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<journal-id journal-id-type="publisher-id">Front. Genet.</journal-id>
<journal-title>Frontiers in Genetics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Genet.</abbrev-journal-title>
<issn pub-type="epub">1664-8021</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="publisher-id">1478706</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2024.1478706</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Genetic surveillance shows spread of ACT resistance during period of malaria decline in Vietnam (2018-2020)</article-title>
<alt-title alt-title-type="left-running-head">Kattenberg et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2024.1478706">10.3389/fgene.2024.1478706</ext-link>
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<name>
<surname>Kattenberg</surname>
<given-names>Johanna Helena</given-names>
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<sup>1</sup>
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<surname>Mutsaers</surname>
<given-names>Mathijs</given-names>
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<sup>1</sup>
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<sup>&#x2020;</sup>
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<name>
<surname>Nguyen</surname>
<given-names>Van Hong</given-names>
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<sup>2</sup>
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<sup>&#x2020;</sup>
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<name>
<surname>Nguyen</surname>
<given-names>Thi Hong Ngoc</given-names>
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<sup>3</sup>
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<surname>Umugwaneza</surname>
<given-names>Arlette</given-names>
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<sup>1</sup>
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<surname>Lara-Escandell</surname>
<given-names>Maria</given-names>
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<sup>1</sup>
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<name>
<surname>Nguyen</surname>
<given-names>Xuan Xa</given-names>
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<xref ref-type="aff" rid="aff4">
<sup>4</sup>
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<surname>Nguyen</surname>
<given-names>Thi Huong Binh</given-names>
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<sup>2</sup>
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<surname>Rosanas-Urgell</surname>
<given-names>Anna</given-names>
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<sup>1</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>Biomedical Sciences Department</institution>, <institution>Institute of Tropical Medicine</institution>, <addr-line>Antwerp</addr-line>, <country>Belgium</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Clinical Research</institution>, <institution>National Institute of Malariology, Parasitology and Entomology</institution>, <addr-line>Hanoi</addr-line>, <country>Vietnam</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Molecular Biology</institution>, <institution>National Institute of Malariology, Parasitology and Entomology</institution>, <addr-line>Hanoi</addr-line>, <country>Vietnam</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Regional Artemisinin Initiative</institution>, <institution>RAI project</institution>, <institution>National Institute of Malariology, Parasitology and Entomology</institution>, <addr-line>Hanoi</addr-line>, <country>Vietnam</country>
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<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/32678/overview">Paul Higgins</ext-link>, Atlantic Technological University, Ireland</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/471621/overview">Chenqi Wang</ext-link>, University of South Florida, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/411157/overview">Carolina L&#xf3;pez</ext-link>, Fundaci&#xf3;n Salud de los Andes, Colombia</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Johanna Helena Kattenberg, <email>ekattenberg@itg.be</email>; Anna Rosanas-Urgell, <email>arosanas@itg.be</email>
</corresp>
<fn fn-type="equal" id="fn001">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>12</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1478706</elocation-id>
<history>
<date date-type="received">
<day>10</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>11</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Kattenberg, Mutsaers, Nguyen, Nguyen, Umugwaneza, Lara-Escandell, Nguyen, Nguyen and Rosanas-Urgell.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Kattenberg, Mutsaers, Nguyen, Nguyen, Umugwaneza, Lara-Escandell, Nguyen, Nguyen and Rosanas-Urgell</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>Vietnam&#x2019;s goal to eliminate malaria by 2030 is challenged by the further spread of drug-resistant <italic>Plasmodium falciparum</italic> malaria to key antimalarials, particularly dihydroartemisinin-piperaquine (DHA-PPQ).</p>
</sec>
<sec>
<title>Methods</title>
<p>The custom targeted NGS amplicon sequencing assay, AmpliSeq Pf Vietnam v2, targeting drug resistance, population genetic- and other markers, was applied to detect genetic diversity and resistance profiles in samples from 8 provinces in Vietnam (n &#x3d; 354), in a period of steep decline of incidence (2018&#x2013;2020). Variants in 14 putative resistance genes, including <italic>P. falciparum Kelch 13 (PfK13)</italic> and <italic>P. falciparum chloroquine resistance transporter (Pfcrt)</italic>, were analyzed and within-country parasite diversity was evaluated. Other targets included KEL1-lineage markers and diagnostic markers of <italic>Pfhrp2/3</italic>.</p>
</sec>
<sec>
<title>Results</title>
<p>A concerning level of DHA-PPQ resistance was detected. The C580Y mutation in <italic>PfK13</italic> was found in nearly 80% of recent samples, a significant rise from previous data. Vietnam has experienced a significant challenge with the spread of DHA-PPQ resistant malaria parasites, particularly in the provinces of Binh Phuoc and Gia Lai. Resistance spread to high levels in Binh Thuan prior to the country-wide treatment policy change from DHA-PPQ to pyronadine-artesunate (PA). A complex picture of PPQ-resistance dynamics was observed, with an increase of PPQ-resistance associated <italic>Pfcrt</italic> mutations, indicating an evolutionary response to antimalarial pressure. Additionally, the compensatory mutation C258W in <italic>Pfcrt</italic>, which increases chloroquine (CQ) resistance while reversing PPQ resistance, is emerging in Gia Lai following the adoption of PA as the first-line treatment. This study found high levels of multidrug resistance, with over 70% of parasites in 6 out of 8 provinces showing significant sulfadoxine-pyrimethamine (SP) resistance and widespread chloroquine-resistant <italic>Pfcrt</italic> haplotypes. We also report an absence of <italic>P. falciparum histidine rich protein 2 and 3 (Pfhrp2/3)</italic> gene deletions, ensuring the continued reliability of HRP2/3-based rapid diagnostic tests. <italic>P. falciparum</italic> populations in Vietnam are becoming more isolated, with clonal populations showing high geographical clustering by province. The central highlands, particularly Gia Lai province, have the highest residual malaria burden but exhibit low diversity and clonal populations, likely due to the pressures from the antimalarial drugs and targeted national malaria control program (NMCP) efforts.</p>
</sec>
<sec>
<title>Discussion</title>
<p>In conclusion, examining a broad panel of full-length resistance genes and SNPs provided high-resolution insights into genetic diversity and resistance evolution in Vietnam, offering valuable information to inform local treatment and intervention strategies.</p>
</sec>
</abstract>
<kwd-group>
<kwd>Plasmodium falciparum</kwd>
<kwd>malaria molecular surveillance</kwd>
<kwd>drug resistance</kwd>
<kwd>Vietnam</kwd>
<kwd>artemisinin resistance</kwd>
<kwd>piperaquine resistance</kwd>
<kwd>next-generation sequencing</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Applied Genetic Epidemiology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Over the past decade, Vietnam has seen a significant reduction in malaria incidence and mortality, leading to the successful elimination of malaria in 42 out of 63 provinces in 2022 (<xref ref-type="bibr" rid="B53">National Institute of Malariology and Parasitology and Entomology, 2022</xref>). The country is aiming to eliminate malaria by 2030. However, the emergence and spread of <italic>Plasmodium falciparum</italic> resistance to artemisinin-based combination therapies (ACT), among other therapies, poses a significant challenge for countries in the Greater Mekong Subregion (<xref ref-type="bibr" rid="B80">World Health Organization, 2022</xref>). Efficient tools for monitoring drug resistance are essential to support national malaria control programs (NMCP), particularly beyond the scope of resource-intensive therapeutic efficacy studies (TES). This necessity is even more critical in countries with low endemicity and those progressing towards elimination, where the decreasing number of cases makes TES logistically and financially challenging, as it becomes increasingly difficult to enroll sufficient patients to meet the required sample sizes. Recent advancements in genomic sequencing have made the technology more affordable and time-efficient, allowing researchers to monitor molecular markers using simple benchtop sequencers. Although surveillance of molecular (or genotypic) markers cannot confirm individual treatment outcomes, their rise often precedes treatment failures in a population, making it an early warning system prioritized by the WHO (World Health Organization) (<xref ref-type="bibr" rid="B78">World Health Organization, 2009</xref>; <xref ref-type="bibr" rid="B79">World Health Organization, 2018</xref>). As a result, these sequencing approaches provide valuable insights into both resistance and population genetics and can expand the geographic coverage of surveillance without facing the complex challenges posed by clinical trials.</p>
