volume>, <fpage>e00114</fpage>&#x2013;<lpage>e00122</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1128/aac.00114-22</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rebelo</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Pawliw</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Gower</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Webb</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Mitchell</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Pava</surname> <given-names>Z.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Parasite viability as a superior measure of antimalarial drug activity in humans</article-title>. <source>J. Infect. Diseases</source> <volume>223</volume>, <fpage>2154</fpage>&#x2013;<lpage>2163</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/infdis/jiaa678</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ross</surname> <given-names>L. S.</given-names>
</name>
<name>
<surname>Dhingra</surname> <given-names>S. K.</given-names>
</name>
<name>
<surname>Mok</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Yeo</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Wicht</surname> <given-names>K. J.</given-names>
</name>
<name>
<surname>K&#xfc;mpornsin</surname> <given-names>K.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Emerging Southeast Asian PfCRT mutations confer <italic>Plasmodium falciparum</italic> resistance to the first-line antimalarial piperaquine</article-title>. <source>Nat. Commun.</source> <volume>9</volume>, <fpage>3314</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41467-018-05652-0</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sanz</surname> <given-names>L. M.</given-names>
</name>
<name>
<surname>Crespo</surname> <given-names>B.</given-names>
</name>
<name>
<surname>De-C&#xf3;zar</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Ding</surname> <given-names>X. C.</given-names>
</name>
<name>
<surname>Llergo</surname> <given-names>J. L.</given-names>
</name>
<name>
<surname>Burrows</surname> <given-names>J. N.</given-names>
</name>
<etal/>
</person-group>. (<year>2012</year>). <article-title>
<italic>P. falciparum in vitro</italic> killing rates allow to discriminate between different antimalarial mode-of-action</article-title>. <source>PloS One</source> <volume>7</volume>, <elocation-id>e30949</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0030949</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Saunders</surname> <given-names>D. L.</given-names>
</name>
<name>
<surname>Chaorattanakawee</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Gosi</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Lanteri</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Somethy</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Kuntawunginn</surname> <given-names>W.</given-names>
</name>
<etal/>
</person-group>. (<year>2015</year>). <article-title>Atovaquone-Proguanil Remains a Potential Stopgap Therapy for Multidrug-Resistant <italic>Plasmodium falciparum</italic> in Areas along the Thai-Cambodian Border</article-title>. <source>Antimicrob. Agents Chemother.</source> <volume>60</volume>, <fpage>1896</fpage>&#x2013;<lpage>1898</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1128/AAC.02302-15</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Saunders</surname> <given-names>D. L.</given-names>
</name>
<name>
<surname>Vanachayangkul</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Lon</surname> <given-names>C.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Dihydroartemisinin-piperaquine failure in Cambodia</article-title>. <source>N Engl. J. Med.</source> <volume>371</volume>, <fpage>484</fpage>&#x2013;<lpage>485</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1056/NEJMc1403007</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Snyder</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Chollet</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Santo-Tomas</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Scheurer</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Wittlin</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>
<italic>In vitro</italic> and <italic>in vivo</italic> interaction of synthetic peroxide RBx11160 (OZ277) with piperaquine in <italic>Plasmodium</italic> models</article-title>. <source>Exp. Parasitol.</source> <volume>115</volume>, <fpage>296</fpage>&#x2013;<lpage>300</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.exppara.2006.09.016</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Teuscher</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Gatton</surname> <given-names>M. L.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Peters</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Kyle</surname> <given-names>D. E.</given-names>
</name>
<name>
<surname>Cheng</surname> <given-names>Q.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Artemisinin-induced dormancy in <italic>plasmodium falciparum</italic>: duration, recovery rates, and implications in treatment failure</article-title>. <source>J. Infect. Diseases</source> <volume>202</volume>, <fpage>1362</fpage>&#x2013;<lpage>1368</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1086/656476</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Walz</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Duffey</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Aljayyoussi</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Sax</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Leroy</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Besson</surname> <given-names>D.</given-names>