<p>This article focusses on the molecular surveillance of malaria in the provinces in Vietnam with the highest burden of residual malaria. Samples were collected at the North Central Coast, Central Highlands, South Central Coast and Southeast Region; geographical zones characterized by hilly and forested areas with persistent malaria endemicity. Together, these regions accounted for 81% and 97% of cases in respectively 2016 and 2019. At start of collection in 2018, Vietnam recorded 2,858 cases of <italic>P. falciparum</italic> annually. By 2020, it dropped to 825 cases and continued to decrease to 455 cases in 2022 (<xref ref-type="bibr" rid="B72">UCSF, 2021</xref>). Despite this strong progress, resistance continues to be a major concern hampering the last mile towards elimination. Delayed parasite clearance was first detected in 2009 after treatment with the first-line therapy of dihydroartemisinin-piperaquine (DHA-PPQ) in Binh Phuoc (<xref ref-type="bibr" rid="B71">Tran et al., 2004</xref>). Since then, studies showed an increase in artemisinin (ART) and piperaquine (PPQ) resistance, forcing NMCPs to update the first-line treatment guidelines in the affected provinces (<xref ref-type="bibr" rid="B71">Tran et al., 2004</xref>; <xref ref-type="bibr" rid="B63">Rovira-Vallbona et al., 2020</xref>; <xref ref-type="bibr" rid="B68">Thanh et al., 2017</xref>; <xref ref-type="bibr" rid="B73">Van Der Pluijm et al., 2019</xref>; <xref ref-type="bibr" rid="B54">Phong et al., 2019</xref>; <xref ref-type="bibr" rid="B69">Thriemer et al., 2014</xref>; <xref ref-type="bibr" rid="B76">Vietnam Ministry of Health, 2020</xref>). Nevertheless, no changes to the guidelines were implemented until 2017, with a first clinical trial starting in 2017&#x2013;2019 to assess the alternative therapy of pyronaridine-artesunate, branded Pyramax<sup>&#xae;</sup> (pyronadine-artesunate, PA) (<xref ref-type="bibr" rid="B72">UCSF, 2021</xref>; <xref ref-type="bibr" rid="B49">Manh et al., 2021</xref>; <xref ref-type="bibr" rid="B59">Quang Bui et al., 2020</xref>). PA was officially introduced in 2020 as an alternative treatment regimen in Vietnam for regions where DHA-PPQ treatment failure rates exceeded 10% (<xref ref-type="bibr" rid="B10">Cao et al., 2023</xref>).</p>
<p>At the time of writing, 13 non-synonymous mutations in the <italic>P</italic>. <italic>falciparum Kelch 13</italic> (<italic>PfK13</italic>) propellor region have been validated as artemisinin partial resistance markers according to the WHO, of which C580Y, R593T, Y493H, P553L and I543T are established in Vietnam and the wider Greater Mekong Subregion (GMS) (<xref ref-type="bibr" rid="B79">World Health Organization, 2018</xref>; <xref ref-type="bibr" rid="B68">Thanh et al., 2017</xref>; <xref ref-type="bibr" rid="B62">Rovira-Vallbona et al., 2023</xref>). Several non-<italic>PfK13</italic> genes exist that are likely to contribute to ACT resistance, such as <italic>Pfcoronin</italic>, <italic>P</italic>. <italic>falciparum ubiquitin carboxyl-terminal hydrolase 1 (Pfubp1)</italic> and <italic>P</italic>. <italic>falciparum AP-2 complex subunit mu</italic> (<italic>Pfap2-mu)</italic>, with few validated markers and background mutations (<xref ref-type="bibr" rid="B18">Demas et al., 2018</xref>; <xref ref-type="bibr" rid="B29">Henrici et al., 2020</xref>; <xref ref-type="bibr" rid="B65">Stokes et al., 2021</xref>; <xref ref-type="bibr" rid="B66">Sutherland et al., 2021</xref>; <xref ref-type="bibr" rid="B1">Ajibaye et al., 2024</xref>). A recent publication by <xref ref-type="bibr" rid="B62">Rovira-Vallbona et al. (2023)</xref> on molecular surveillance in Vietnam (2000-2016) indicated a 48.1% prevalence of <italic>PfK13</italic> validated markers (<xref ref-type="bibr" rid="B62">Rovira-Vallbona et al., 2023</xref>). These markers were detected in samples from as early as 2000, with a steady increase throughout the studied period, particularly in the Central Highlands bordering Cambodia. Moreover, a shift was observed from I543T to C580Y becoming the predominant marker, but with remarkable lower prevalence in the coastal provinces. This aligned with regional differences in treatment efficacy, where coastal provinces had fewer reports of treatment failure. The effectiveness of ACT therapies, however, remained high in most parts, because they are administered in combination with a partner drug. Notably, this is not the case for the whole of Vietnam, where co-emergence of resistance for the partner drug PPQ was previously observed in the KEL1/PLA1 lineage, threatening malaria elimination efforts (<xref ref-type="bibr" rid="B62">Rovira-Vallbona et al., 2023</xref>; <xref ref-type="bibr" rid="B34">Jacob et al., 2021</xref>).</p>
<p>Copy number variations (CNVs) of <italic>P. falciparum plasmepsin-2</italic> (<italic>Pfpm2</italic>) and <italic>plasmepsin-3</italic> have been strongly associated with reduced <italic>in vitro</italic> susceptibility to PPQ and reduced treatment efficacy of DHA-PPQ for uncomplicated <italic>P. falciparum</italic> malaria (<xref ref-type="bibr" rid="B73">Van Der Pluijm et al., 2019</xref>; <xref ref-type="bibr" rid="B58">Qidwai, 2020</xref>; <xref ref-type="bibr" rid="B77">Witkowski et al., 2017</xref>; <xref ref-type="bibr" rid="B33">Imwong et al., 2017</xref>; <xref ref-type="bibr" rid="B61">Ross et al., 2018</xref>; <xref ref-type="bibr" rid="B27">Hamilton et al., 2019</xref>). The KEL1/PLA1 lineage, highly prevalent in Binh Phuoc, carries a combination of CNVs of plasmepsin-2 in combination with the <italic>PfK13</italic> artemisinin resistant (ART-R) marker C580Y, that led to parasites acquiring increased tolerance to DHA-PPQ, and authorities to shift first-line therapy to PA in affected regions (<xref ref-type="bibr" rid="B68">Thanh et al., 2017</xref>). More recently, several emerging markers for PPQ resistance have been identified in the gene <italic>P</italic>. <italic>falciparum chloroquine resistance transporter (Pfcrt)</italic> (T93S, H97Y, F145I, I218F, M343L, C350R and G353V) (<xref ref-type="bibr" rid="B79">World Health Organization, 2018</xref>; <xref ref-type="bibr" rid="B73">Van Der Pluijm et al., 2019</xref>; <xref ref-type="bibr" rid="B61">Ross et al., 2018</xref>; <xref ref-type="bibr" rid="B27">Hamilton et al., 2019</xref>). Analyzing these CNVs and other validated markers for former, first-line and alternative therapies in the <italic>P. falciparum</italic> parasite population in Vietnam continues to be essential to assess the spread, prevalence and emergence of resistance.</p>
<p>In regions where former therapies are regaining efficiency, they may again play a role in the fight against malaria (<xref ref-type="bibr" rid="B31">Huong et al., 2003</xref>; <xref ref-type="bibr" rid="B22">Frosch et al., 2014</xref>; <xref ref-type="bibr" rid="B2">Asare et al., 2021</xref>). While chloroquine (CQ) is no longer used to treat <italic>P. falciparum</italic> due to high resistance levels in the past, it remains the first-line treatment for uncomplicated malaria caused by <italic>P. vivax</italic>, a species that is co-endemic in the region. Since 2023, PA has been added as an alternative first line treatment for <italic>Plasmodium vivax</italic> in the guidelines. In <italic>P. falciparum</italic>, resistance is attributed to a codon change in <italic>Pfcrt</italic> (K76T) and nearby mutations in codons 73-76, constructing the resistant CVIET and CVIDT haplotypes (<xref ref-type="bibr" rid="B34">Jacob et al., 2021</xref>; <xref ref-type="bibr" rid="B20">Fidock et al., 2000</xref>). These haplotypes are highly prevalent in the GMS and can also be associated with lowered susceptibility to PPQ, mefloquine (MQ), and lumefantrine (LUM) when carrying the Y184F background mutation in <italic>P</italic>. <italic>falciparum multidrug resistance protein 1 (Pfmdr1)</italic>, a marker validated to confer CQ resistance (<xref ref-type="bibr" rid="B74">Veiga et al., 2016</xref>). Also, the reintroduction of sulfadoxine-pyrimethamine (SP) is explored as a long-lasting component in ACT in Vietnam. In the late 1990s, <italic>in vivo</italic> SP resistance encountered in patients was 30%&#x2013;80% according to local reports (<xref ref-type="bibr" rid="B31">Huong et al., 2003</xref>; <xref ref-type="bibr" rid="B32">Huong et al., 2001</xref>). Here, mutations in <italic>Pfdhps</italic> and <italic>Pfdhfr</italic> are at the root, the latter conferring low or high resistance levels depending on the accumulation of mutations (<xref ref-type="bibr" rid="B79">World Health Organization, 2018</xref>). Quadruple and triple mutants characterized by codon changes N51I, C59R, S108N and I164L in <italic>Pfdhfr</italic> and S436A/F, A437G, K540E, A581G and A613T/S in <italic>Pfdhps</italic> are linked to high pyrimethamine (PYR) and sulfadoxine (SULF) resistance, respectively, whereas single or double mutants at these positions confer low to moderate resistance levels. More recently, very highly SP-variants have been circulating with quintuple and sextuple mutants in these genes.</p>
<p>Using a custom targeted NGS amplicon sequencing assay for <italic>P. falciparum</italic> (NGS Pf AmpliSeq v2 Vietnam assay), in this study we amplify 14 putative drug resistance genes (<xref ref-type="table" rid="T1">Table 1</xref>), KEL1-lineage markers associated with ART-R, a custom designed 46 SNP-barcode for within-country analysis of parasite dynamics, and the diagnostic markers <italic>Pfhrp2/3</italic>. This wide range of targets includes all genes validated for ACT resistance by WHO as well as additional markers identified in literature review. This allows us to assess all (combination) therapies relevant to the Vietnamese context, with particular interest in ART, PPQ, CQ and SP. The 46 SNP barcode was designed using <italic>P. falciparum</italic> genomes from Vietnam, using a custom approach to select neutral SNPs that contribute to the within-country differentiation. By combining these SNPs for population genetic analysis with the phenotypic markers, the study sought to further explore the emergence, prevalence, and geographical spread of drug-resistant <italic>P. falciparum</italic> parasites, as well as the dynamics of the parasite population in a period of declining transmission due to intensified malaria control and elimination efforts in Vietnam. This will contribute to the development of more effective malaria control strategies, crucial in the last mile towards elimination.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Genes of interest for antimalarial drug resistance targeted in the Pf AmpliSeq v2 Vietnam assay.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Gene ID</th>
<th align="left">Chrom.</th>
<th align="left">Gene name with resistance-associated SNP(s)</th>
<th align="left">Drug associated with resistance<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">PF3D7_0112200</td>
<td align="left">1</td>
<td align="left">multidrug resistance-associated protein 1 (<italic>Pfmrp1</italic>)</td>
<td align="left">ART, MQ, LF</td>
</tr>
<tr>
<td align="left">PF3D7_0104300</td>
<td align="left">1</td>
<td align="left">ubiquitin carboxyl-terminal hydrolase 1 (<italic>Pfubp-1</italic>)</td>
<td align="left">ART</td>
</tr>
<tr>
<td align="left">PF3D7_0417200</td>
<td align="left">4</td>
<td align="left">dihydrofolate reductase (<italic>Pfdhfr</italic>)</td>
<td align="left">PYR, PG</td>
</tr>
<tr>
<td align="left">PF3D7_0523000</td>
<td align="left">5</td>
<td align="left">multidrug resistance protein 1 (<italic>Pfmdr1</italic>)</td>
<td align="left">CQ, PPQ, MQ, QN, HF, ART, AMQ, LF</td>
</tr>
<tr>
<td align="left">PF3D7_0516500</td>
<td align="left">5</td>
<td align="left">major facilitator superfamily domain-containing protein (<italic>Pfmfs1/mdt</italic>)</td>
<td align="left">DOX</td>
</tr>
<tr>
<td align="left">PF3D7_0709000</td>
<td align="left">7</td>
<td align="left">chloroquine resistance transporter (<italic>Pfcrt</italic>)</td>
<td align="left">CQ, PPQ, AMQ</td>
</tr>
<tr>
<td align="left">PF3D7_0810800</td>
<td align="left">8</td>
<td align="left">dihydropteroate synthase (<italic>Pfdhps</italic>)</td>
<td align="left">SULF</td>
</tr>
<tr>
<td align="left">PF3D7_0813000</td>
<td align="left">8</td>
<td align="left">Kelch interacting protein 7 (<italic>PfKIC7</italic>)</td>
<td align="left">ART</td>
</tr>
<tr>
<td align="left">PF3D7_1025000</td>
<td align="left">10</td>
<td align="left">Eps15-like protein (<italic>PfEps15/Formin2</italic>)</td>
<td align="left">ART</td>
</tr>
<tr>
<td align="left">PF3D7_1218300</td>
<td align="left">12</td>
<td align="left">AP-2 complex subunit mu (<italic>Pfap2-mu</italic>)</td>
<td align="left">ART, QN</td>
</tr>
<tr>
<td align="left">PF3D7_1251200</td>
<td align="left">12</td>
<td align="left">PfCoronin</td>
<td align="left">ART</td>
</tr>
<tr>
<td align="left">PF3D7_1235400</td>
<td align="left">12</td>
<td align="left">tetQ family GTPase (<italic>PftetQ</italic>)</td>
<td align="left">DOX</td>
</tr>
<tr>
<td align="left">PF3D7_1343700</td>
<td align="left">13</td>
<td align="left">Kelch protein K13 (<italic>PfK13</italic>)</td>
<td align="left">ART</td>
</tr>
<tr>
<td align="left">PF3D7_1408000</td>
<td align="left">14</td>
<td align="left">Plasmepsin 2 (<italic>Pfpm2</italic>)</td>
<td align="left">PPQ</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn1">
<label>
<sup>a</sup>
</label>
<p>The list of drugs to which resistance has been observed is non-exhaustive. Validated mutations are listed in the WHO report on antimalarial drug efficacy, Resistance and Response: 10&#xa0;Years of Surveillance (2010&#x2013;2019) (<xref ref-type="bibr" rid="B79">World Health Organization, 2018</xref>). In additionm the Infectious Diseases Data Observatory (IDDO) (2015): Artemisinin Molecular Surveyor, Infectious Diseases Data Observatory. <ext-link ext-link-type="uri" xlink:href="https://www.iddo.org/wwarn/tracking-resistance/artemisinin-molecular-surveyor">https://www.iddo.org/wwarn/tracking-resistance/artemisinin-molecular-surveyor</ext-link> tracks <italic>PfK13</italic> ART-R and partner drug-markers. AMQ, amodiaquine; ART, artesunate; ATQ, atovaquone; CQ, chloroquine; CHROM, chromosome;DHA, dihydroartemisinin; DOX, doxycycline, HF, halofantrine; LF, lumefantrine; MQ, mefloquine; PG, proguanil; PPQ, piperaquine; PYR, pyrimethamine; SULF, sulfadoxine; QN, quinine.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<sec id="s2-1">
<title>Sample collection</title>
<p>Routine collections of dried blood spots (DBS) were conducted at selected sentinel site health centers (2018-2020) in the malaria-endemic provinces Binh Thuan, Binh Phuoc, Gia Lai, Khanh Hoa, Kon Tum, Lam Dong, Ninh Thuan, and Quang Tri to monitor uncomplicated malaria (<italic>P. falciparum</italic> and <italic>P. vivax</italic>) in Vietnam. In each province at least 1 sentinel site was chosen supporting several surrounding communities. In provinces with many malaria cases (such as Gia Lai, Khanh Hoa, Lam Dong), samples were collected at 2 sentinel sites, often one in a district hospital and one in a commune. Distribution of this collection depended heavily on the caseload in each province, with some provinces reporting a very low number of malaria cases (<xref ref-type="table" rid="T2">Table 2</xref>). Individuals between 7&#x2013;60&#xa0;years old living around the sentinel site clinic, visiting the clinic with suspected malaria were invited to take part in the surveillance. In addition, 11 samples from previous routine collections in 2015&#x2013;2017 from Dak Nong (n &#x3d; 3), Dak Lak (n &#x3d; 3) and Khanh Hoa (n &#x3d; 4) were collected for whole-genome sequencing (WGS) analysis for the barcode design, as there was no prior genomic data available from these sites, and one additional sample from Binh Phuoc included. DBS were collected from confirmed malaria cases (positive by microscopy and/or RDT (Rapid Diagnostic Test)) when informed consent had been given. Details of the <italic>P. vivax</italic> cases are described elsewhere (<xref ref-type="bibr" rid="B41">Kattenberg et al., 2022</xref>).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Overview of samples included in Pf AmpliSeq v2 Vietnam analysis.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Province</th>
<th align="center">N per province</th>
<th align="center">year</th>
<th align="center">N per year</th>
<th align="center">% On total</th>
<th align="center">% On province</th>
<th align="center">NMCP recorded <italic>Pf</italic> cases</th>
<th align="center">% Of NMCP cases genetically analyzed</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="3" align="center">Binh Phuoc</td>
<td rowspan="3" align="center">19</td>
<td align="center">2018</td>
<td align="center">9</td>
<td align="center">2.5%</td>
<td align="center">47.4%</td>
<td align="center">728</td>
<td align="center">1.2%</td>
</tr>
<tr>
<td align="center">2019</td>
<td align="center">10</td>
<td align="center">2.8%</td>
<td align="center">52.6%</td>
<td align="center">120</td>
<td align="center">8.3%</td>
</tr>
<tr>
<td align="center">2020</td>
<td align="center">0</td>
<td align="center">0.0%</td>
<td align="center">0.0%</td>
<td align="center">23</td>
<td align="center">0.0%</td>
</tr>
<tr>
<td rowspan="3" align="center">Binh Thuan</td>
<td rowspan="3" align="center">37</td>
<td align="center">2018</td>
<td align="center">8</td>
<td align="center">2.3%</td>
<td align="center">21.6%</td>
<td align="center">29</td>
<td align="center">27.6%</td>
</tr>
<tr>
<td align="center">2019</td>
<td align="center">28</td>
<td align="center">7.9%</td>
<td align="center">75.7%</td>
<td align="center">187</td>
<td align="center">15.0%</td>
</tr>
<tr>
<td align="center">2020</td>
<td align="center">1</td>
<td align="center">0.3%</td>
<td align="center">2.7%</td>
<td align="center">42</td>
<td align="center">2.4%</td>
</tr>
<tr>
<td rowspan="3" align="center">Gia Lai</td>
<td rowspan="3" align="center">231</td>
<td align="center">2018</td>
<td align="center">47</td>
<td align="center">13.3%</td>
<td align="center">20.3%</td>
<td align="center">758</td>
<td align="center">6.2%</td>
</tr>
<tr>
<td align="center">2019</td>
<td align="center">78</td>
<td align="center">22.0%</td>
<td align="center">33.8%</td>
<td align="center">1,296</td>
<td align="center">6.0%</td>
</tr>
<tr>
<td align="center">2020</td>
<td align="center">106</td>
<td align="center">29.9%</td>
<td align="center">45.9%</td>
<td align="center">492</td>
<td align="center">21.5%</td>
</tr>
<tr>
<td rowspan="3" align="center">Khanh Hoa</td>
<td rowspan="3" align="center">34</td>
<td align="center">2018</td>
<td align="center">31</td>
<td align="center">8.8%</td>
<td align="center">91.2%</td>
<td align="center">85</td>
<td align="center">36.5%</td>
</tr>
<tr>
<td align="center">2019</td>
<td align="center">2</td>
<td align="center">0.6%</td>
<td align="center">5.9%</td>
<td align="center">33</td>
<td align="center">6.1%</td>
</tr>
<tr>
<td align="center">2020</td>
<td align="center">1</td>
<td align="center">0.3%</td>
<td align="center">2.9%</td>
<td align="center">5</td>
<td align="center">20.0%</td>
</tr>
<tr>
<td rowspan="3" align="center">Kon Tum</td>
<td rowspan="3" align="center">7</td>
<td align="center">2018</td>
<td align="center">7</td>
<td align="center">2.0%</td>
<td align="center">100.0%</td>
<td align="center">66</td>
<td align="center">10.6%</td>
</tr>
<tr>
<td align="center">2019</td>
<td align="center">0</td>
<td align="center">0.0%</td>
<td align="center">0.0%</td>
<td align="center">15</td>
<td align="center">0.0%</td>
</tr>
<tr>
<td align="center">2020</td>
<td align="center">0</td>
<td align="center">0.0%</td>
<td align="center">0.0%</td>
<td align="center">5</td>
<td align="center">0.0%</td>
</tr>
<tr>
<td rowspan="3" align="center">Lam Dong</td>
<td rowspan="3" align="center">6</td>
<td align="center">2018</td>
<td align="center">6</td>
<td align="center">1.7%</td>
<td align="center">100.0%</td>
<td align="center">28</td>
<td align="center">21.4%</td>
</tr>
<tr>
<td align="center">2019</td>
<td align="center">0</td>
<td align="center">0.0%</td>
<td align="center">0.0%</td>
<td align="center">83</td>
<td align="center">0.0%</td>
</tr>
<tr>
<td align="center">2020</td>
<td align="center">0</td>
<td align="center">0.0%</td>
<td align="center">0.0%</td>
<td align="center">19</td>
<td align="center">0.0%</td>
</tr>
<tr>
<td rowspan="3" align="center">Ninh Thuan</td>
<td rowspan="3" align="center">9</td>
<td align="center">2018</td>
<td align="center">9</td>
<td align="center">2.5%</td>
<td align="center">100.0%</td>
<td align="center">26</td>
<td align="center">34.6%</td>
</tr>
<tr>
<td align="center">2019</td>
<td align="center">0</td>
<td align="center">0.0%</td>
<td align="center">0.0%</td>
<td align="center">44</td>
<td align="center">0.0%</td>
</tr>
<tr>
<td align="center">2020</td>
<td align="center">0</td>
<td align="center">0.0%</td>
<td align="center">0.0%</td>
<td align="center">4</td>
<td align="center">0.0%</td>
</tr>
<tr>
<td rowspan="3" align="center">Quang Tri</td>
<td rowspan="3" align="center">11</td>
<td align="center">2018</td>
<td align="center">0</td>
<td align="center">0.0%</td>
<td align="center">0.0%</td>
<td align="center">65</td>
<td align="center">0.0%</td>
</tr>
<tr>
<td align="center">2019</td>
<td align="center">11</td>
<td align="center">3.1%</td>
<td align="center">100.0%</td>
<td align="center">13</td>
<td align="center">84.6%</td>
</tr>
<tr>
<td align="center">2020</td>
<td align="center">0</td>
<td align="center">0.0%</td>
<td align="center">0.0%</td>
<td align="center">3</td>
<td align="center">0.0%</td>
</tr>