</name>
<etal/>
</person-group>. (<year>2023</year>). <article-title>The Parasite Reduction Ratio (PRR) Assay Version 2: Standardized Assessment of <italic>Plasmodium falciparum</italic> Viability after Antimalarial Treatment <italic>In Vitro</italic>
</article-title>. <source>Pharmaceuticals</source> <volume>16</volume>, <fpage>163</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/ph16020163</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Walz</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Leroy</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Andenmatten</surname> <given-names>N.</given-names>
</name>
<name>
<surname>M&#xe4;ser</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Wittlin</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Anti-malarial ozonides OZ439 and OZ609 tested at clinically relevant compound exposure parameters in a novel ring-stage survival assay</article-title>. <source>Malaria J.</source> <volume>18</volume>, <fpage>427</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12936-019-3056-8</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>White</surname> <given-names>N. J.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>The parasite clearance curve</article-title>. <source>Malaria J.</source> <volume>10</volume>, <fpage>278</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/1475-2875-10-278</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wicha</surname> <given-names>S. G.</given-names>
</name>
<name>
<surname>Walz</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Cherkaoui-Rbati</surname> <given-names>M. H.</given-names>
</name>
<name>
<surname>Bundgaard</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Kuritz</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Gumpp</surname> <given-names>C.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>New <italic>in vitro</italic> interaction-parasite reduction ratio assay for early derisk in clinical development of antimalarial combinations</article-title>. <source>Antimicrob. Agents Chemother.</source> <volume>66</volume>, <fpage>e0055622</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1128/aac.00556-22</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Witkowski</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Amaratunga</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Khim</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Sreng</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Chim</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2013</year>). <article-title>Novel phenotypic assays for the detection of artemisinin-resistant <italic>Plasmodium falciparum</italic> malaria in Cambodia: <italic>in-vitro</italic> and <italic>ex-vivo</italic> drug-response studies</article-title>. <source>Lancet Infect. Diseases</source> <volume>13</volume>, <fpage>1043</fpage>&#x2013;<lpage>1049</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S1473-3099(13)70252-4</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Witkowski</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Duru</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Khim</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Ross</surname> <given-names>L. S.</given-names>
</name>
<name>
<surname>Saintpierre</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Beghain</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>A surrogate marker of piperaquine-resistant <italic>Plasmodium falciparum</italic> malaria: a phenotype-genotype association study</article-title>. <source>Lancet Infect. Dis.</source> <volume>17</volume>, <fpage>174</fpage>&#x2013;<lpage>183</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S1473-3099(16)30415-7</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Witkowski</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Leli&#xe8;vre</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Barrag&#xe1;n</surname> <given-names>M. J. L.</given-names>
</name>
<name>
<surname>Laurent</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Su</surname> <given-names>X. -z</given-names>
</name>
<name>
<surname>Berry</surname> <given-names>A.</given-names>
</name>
<etal/>
</person-group>. (<year>2010</year>). <article-title>Increased tolerance to artemisinin in <italic>plasmodium falciparum</italic> is mediated by a quiescence mechanism</article-title>. <source>Antimicrobial Agents Chemother.</source> <volume>54</volume>, <fpage>1872</fpage>&#x2013;<lpage>1877</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1128/AAC.01636-09</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="book">
<person-group person-group-type="author">
<collab>World Health Organization</collab>
</person-group>. (<year>2022</year>). <source>WHO Guidelines for malaria</source> (<publisher-loc>Geneva</publisher-loc>: <publisher-name>World Health Organization</publisher-name>).</citation>
</ref>
<ref id="B38">
<citation citation-type="book">
<person-group person-group-type="author">
<collab>World Health Organization</collab>
</person-group>. (<year>2023</year>). <source>World malaria report 2023</source> (<publisher-loc>Geneva</publisher-loc>: <publisher-name>World Health Organization</publisher-name>).</citation>
</ref>
</ref-list>
</back>
</article>