<tr>
<td align="center">ALL</td>
<td align="center">354</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
</tbody>
</table>
</table-wrap>
<p>A total of 1010 DBS samples were available from sentinel site collections (<xref ref-type="fig" rid="F1">Figure 1</xref>) and DNA was extracted using one 5&#xa0;mm punch (2019 samples) or three 5&#xa0;mm punches (all other DBS samples) of DBS using the QIAamp DNA Blood Mini Kit (Qiagen) with a final elution in 200&#xa0;&#x3bc;L elution buffer from the kit. VarATS and 18S-qPCR (<xref ref-type="bibr" rid="B30">Hofmann et al., 2015</xref>) were performed to confirm diagnosis (Ct &#x3c; 42) and 407 samples were included for library preparation (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Sample flowchart and distribution by province in Vietnam. The flowchart indicates the sample selection procedure for analysis. RDT and LM positive <italic>Plasmodium falciparum</italic> and/or <italic>Plasmodium vivax</italic> samples (n &#x3d; 1,010) were collected in provinces highlighted in the map. <italic>Plasmodium vivax</italic> PCR positive samples (n &#x3d; 372) were analyzed in a separate study (<xref ref-type="bibr" rid="B41">Kattenberg et al., 2022</xref>). A small number of samples was negative for both species (n &#x3d; 26, 2.5%), and are likely infections with minor species or contain PCR inhibitors. From the 611&#xa0;<italic>Plasmodium falciparum</italic> PCR positive samples we selected 407 samples for sequencing based on parasite density (10 parasites/&#x3bc;l, determined after a first assessment of sequencing succes in 2018). In addition, not all samples from Gia Lai province were included due to the high number of samples from that province. Red numbers in the map indicate the number of samples analyzed in the Pf AmpliSeq v2 Vietnam assay from each province. Quang Tri is in the North Central Coast Region (orange). Kon Tum, Gia Lai and Lam Dong are in the Central Highlands Region (blue). Khanh Hoa, Ninh Thuan and Binh Thuan are in the South Central Coast Region (green), and Binh Phuoc is in the Southeast Region of Vietnam (purple). Map created using QGIS v3.40.0 with spatial data obtained from <ext-link ext-link-type="uri" xlink:href="https://www.divs-gis.org/">https://www.divs-gis.org/</ext-link>.</p>
</caption>
<graphic xlink:href="fgene-15-1478706-g001.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>SNP selection for barcode design using WGS</title>
<p>To design a SNP barcode with in-country resolution in Vietnam, raw WGS data (FASTQ files) of <italic>P. falciparum</italic> isolates from Vietnam (2015-2017) generated in-house (n &#x3d; 11) was combined with a VCF file previously generated using Vietnamese and Cambodian <italic>P. falciparum</italic> genomes (n &#x3d; 262) from our lab that were externally sequenced as part of MalariaGEN SpotMalaria Project (<ext-link ext-link-type="uri" xlink:href="https://www.malariagen.net/projects/SpotMalaria">https://www.malariagen.net/projects/SpotMalaria</ext-link> as described in (16). Newly generated sequencing data for the 11 isolates was deposited in SRA under project number PRJNA1156587, accession numbers are listed in <xref ref-type="sec" rid="s12">Supplementary Table S1</xref>.</p>
<p>In house generated FASTQ files were aligned to the 3D7 reference genome version 41 from PlasmoDB [<ext-link ext-link-type="uri" xlink:href="https://plasmodb.org/plasmo/app/downloads/release-41/Pfalciparum3D7/">https://plasmodb.org/plasmo/app/downloads/release-41/Pfalciparum3D7/</ext-link>] and variants were called using GATK4 HaplotypeCaller and merged using bcftools (<xref ref-type="bibr" rid="B16">Danecek et al., 2021</xref>; <xref ref-type="bibr" rid="B57">Poplin et al., 2017</xref>). Variants were filtered on DP &#x3e; 50, keeping only SNPs with at least 1 alternate allele (<italic>i.e.</italic>, removing SNPs that were homozygous reference in all samples or missing in all samples from the SpotMalaria dataset), resulting in 53,362 high quality SNPs.</p>
<p>Three samples were identified as outliers in principal component analysis (PCA) and removed from further analysis (SPT25139, SPT25147 and SPT25151). The remaining samples were used in a pipeline to select SNPs for the within-country barcode, in a similar procedure as the selection of SNPs for the <italic>P. vivax</italic> barcode for Vietnam (<xref ref-type="bibr" rid="B41">Kattenberg et al., 2022</xref>). Briefly, LD-pruning was performed iteratively using 500&#xa0;bp windows, removing SNPs with pairwise LD &#x3e; 0.2 via scikit-allel (<xref ref-type="bibr" rid="B50">Miles et al., 2024</xref>). Remaining SNPs were filtered for minor allele frequency (MAF) &#x3e; 10%, and selectively neutral SNPs were retained with &#x7c;Tajima&#x2019;s D&#x7c; &#x3e; 0.5 (calculated in 500&#xa0;bp windows), resulting in 638 SNPs. Subsequently, the contributions of the SNPs to geospatial genetic clusters were determined using discriminant analysis of principal components (DAPC) with province populations using adegenet package in R (<xref ref-type="bibr" rid="B37">Jombart et al., 2010</xref>). We conducted a parameter sweep for the DAPC varying the number of discriminant analysis (DA) clusters between 30-40, number of principal components between 25-40 and number of axes in the DA between 4-6 resulting in a list of 638 potential SNPs. Per chromosome, we selected 4-7 SNPs with loading contributions in the DAPC &#x3e; 0.003 with the highest count in the DAPC parameter sweep to add to the design.</p>
<p>The Illumina Concierge team (Illumina, San Diego, United States) used DesignStudio software with the Pf3D7 reference genome to design amplicons for the new barcode and other selected markers. Amplicon design was successful for 46 SNPs. Based on recent literature research, we identified several new genes of potential interest for artemisinin resistance. Therefore, compared to our previous Pf Peru AmpliSeq panel, we targeted the additional genes <italic>PfKIC7</italic> (PF3D7_0813000) and <italic>PfEps15/Formin 2</italic> (PF3D7_1025000), both associated with <italic>in vitro</italic> resistance to ART (<xref ref-type="bibr" rid="B29">Henrici et al., 2020</xref>; <xref ref-type="bibr" rid="B5">Birnbaum et al., 2020</xref>; <xref ref-type="bibr" rid="B40">Kattenberg et al., 2023a</xref>). In addition, the targets <italic>Pfmdt</italic> (PF3D7_0516500) and <italic>PftetQ</italic> (PF3D7_1235400) were added, where CNVs in both genes have been associated with doxycycline resistance (<xref ref-type="bibr" rid="B8">Briolant et al., 2010</xref>; <xref ref-type="bibr" rid="B23">Gaillard et al., 2015</xref>). We no longer targeted the <italic>cytB</italic> gene and <italic>23S rRNA</italic> genes, as the mitochondrial and apicoplast templates are more predominant than nuclear targets and are overrepresented in the resulting sequences (<xref ref-type="bibr" rid="B40">Kattenberg et al., 2023a</xref>). In the amplicon design, full resistance associated genes were targeted (<xref ref-type="table" rid="T1">Table 1</xref>), as well as six KEL1-lineage markers (incl. <italic>RAD5</italic> and <italic>arps10</italic>), variable regions D1 and D2 in <italic>PfamaI</italic>, and <italic>Pfhrp2</italic> and <italic>Pfhrp3</italic>. The final designed panel for the Pf AmpliSeq v2 Vietnam included 265 amplicons, ranging in size from 115&#x2013;379&#xa0;bp (<xref ref-type="sec" rid="s12">Supplementary Table S2</xref>).</p>
</sec>
<sec id="s2-3">
<title>AmpliSeq library preparation and sequencing</title>
<p>Library preparation was done for each sample and control using custom primers (Pf AmpliSeq v2 Vietnam) and an AmpliSeq Library PLUS kit (Illumina), as previously described in a step-by-step laboratory protocol (<xref ref-type="bibr" rid="B42">Kattenberg et al., 2023b</xref>). Briefly, libraries were indexed (Illumina), purified using AMPure XP magnetic beads (Beckman Coulter) and quantified using Qubit v3 High sensitivity DNA kit (Invitrogen). Libraries were diluted to 2&#xa0;nM with low Tris-EDTA buffer, and pooled (pooling 96&#x2013;144 libraries per sequencing run). Denatured library pool (7 pM) was loaded on a MiSeq system (Illumina) for 2 &#xd7; 300 paired-end sequencing (Miseq Reagent Kit v3, Illumina) with 5% PhiX spike-in (Illumina).</p>
<p>A set of DNA controls provided through BEI Resources was used to validate the detection resistant markers in <italic>PfK13</italic> (MRA-1241, MRA-1251, MRA-1255). The specificity of the assay was validated using extracted human malaria-negative blood, 3D7 reference wild type, D10 drug sensitive lab strain, Dd2 lab strain and mock Pf-Pv co-infections. Sensitivity of the assay was validated using a 3D7 dilution from 2,450 to 1,000 parasites/&#xb5;L, followed by 1:10 dilutions up to 1 parasite/&#xb5;L. Drug resistance variant calling, and population structuring was validated using 23 previously characterized samples from Cambodia and Vietnam that were genotyped using a TruSeq Custom Assay and SpotMalaria genetic report card (<xref ref-type="bibr" rid="B63">Rovira-Vallbona et al., 2020</xref>; <xref ref-type="bibr" rid="B62">Rovira-Vallbona et al., 2023</xref>).</p>
</sec>
<sec id="s2-4">
<title>Bioinformatic data processing</title>
<p>FASTQ files were processed using an in-house bioinformatic pipeline published on GitHub (<ext-link ext-link-type="uri" xlink:href="https://github.com/Ekattenberg/Plasmodium-AmpliSeq-Pipeline">https://github.com/Ekattenberg/Plasmodium-AmpliSeq-Pipeline</ext-link>). Briefly, demultiplexed reads were trimmed (Trimmomatic) to remove adapter sequences and low-quality bases (<xref ref-type="bibr" rid="B6">Bolger et al., 2014</xref>). Trimmed reads were then aligned to the reference genome 3D7 (version 44, PlasmoDB) using Burrows-Wheeler aligner (<xref ref-type="bibr" rid="B48">Li and Durbin, 2009</xref>). Alignment statistics were generated with Picard&#x2019;s tools and variants were called using GATK4 haplotypecaller generating a jointly-called VCF file with variants (SNPs and INDELs) detected in the targeted regions (<xref ref-type="bibr" rid="B57">Poplin et al., 2017</xref>; <xref ref-type="bibr" rid="B9">Picard Toolkit, 2019</xref>). Variants were hard filtered (QUAL&#x3e;30, overall DP &#x3e; 500, MQ &#x3e; 50, QD &#x3e; 1.0, SOR&#x3c;4, ReadPosRankSum &#x3e; &#x2212;10.0, GT depth &#x3e;5) and annotated with SnpEff (v4.3T) (<xref ref-type="bibr" rid="B12">Cingolani et al., 2012</xref>), resulting in 2,215 high quality genotypes (incl. all variant types, <italic>e.g.</italic>, SNPs and indels). Per locus filtered depth of coverage (format field DP in the VCF) was used to calculate the median depth of all loci per sample or per amplicon. Aligned coverage was calculated as the number of bases passed filter divided by the number of bases (67,503&#xa0;bp) targeted in the Pf AmpliSeq v2 Vietnam.</p>
<p>Samples with good quality sequences that passed our inclusion criteria (average aligned coverage &#x3e;10; and missing genotype calls &#x3c;37.5%) were selected for further analysis. In total 354 samples were analyzed coming from Gia Lai (231/354), Binh Thuan (37/354), Khanh Hoa (34/354), Binh Phuoc (19/354), Quang Tri (11/354), Ninh Thuan (9/354), Kon Tum (7/354), (Lam Dong (6/354) (<xref ref-type="table" rid="T2">Table 2</xref>).</p>
</sec>
<sec id="s2-5">
<title>Data analysis</title>
<p>We created a list of variants of interest (<xref ref-type="sec" rid="s12">Supplementary Table S3</xref>) that included variants validated for resistance according to the WHO, WARNN meta-analysis and mutations in targeted genes reported in the literature as potentially associated with <italic>P. falciparum</italic> antimalarial resistance (<xref ref-type="bibr" rid="B79">World Health Organization, 2018</xref>; <xref ref-type="bibr" rid="B62">Rovira-Vallbona et al., 2023</xref>; <xref ref-type="bibr" rid="B40">Kattenberg et al., 2023a</xref>; <xref ref-type="bibr" rid="B17">Das et al., 2013</xref>). The list was supplemented with non-synonymous variants detected in the target genes that contributed to the variation in the DAPC. Haplotypes were created by combining genotypes of variants of interest.</p>
<p>Genetic diversity, expressed as expected heterozygosity (<italic>He</italic>), was calculated using polymorphic barcode (46 SNPs) genotypes from the VCF with the adegenet package in R (<xref ref-type="bibr" rid="B35">Jombart, 2008</xref>; <xref ref-type="bibr" rid="B36">Jombart and Ahmed, 2011</xref>). To compare the median of the genetic diversity parameters across different provinces, Kruskal-Wallis rank sum test was performed. For pairwise comparisons between groups, Wilcoxon test with Benjamini-Hochberg correction for multiple testing was used. Statistical tests were performed with the R package stats. P-values &#x3c;0.05 were considered significant. PCA and DAPC with cross-validation was performed to infer population structure based on haplotypes across districts and years (<xref ref-type="bibr" rid="B37">Jombart et al., 2010</xref>). Associated allele loadings for the first four components in the DAPC were determined. Genetic differentiation, expressed as fixation index (F<sub>ST</sub>), was calculated using barcode SNP genotypes using the R package hierfstat (<xref ref-type="bibr" rid="B25">Goudet et al., 2022</xref>). Within-host infection complexity was assessed using within-sample F-statistic (Fws) with the R package moimix using all biallelic SNPs (n &#x3d; 1,276) detected by the assay (<xref ref-type="bibr" rid="B47">Lee and Bahlo, 2016</xref>). Fws &#x2265;0.95 was considered a proxy for a monoclonal infection as in <xref ref-type="bibr" rid="B3">Auburn et al. (2012)</xref>.</p>
<p>To measure pairwise identity-by-descent (IBD) between samples, PED and MAP file formats were generated from VCF data using VCFtools (<xref ref-type="bibr" rid="B15">Danecek et al., 2011</xref>). The level of IBD-sharing was calculated employing the isoRelate package in R (<xref ref-type="bibr" rid="B81">Henden et al., 2018</xref>). We used all biallelic SNPs (n &#x3d; 1,276) identified by the Pf AmpliSeq v2 Vietnam assay, applying filtering criteria of MAF &#x3d; 0.001 and SNP and individual missingness thresholds (0.6 and 0.3, respectively), resulting in 952 SNPs for subsequent IBD analysis. Furthermore, IBD thresholds were set to include a minimum of 15 SNPs per segment and a segment length of 3,000&#xa0;bp, aimed at mitigating false-positive calls using an error of 0.001. Network plots (at thresholds of 90%) were created using the igraph package in R to visualize the relatedness between samples and connectivity between districts as described before (<xref ref-type="bibr" rid="B41">Kattenberg et al., 2022</xref>; <xref ref-type="bibr" rid="B39">Kattenberg et al., 2024</xref>; <xref ref-type="bibr" rid="B13">Cs&#xe1;rdi et al., 2024</xref>).</p>
<p>The read depth was extracted for each amplicon in each individual BAM file using samtools (selecting only reads with MQ &#x2265; 60) (<xref ref-type="bibr" rid="B16">Danecek et al., 2021</xref>). For this analysis we included only samples with mean read depth between 500 and 9,000 (306/354 samples). The read depths were normalized (creating values between 0 and 1) using the normalize function of the heatmaply package in R (<xref ref-type="bibr" rid="B24">Galili et al., 2018</xref>). Samples were clustered based on the amplicons of the target genes (<italic>Pfpm2</italic>, <italic>Pfmdr1</italic>, <italic>Pfhrp2</italic>, or <italic>Pfhrp3</italic>) and reference amplicons with little variation in depth (<xref ref-type="sec" rid="s12">Supplementary Figure S1</xref>) and where possible on the same chromosome as the target gene. Hierarchical clustering was performed using the heatmaply package in R, based on Euclidean distances between read depth profiles of samples and the complete clustering method. Clustering patterns and normalized read depth were visually inspected in the resulting heatmaps. Individual sample <italic>Pfpm2</italic> amplifications were determined for samples belonging to two clusters that contained qPCR confirmed CNV in this gene and had clear increase in read depth compared to the reference amplicons.</p>
</sec>
<sec sec-type="ethics-statement" id="s2-6">
<title>Ethics statement</title>
<p>The sample collections in Vietnam were approved by local ethical review boards at NIMPE and by agreement of the Ministry of Health in Vietnam. Individuals were included in this study only if they willingly signed informed consent that included an opt-in future-use clause. Secondary use of all samples was approved through the Institutional Review Board of the Institute of Tropical Medicine Antwerp (reference 1417/20).</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<p>We have developed a highly-multiplexed sequencing assay for cost-effective targeted deep sequencing of <italic>P. falciparum</italic> as described in detail in the methods section. This Pf AmpliSeq v2 Vietnam assay combines phenotypic and population genetic markers suitable for multiple genetic surveillance use cases demonstrated below. To improve the applicability and relevance of our targeted sequencing approach for molecular surveillance of <italic>P. falciparum</italic> in Vietnam, we designed a SNP barcode with in-country resolution in Vietnam.</p>
<sec id="s3-1">
<title>Design and <italic>in silico</italic> evaluation of the Pf Vietnam-barcode using WGS</title>
<p>We designed a 46-SNP Pf Vietnam Barcode with in-country resolution, able to differentiate distinct <italic>P. falciparum populations</italic> in Vietnam based on the variability of allele frequencies between provinces. This barcode was developed using <italic>P. falciparum</italic> genomes from Vietnam and Cambodia (n &#x3d; 273), where neutral SNPs were selected based on their contribution to geographically distinct genetic clusters in DAPC. The minor allele frequencies of all SNPs in the barcode varied across a range of 0.11&#x2013;0.49, with a median value of 0.36 (<xref ref-type="sec" rid="s12">Supplementary Table S4</xref>). The Pf Vietnam Barcode was able to differentiate the samples by province in the PCA analysis, although clusters where less pronounced than with all biallelic SNPs (n &#x3d; 44,553 SNPs) in the WGS data (<xref ref-type="fig" rid="F2">Figure 2</xref>). With all biallelic SNPs, the strongest differentiation was observed with the cluster of samples from Dak Nong and some samples from Dak Lak (along PC1 in <xref ref-type="fig" rid="F2">Figure 2C</xref>), which also separated with the barcode SNPs (along PC2 in <xref ref-type="fig" rid="F2">Figure 2A</xref>). In addition, strong differentiation was seen with part of the samples from Gia Lai with both the barcode and all biallelic SNPs (<xref ref-type="fig" rid="F2">Figure 2A, E, F</xref>). The samples from Khanh Hoa and Ninh Thuan clustered close together but could still be differentiated at the resolution of the SNP barcode (<xref ref-type="fig" rid="F2">Figures 2A, B</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>PCA analysis of <italic>Plasmodium falciparum</italic> genomes from Vietnam with different SNP subsets in WGS data. <bold>(A, B)</bold> PCA analysis was conducted with barcode SNPs only (n<sub>loci</sub> &#x3d; 46) in panels <bold>(A)</bold> and <bold>(B)</bold>. Panel <bold>(A)</bold> shows principal components 1 vs. 2, while panel B shows PC 3 vs. 4. In addition, PCA was performed with all biallelic SNPs [panels <bold>(C&#x2013;F)</bold>] in the genomes (n &#x3d; 44,553 SNPs). Panels C and E show PC 1 vs PC2 and panels D&#x26;F show PC 3 vs PC4. In Panels E and F PCA was performed with all biallelic SNPs, but with the strongest separating isolates from Dak Nong and Dak Lak were removed (PCA score &#x3c;0 in PC1) to better observe the clustering patterns of the remaining samples from other provinces.</p>
</caption>
<graphic xlink:href="fgene-15-1478706-g002.tif"/>
</fig>
<sec id="s3-1-1">
<title>Barcode and Pf AmpliSeq v2 Vietnam assay performance</title>
<p>The performance of the 46 SNP-barcode in the Pf AmpliSeq v2 Vietnam assay was tested in DBS samples collected in sentinel sites in 8 provinces in Vietnam with the highest burden of malaria in 2018&#x2013;2020. Of the 407 samples processed, 354 passed our inclusion criteria of average depth of coverage above 10 and missing less than 37.5% genotype calls. Samples that did not pass inclusion thresholds had low parasite density and for future studies we advise a parasite density threshold of 10 parasites/&#xb5;L (by VarATS qPCR) for inclusion in library preparation (<xref ref-type="sec" rid="s12">Supplementary Figure S2</xref>).</p>
<p>Primer specificity was confirmed using uninfected human blood samples (n &#x3d; 5) and <italic>P. vivax</italic> infected samples from Vietnam (from (34)) (n &#x3d; 3) as negative controls. The few sequencing reads generated (median 15,645 reads) mapped predominantly outside the assay target regions (median 22.4% of reads aligned), but all aligned and called variants were below the filtering and inclusion thresholds for analysis.</p>
<p>All 46 targeted SNPs in the barcode were amplified successfully in the samples and controls, with a median depth of the barcode amplicons 58 (range 0&#x2013;2,256 for all 407 samples/controls and amplicons, <xref ref-type="sec" rid="s12">Supplementary Figure S1</xref>) and median MAF of 0.16 (range: 0.003&#x2013;0.5, <xref ref-type="sec" rid="s12">Supplementary Table S4</xref>). There were 2 SNPs that were not observed in the tested samples from 2018-2020, for Pf3D7_02_v3_587411 and Pf3D7_12_v3_217436 we only detected the reference allele. Two other SNPs were only observed at very low overall frequency, Pf3D7_04_v3_184289 (MAF &#x3d; 0.013) and Pf3D7_09_v3_291373 (MAF &#x3d; 0.012), in both cases the minor allele was only observed in Gia Lai. For 3 barcode positions, a second alternate allele was detected, but only at very low frequencies or only in controls (<xref ref-type="sec" rid="s12">Supplementary Table S4</xref>). In the barcode amplicons additional SNPs were detected (per amplicon a median of 6 SNPs, with a range of 2&#x2013;31 SNPs detected in one amplicon), that can be used in haplotype-based approaches.</p>
<p>Overall, the Pf AmpliSeq v2 Vietnam assay amplicons performed well with a median depth of 60 reads (ranging from 0-5,147 for all 407 samples/controls and amplicons). With the Pf AmpliSeq v2 Vietnam we were able to confirm the detection of validated markers of resistance in <italic>PfK13, Pfmdr1, Pfdhfr</italic> and <italic>Pfdhps</italic> in previously genotyped control samples and laboratory strains (<xref ref-type="sec" rid="s12">Supplementary Table S5</xref>) with 99.7% concordance with previously genotyping results obtained with different approaches (<xref ref-type="bibr" rid="B63">Rovira-Vallbona et al., 2020</xref>; <xref ref-type="bibr" rid="B62">Rovira-Vallbona et al., 2023</xref>). There were no incorrect genotypes called, only additional alleles, indicating mixed clone infections or cross-over contamination at very few positions (in 3/1,179 genotypes, <xref ref-type="sec" rid="s12">Supplementary Table S5</xref>).</p>
<p>There were 4 amplicons (1.5%) with very high mean DP-values (&#x3e;300) (EPS15_Formin2_5, pfmrp1_2, pfdhps_11, pfhrp2_2, <xref ref-type="sec" rid="s12">Supplementary Figure S1</xref>)). In addition, while there were 7 (2.6%) amplicons with low mean DP-values (&#x3c;10) (amplicons pfk13_1, EPS15_Formin2_12, pfdhfr_1, EPS15_Formin2_13, pfcoronin_1, KIC7_1, pfdhps_2), these amplicons did not target any validated or candidate markers of resistance in these genes and this did not impact drug resistance genotyping results.</p>
</sec>
<sec id="s3-1-2">
<title>Spatial distribution of genetic markers of validated ART and partner drug resistance</title>
<p>In the propeller region of the <italic>PfK13</italic> gene we found 9 non-synonymous SNPs of which the C580Y was the most predominant (281/354 samples) and seen in all provinces except Quang Tri (<xref ref-type="fig" rid="F3">Figure 3A</xref>). ART-R parasites were observed in more than 10% of samples in all provinces, except in Quang Tri (11/11 samples in Quang Tri had wildtype <italic>PfK13</italic>). In addition to the WHO-validated ART-R SNP C580Y, the validated and candidate mutations P553L, I543T, R539T and P441L and 4 unvalidated SNPs were observed at low frequencies (<xref ref-type="table" rid="T3">Table 3</xref>). High proportions (&#x3e;85%) of ART-R parasites were observed in Binh Phuoc, Binh Thuan, Gia Lai and Kon Tum provinces, while most samples in Khanh Hoa, Lam Dong, Ninh Thuan and Quang Tri were ART sensitive (&#x3e;82%, <xref ref-type="fig" rid="F3">Figure 3A</xref>). Overall, the proportion of ART-R parasites increased from 62% in 2018 to 85% and 95% in 2019 and 2020, respectively (p&#x3c; 0.0001, &#x3a7;<sup>2</sup> test).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Artemisinin and partner drug resistance in 2018&#x2013;2020 by province in Vietnam. Sensitive wild type (WT) in green and incomplete haplotypes in grey, resistant haplotypes in shades of red and pink. <bold>(A)</bold> <italic>PfK13</italic> validated (C580Y, R539T and P553L) and unvalidated mutations in propeller region associated with ART-R, <bold>(B)</bold> <italic>Pfcrt</italic> validated (T93S, H97Y, F145I) mutations associated with PPQ-R, <bold>(C)</bold> combined <italic>PfK13</italic> and <italic>Pfcrt</italic> mutations associated with ART-R and PPQ-R.</p>
</caption>
<graphic xlink:href="fgene-15-1478706-g003.tif"/>
</fig>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>SNPs in <italic>PfK13</italic> propeller region detected in Vietnam.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Position in chr13</th>
<th align="center">PfK13 mutation</th>
<th align="center">Status</th>
<th align="center">n</th>
<th align="center">%</th>
<th align="left">Notes</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">1725259</td>
<td align="center">C580Y</td>
<td align="center">WHO-validated</td>
<td align="center">281</td>
<td align="center">79.4</td>
<td align="left"/>
</tr>
<tr>
<td align="center">1725284</td>
<td align="center">N572D</td>
<td align="center">Unvalidated</td>
<td align="center">1</td>
<td align="center">0.3</td>
<td align="left">In mixed clone infection only</td>
</tr>
<tr>
<td align="center">1725323</td>
<td align="center">D559N</td>
<td align="center">Unvalidated</td>
<td align="center">1</td>
<td align="center">0.3</td>
<td align="left">In mixed clone infection only</td>
</tr>
<tr>
<td align="center">1725340</td>
<td align="center">P553L</td>
<td align="center">WHO-candidate</td>
<td align="center">4</td>
<td align="center">1.1</td>
<td align="left"/>
</tr>
<tr>
<td align="center">1725370</td>
<td align="center">I543T</td>
<td align="center">WHO-validated</td>
<td align="center">1</td>
<td align="center">0.3</td>
<td align="left"/>
</tr>
<tr>
<td align="center">1725382</td>
<td align="center">R539T</td>
<td align="center">WHO-validated</td>
<td align="center">1</td>
<td align="center">0.3</td>
<td align="left"/>
</tr>
<tr>
<td align="center">1725522</td>
<td align="center">L492F</td>
<td align="center">Unvalidated</td>
<td align="center">1</td>
<td align="center">0.3</td>
<td align="left">In mixed clone infection only</td>
</tr>
<tr>
<td align="center">1725533</td>
<td align="center">N489D</td>
<td align="center">Unvalidated</td>
<td align="center">2</td>
<td align="center">0.6</td>
<td align="left">In mixed clone infection only</td>
</tr>
<tr>
<td align="center">1725675</td>
<td align="center">P441L</td>
<td align="center">WHO-candidate</td>
<td align="center">1</td>
<td align="center">0.3</td>
<td align="left">In mixed clone infection only</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>PPQ resistance, mediated through WHO-validated markers T93S, H97Y, and F145I in the gene <italic>Pfcrt,</italic> was very high in Binh Phuoc and Binh Thuan provinces (63% and 84% respectively, <xref ref-type="fig" rid="F3">Figure 3B</xref>). <italic>Pfcrt -</italic>mediated PPQ resistance mutations were associated with C580Y mutations in <italic>PfK13</italic> (123/124 samples with PPQ-resistant <italic>crt</italic> mutations also carried the <italic>PfK13</italic> C580Y mutation; Fisher&#x2019;s Exact Test p&#x3c; 0.0001), indicating high levels of ART and PPQ resistance in Binh Phuoc, Binh Thuan, Gia Lai and Kon Tum provinces (<xref ref-type="fig" rid="F3">Figure 3C</xref>). PPQ-resistance, mediated by increased copy numbers in the <italic>Pfpm2</italic> gene determined by qPCR, was observed in 19% of tested samples (6/31 samples tested by qPCR, <xref ref-type="fig" rid="F4">Figure 4</xref>), and increased read depth of <italic>Pfpm2</italic> amplicons in the Pf AmpliSeq v2 Vietnam assay was observed in 13% (41/306 samples with sufficient overall read depth for CNV analysis) (<xref ref-type="sec" rid="s12">Supplementary Figure S3</xref>). Increased read depth of <italic>Pfpm2</italic> amplicons was observed in the provinces Binh Phuoc, Binh Thuan and Gia Lai, but only in samples that also carried C580Y <italic>Pf</italic>K13 mutations. In Khanh Hoa (n &#x3d; 2) and Ninh Thuan (n &#x3d; 1), increased read depth of <italic>Pfpm2</italic> amplicons was not associated with <italic>PfK13</italic> C580Y mutations. Taking all PPQ-R markers into account, resistance increased from 28% in 2018 to 52% and 51% in 2019 and 2020, respectively (p&#x3d; 0.00017, &#x3a7;<sup>2</sup> test, <xref ref-type="table" rid="T4">Table 4</xref>). This increase was driven predominantly by the increase in <italic>Pfcrt</italic> validated markers of PPQ resistance (<xref ref-type="table" rid="T4">Table 4</xref>). The mutation C258W in <italic>Pfcrt</italic>, previously reported as compensating for the fitness defect from F145I while restoring CQ resistance and PPQ sensitivity (<xref ref-type="bibr" rid="B26">Hagenah et al., 2024</xref>), was also seen in a few samples in Gia Lai province in 2019 (n &#x3d; 2) and 2020 (n &#x3d; 5), however this is not a validated marker. Nevertheless, when taking this marker into account and assuming it removes the PPQ-R mediated by the other <italic>Pfcrt</italic> mutations, an increase in ART&#x26;PPQ-R can be observed up to 41.8% and 41.7% in 2019 and 2020 (<xref ref-type="fig" rid="F5">Figure 5A</xref>). Not all ART-R parasites are also PPQ-R, while there is an overall increase in ART-R as mentioned in the previous section. Parasites with PPQ-R <italic>Pfcrt</italic> mutations (with or without <italic>Pfpm2</italic> amplifications) were particularly abundant in Binh Phuoc and Binh Thuan province in 2018 and 2019, and increasing in Gia Lai province from 2018 to 2020 (<xref ref-type="fig" rid="F5">Figure 5B</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Copy number variations in <bold>(A)</bold> <italic>plasmepsin 2 (Pfpm2)</italic> and <bold>(B)</bold> <italic>multi drug resistance protein 1 (Pfmdr1)</italic>. Copy numbers were determined by qPCR on a subset of samples from 2018 to 2019. Gene amplifications were considered when the copy number was above a threshold of 1.5 (blue lines). Each dot represents a single sample and is colored by province of origin.</p>
</caption>
<graphic xlink:href="fgene-15-1478706-g004.tif"/>
</fig>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>PPQ-resistance between 2018-2020 in Vietnam genotyped using <italic>Pfpm2</italic> (gene amplifications) and <italic>Pfcrt</italic> (T93S, H97Y and F145I) validated mutations by Pf AmpliSeq v2 Vietnam.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">&#xa0;Year</th>
<th align="left">n samples with PPQ-R by <italic>Pfcrt</italic> and/or <italic>Pfpm2</italic>
</th>
<th align="left">n samples/year total</th>
<th align="left">% Samples with <italic>Pfpm2-</italic>amplified PPQ-R</th>
<th align="left">% Samples with <italic>Pfcrt</italic> PPQ-R</th>
<th align="left">% Samples with PPQ-R by <italic>Pfcrt</italic> and/or <italic>Pfpm2</italic>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">2018</td>
<td align="left">33</td>
<td align="left">117</td>
<td align="left">12%</td>
<td align="left">19%</td>
<td align="left">28%</td>
</tr>
<tr>
<td align="left">2019</td>
<td align="left">67</td>
<td align="left">129</td>
<td align="left">17%</td>
<td align="left">43%</td>
<td align="left">52%</td>
</tr>
<tr>
<td align="left">2020</td>
<td align="left">55</td>
<td align="left">108</td>
<td align="left">11%</td>
<td align="left">44%</td>
<td align="left">51%</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Artemisinin and piperaquine resistance by year in Vietnam. <bold>(A)</bold> Barplot of predicted phenotypes based on <italic>PfK13</italic> validated (C580Y, R539T, P553L I543T, and P441L) mutations in propeller region associated with ART-R, and <italic>Pfcrt</italic> (T93S, H97Y, F145I and C258W) mutations and <italic>Pfpm2</italic> copy number variations associated with PPQ-R. Sensitive wild type (WT) in green and incomplete haplotypes in grey, resistant haplotypes in shades of red, pink and yellow. Sample sizes for each group are indicated above the bars. <bold>(B)</bold> Barplot of haplotypes of <italic>PfK13</italic> (C580Y, R539T, P553L I543T, and P441L), <italic>Pfcrt</italic> (T93S, H97Y, F145I and C258W) and <italic>Pfpm2</italic> associated with ART-R and PPQ-R per year and province in Vietnam. (PM&#x2b;: increased copy numbers; PM-: single copy). Only provinces with samples from more than 1 timepoint were included, other provinces are listed in <xref ref-type="sec" rid="s11">Supplementary Figure S4</xref>. Sensitive wild type (wt) in green and incomplete haplotypes in grey, PPQ resistant haplotypes in shades of red and pink, isolates with <italic>Pfcrt</italic> 258W in yellow and ART-R PPQ-S haplotypes in purple. Sample sizes for each group are indicated above the bars.</p>
</caption>
<graphic xlink:href="fgene-15-1478706-g005.tif"/>
</fig>
</sec>
<sec id="s3-1-3">
<title>Spatial distribution of genetic markers of CQ and SP resistance</title>
<p>CQ resistance was high in Vietnam, in all provinces except Ninh Thuan. The CQ-R haplotype CVIET was predominant in provinces with high ART-PPQ resistance, Binh Phuoc, Binh Thuan, and Gia Lai, while CQ resistant haplotype CVIDT was predominant in Khanh Hoa, Lam Dong and Quang Tri (<xref ref-type="fig" rid="F6">Figure 6A</xref>). In addition, mutations in <italic>Pfmdr1</italic> (N86Y, Y184F, S1034C, and N1042D) intensifying <italic>Pfcrt</italic>-mediated CQR were common in Binh Phuoc, Binh Thuan, and Gia Lai (<xref ref-type="fig" rid="F6">Figure 6B</xref>). Mutations S1034C and N1042D were seen at very low frequencies, and the predominant resistant <italic>Pfmdr1</italic>-haplotype was NFSND.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>CQ resistance markers in 2018&#x2013;2020 by province in Vietnam. Sensitive wild type (WT) in green and incomplete haplotypes in grey, resistant haplotypes in shades of red and pink. <bold>(A)</bold> <italic>Pfcrt</italic> (amino acid 72-76) haplotypes associated with CQ resistance, and <bold>(B)</bold> <italic>Pfmdr1</italic> (amino acid 784-1,068) haplotypes associated with CQ resistance.</p>
</caption>
<graphic xlink:href="fgene-15-1478706-g006.tif"/>
</fig>
<p>SP-resistance was high, with multiple mutations in <italic>Pfdhfr</italic> and <italic>Pfdhps</italic> prevalent in all provinces (<xref ref-type="fig" rid="F7">Figure 7</xref>). Some parasites in Lam Dong and Quang Tri were still susceptible to either sulfadoxine or pyrimethamine (<xref ref-type="fig" rid="F7">Figure 7C</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>SP resistance markers by province in Vietnam. Sensitive wild type (WT) in green and incomplete haplotypes in grey, resistant haplotypes in shades of red and pink. <bold>(A)</bold> <italic>Pfdhfr</italic> (amino acid 191-1,390) haplotypes associated with sulfadoxine resistance and <bold>(B)</bold> <italic>Pfdhps</italic> (amino acid 436-613) haplotypes associated with pyrimethamine resistance and <bold>(C)</bold> <italic>Pfdhfr</italic> and <italic>Pfdhps</italic> haplotypes combined for SP-resistance.</p>
</caption>
<graphic xlink:href="fgene-15-1478706-g007.tif"/>
</fig>
</sec>
<sec id="s3-1-4">
<title>Mutations in non-<italic>Pf</italic>K13 ART-R associated genes</title>
<p>The Pf AmpliSeq v2 Vietnam assay also targeted the genes <italic>Pfubp1, Pfcoronin, Pfap-2-mu</italic> and <italic>PfKIC7</italic> that are involved in the same endocytosis pathway as <italic>PfK13</italic> and there is some evidence of their potential association with ART susceptibility. We detected 8 samples with the ART-R-associated E1528D mutation in <italic>Pfubp1</italic>, all in samples from Gia Lai or Kon Tum province that also carried <italic>PfK13</italic> C580Y (<xref ref-type="sec" rid="s12">Supplementary Table S6</xref>). The most frequent <italic>Pfubp1</italic> haplotype carried only the synonymous mutation R1133R.</p>
<p>All 3 samples with <italic>Pf</italic>K13 mutation P553L from Khanh Hoa carried an insert of amino acids EQKY at position 2,826 of <italic>Pfubp1</italic> and both S494R and F486S mutations in <italic>Pfeps15</italic>. In other samples, the <italic>Pfeps15</italic> F486S mutation was the most predominant (342/354 samples), including all samples with <italic>PfK13</italic> C580Y and R539T. For the <italic>Pfcoronin</italic> gene, the wildtype haplotype was most predominant (229/354 samples), while we also detected S183G (90/354), common in Africa and of significant interest, as it does not independently confer resistance <italic>in vitro</italic>, but is frequently associated with other ART-R mutations (<xref ref-type="bibr" rid="B60">Rosenthal and Ng, 2020</xref>; <xref ref-type="bibr" rid="B55">Pierreux et al., 2024</xref>), and V424I in one sample with <italic>PfK13</italic> C580Y. For the genes <italic>Pfap-2-mu</italic> and <italic>PfKIC7</italic>, the wild type haplotypes were also the most predominant (341/354 and 234/354 samples, respectively).</p>
</sec>
</sec>
<sec id="s3-2">
<title>
<italic>Pfhrp2</italic> and <italic>Pfhrp3</italic> read depth</title>
<p>We assessed the possibility of <italic>Pfhrp2</italic> and <italic>Pfhrp3</italic> deletions by investigating the read depth. Both genes amplified very well in the assay, with general high read depth at the amplicons targeting these genes. We were able to detect <italic>Pfhrp2</italic> deletions in the laboratory Dd2 control strain, but only in very few study samples (n &#x3d; 5) we observed a similar lack of <italic>Pfhrp2</italic> amplifications, indicating a deletion in this gene (<xref ref-type="sec" rid="s12">Supplementary Figure S4</xref>). Similarly, <italic>Pfhrp3</italic> amplicons amplified well in all samples, with only very few samples where all or some of the amplicons did not amplify (n &#x3d; 4). In summary, deletions in <italic>Pfhrp2</italic> and <italic>Pfhrp3</italic> were rare in Vietnam.</p>
</sec>
<sec id="s3-3">
<title>Genetic diversity</title>
<p>Most samples (255/354, 72%) were single clone infections, based on <italic>Fws</italic> determined using all biallelic variants. There was no difference in the proportion of single clone infections by province (range 59%&#x2013;90%, &#x3a7;<sup>2</sup> p-value &#x3d; 0.19). Binh Thuan province had the highest proportion of multiple clone infections (40.5%), followed by Gia Lai province (29.9%).</p>
<p>Median genetic diversity (<italic>He</italic>) was lowest in Kon Tum (median <italic>He</italic> &#x3d; 0), followed by Binh Thuan and Gia Lai province (median <italic>He</italic> &#x3d; 0.054 for both, <xref ref-type="fig" rid="F8">Figure 8A</xref>). Diversity was highest in Lam Dong and Quang Tri (median <italic>He</italic> &#x3d; 0.28 and 0.30, respectively, <xref ref-type="fig" rid="F8">Figure 8A</xref>), and significantly higher in Quang Tri compared to other provinces, except Ninh Thuan and Lam Dong (p&#x3c; 0.05 pairwise Wilcoxon BH-corrected for multiple comparisons). While the burden of malaria (number of cases) in Gia Lai province is much higher than other provinces (<xref ref-type="table" rid="T2">Table 2</xref>), the genetic diversity was one of the lowest. Genetic differentiation (F<sub>ST</sub>) was low between Gia Lai province and Binh Phuoc, and Binh Phuoc and Kon Tum (<xref ref-type="fig" rid="F8">Figure 8B</xref>). Parasites from Khanh Hoa showed high genetic differentiation with other provinces. Binh Thuan is different from other Coastal provinces, and more similar to Binh Phuoc and Gia Lai populations (<xref ref-type="fig" rid="F8">Figure 8B</xref>).</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Genetic diversity and differentiation of <italic>Plasmodium falciparum</italic> in Vietnam. <bold>(A)</bold> Boxplot showing the distribution and median expected heterozygosity (<italic>He</italic>) at 46 SNP barcode positions for each province in Vietnam. <bold>(B)</bold> Heatmap of genetic differentiation (<italic>Fst</italic>) between the isolates from different provinces, showing high differentiation (red) in Khanh Hoa with most other provinces except Lam Dong and no differentiation (white) between Binh Phuoc and Gia Lai and Kon Tum.</p>
</caption>
<graphic xlink:href="fgene-15-1478706-g008.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>Population structure and connectivity</title>
<p>Population structure between provinces in Vietnam was further explored using DAPC using all biallelic SNPs for higher resolution analysis (<xref ref-type="fig" rid="F9">Figure 9</xref>). DAPC is a model in which genetic variation is partitioned into a between-group and a within-group component, and yields synthetic variables that maximize the first while minimize the second. In other words, DAPC attempts to summarize the genetic differentiation between groups, while slightly overlooking within-group variation. This is similar to PCA but uses a statistical approach to maximize between-group variation. North and South-Central Coast Provinces Khanh Hoa Ninh Thuan and Quang Tri clustered away from Central Highland provinces, Gia Lai and Kon Tum, and Binh Phuoc (Southeast region), while South Central Coast Province Binh Thuan clustered close to these provinces (<xref ref-type="fig" rid="F9">Figures 9A, B</xref>). The population from Khanh Hoa clustered furthest away from other populations, except from Lam Dong, consistent with the F<sub>ST</sub> results with the barcode (<xref ref-type="fig" rid="F9">Figure 9A</xref>). While Ninh Thuan Province neighbors Binh Thuan, Lam Dong and Khanh Hoa provinces, the <italic>P. falciparum</italic> parasites in this province clustered closer to isolates from more northern provinces Quang Tri and Kon Tum along PC2 (<xref ref-type="fig" rid="F9">Figure 9A</xref>), while it clustered away from all provinces in PC4 (<xref ref-type="fig" rid="F9">Figure 9B</xref>). Upon closer investigation of the main cluster of Central Highland provinces and Binh Phuoc and Binh Thuan, PC1 indicated a clustering pattern from northern to southern provinces, and Kon Tum separated from the other provinces along PC2 (<xref ref-type="fig" rid="F9">Figure 9C</xref>). Taken together, these results indicate that the parasite populations in the provinces of Vietnam can be differentiated at distinct levels in the DAPC analysis with marked geographical clustering of isolates in Vietnam.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Discriminant Analysis of Principal Components (DAPC) of <italic>Plasmodium falciparum</italic> samples from Vietnam. DAPC calculates the discriminant components using predefined populations (here <italic>provinces</italic>) to group samples from the same population, while simultaneously maximizing the distance to samples from other populations. Two DAPCs were performed using all biallelic SNPs detected with the Pf AmpliSeq v2 Vietnam assay. Left, DAPC 1 <bold>(A, B)</bold> included all provinces and 354 samples from Vietnam, showing a scatterplot of principal component 1 and 2 <bold>(A)</bold>, 3 and 4 <bold>(B)</bold> with eigenvalues in % as the estimated contributing variance. DAPC 1 was performed with 25 principal components and 7 discriminants as determined by cross-validation. Right, DAPC 2 <bold>(C, D)</bold> excluded highly differentiated provinces of Khanh Hoa, Quang Tri, Ninh Thuan to increase resolution of the model to structure based on variations in the main cluster. Each dot represents one individual and colors and inertia ellipses indicate their assignment to one of the four 5 genetic clusters. DAPC 2 was performed with 140 principal components and 4 discriminants as determined by cross-validation.</p>
</caption>
<graphic xlink:href="fgene-15-1478706-g009.tif"/>
</fig>
<p>Clusters of highly related (&#x3e;90% IDB-sharing) <italic>P. falciparum</italic> isolates were seen especially in Gia Lai and Binh Thuan province and a separate cluster in Khanh Hoa province (<xref ref-type="fig" rid="F10">Figure 10A</xref>). The clonal structure of parasites in these provinces explains the observed low diversity, despite the high number of samples from these provinces. The clonal clusters in Gia Lai and Binh Thuan all belonged to the KEL1-lineage (genotyped at several loci on chromosomes 13 and 14, identifying 16 haplotypes, <xref ref-type="sec" rid="s12">Supplementary Table S7</xref>) and contained the C580Y mutation in <italic>PfK13,</italic> and in some clusters also the PPQ-resistance conferring mutation N326S in <italic>Pfcrt</italic> (<xref ref-type="fig" rid="F10">Figures 10B, C</xref>). Some samples from Binh Phuoc were also related to these clusters (<xref ref-type="fig" rid="F10">Figure 10A</xref>). The cluster of samples from Khanh Hoa were predominantly ART- and PPQ-sensitive, while it also contained the 4 samples with the <italic>PfK13</italic> P553L mutation, indicating this mutation emerged in the distinct local parasite population, which also shared ancestry to the KEL1-lineage, but without mutations C580Y and N326S (<xref ref-type="fig" rid="F10">Figures 10B, C</xref>). In pairwise analysis of IBD between isolates, high relatedness was seen especially between isolates within a province and less so between provinces, indicating little connectivity between the <italic>P. falciparum</italic> populations between provinces (<xref ref-type="fig" rid="F10">Figure 10D</xref>).</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Network of cluster of <italic>Plasmodium falciparum</italic> parasite connectivity in Vietnam. Relatedness networks inferred by IBD between <italic>Plasmodium falciparum</italic> isolates <bold>(A&#x2013;C)</bold>. Edges connecting parasite pairs indicate that &#x3e;90% of their genomes descended from a common ancestor without intervening recombination. Node colors indicate the province of collection <bold>(A)</bold>, ART-PPQ resistance classification by <italic>PfK13</italic> and <italic>Pfcrt</italic> validated mutations <bold>(B)</bold> or KEL-1 lineage <bold>(C)</bold>. A Sankey network was made of summed pairwise IBD-sharing (&#x3e;90%) between isolates between and within provinces <bold>(D)</bold>.</p>
</caption>
<graphic xlink:href="fgene-15-1478706-g010.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<sec id="s4-1">
<title>Findings</title>
<p>Vietnam is ambitiously targeting the elimination of malaria by 2030, a goal that necessitates rigorous monitoring of the disease to inform strategic interventions. The adoption of innovative tools like the AmpliSeq Pf Vietnam v2 assay, can significantly contribute to understanding the genetic diversity and drug resistance profiles of parasite populations in a region with a high level of multi-drug resistant <italic>P. falciparum</italic> (<xref ref-type="bibr" rid="B80">World Health Organization, 2022</xref>; <xref ref-type="bibr" rid="B34">Jacob et al., 2021</xref>). In a period of steep decline of malaria incidence in the country (2018-2020), we observed an increase in resistance to both artemisinin and its partner drug piperaquine in more provinces compared to previous studies, indicating a rapid spread. Nearly 80% of all samples analyzed (281/354) carried the C580Y mutation in the <italic>PfK13</italic> gene, while our earlier studies conducted in similar regions before 2018 detected validated <italic>PfK13</italic> mutations in approximately half the samples (<xref ref-type="bibr" rid="B62">Rovira-Vallbona et al., 2023</xref>). Other recent studies confirm our observations of high proportion of ART-R <italic>PfK13</italic> mutations, predominantly C580Y (<xref ref-type="bibr" rid="B75">Verschuuren et al., 2024</xref>; <xref ref-type="bibr" rid="B70">Thu et al., 2023</xref>). This highlights the critical need for ongoing surveillance and adaptive strategies to effectively combat malaria.</p>
<p>High proportions of parasites resistant to DHA-PPQ were observed in the provinces of Binh Phuoc, Binh Thuan, Gia Lai, and Kon Tum. Observations of treatment failures in several provinces in the country prompted a change in treatment guidelines by the NMCP from DHA-PPQ followed by PA as the first-line treatment for <italic>P. falciparum</italic> malaria in these provinces in the same period: in 2019 for Dak Nong and Binh Phuoc, followed by Gia Lai, Khanh Hoa, Phu Yen, and Dak Lak Province in 2020. In addition, we show for the first time high levels of DHA-PPQ resistance in Binh Thuan Province, observed as early as 2018. Binh Thuan province has set an ambitious goal to eliminate malaria by 2026, and the decline in reported cases suggests progress, but the spread of resistant lineages from neighboring provinces may pose challenges. Fortunately, in 2023, PA was adopted as the first-line treatment for both <italic>P. falciparum</italic> and <italic>P. vivax</italic> infections in all provinces in Vietnam, building on the success of PA in prior TES conducted in 2017&#x2013;2018 and its proven efficacy in other provinces (<xref ref-type="bibr" rid="B49">Manh et al., 2021</xref>; <xref ref-type="bibr" rid="B59">Quang Bui et al., 2020</xref>; <xref ref-type="bibr" rid="B51">Minister of Health Vietnam, 2023</xref>). In contrast, the parasite population in Quang Tri has remained sensitive to ART, PPQ, and CQ, setting it apart from other regions. While Quang Tri province is part of the Central Highlands, and one of the provinces with the highest malaria burden in the early 2000s, malaria transmission has decreased rapidly much earlier than in other provinces in the Central Highlands, and remaining pockets are in remote areas near the border with neighboring Laos that also has little ART-R in that region (<xref ref-type="bibr" rid="B62">Rovira-Vallbona et al., 2023</xref>; <xref ref-type="bibr" rid="B56">Pongvongsa et al., 2012</xref>).</p>
<p>The observed <italic>Pfpm2</italic> gene amplifications and the persistence and spread of <italic>Pfcrt</italic> mutations present a complex picture of piperaquine resistance dynamics. While early studies were showing an increase in <italic>Pfpm2</italic> gene amplifications in Vietnam (from 3% in 2000 to 11% in 2016), our study along with other recent reports indicate a stabilization and potential decline of this marker (<xref ref-type="bibr" rid="B62">Rovira-Vallbona et al., 2023</xref>; <xref ref-type="bibr" rid="B75">Verschuuren et al., 2024</xref>). However, while a recent preprint reports the decline of resistance to both DHA and PPQ in <italic>P. falciparum</italic> parasites in the GMS, this interpretation is based on the decrease of <italic>Pfpm2</italic> gene amplifications alone and <italic>Pfcrt</italic> mutations associated with PPQ were not investigated (<xref ref-type="bibr" rid="B75">Verschuuren et al., 2024</xref>). With the extensive panel of markers in the Pf AmpliSeq v2 Vietnam assay, we detected a significant increase of PPQ resistance in 2019 and 2020 compared to previous years, primarily driven by the emerging <italic>Pfcrt</italic> variants, with resistance observed in over 50% of the analyzed isolates. Recent studies suggest that <italic>Pfcrt</italic> mutations may confer a more stable resistance phenotype with lower fitness costs than <italic>Pfpm2</italic> amplifications, which could explain their selection in these parasite lineages in the face of PPQ pressure (<xref ref-type="bibr" rid="B28">Hastings and Donnelly, 2005</xref>; <xref ref-type="bibr" rid="B43">Kim et al., 2019</xref>). The shift from <italic>Pfpm2</italic> amplifications to <italic>Pfcrt</italic> mutations observed here could therefore indicate an evolutionary adaptation, allowing parasites to survive better. In addition, the resistant parasite populations observed in Binh Phuoc, Binh Thuan, Gia Lai and Kon Tum provinces exhibited a clonal nature and low genetic diversity (median He &#x2264; 0.11), indicating that the highly resistant parasite lineage recently emerged in the KEL1-PLA1 genetic background. Nevertheless, the PPQ susceptibility profiles of parasites with only PPQ-R <italic>Pfcrt</italic> variants, without <italic>Pfpm2</italic> amplifications, requires further phenotypic characterization, as this was not possible with the DBS samples collected in this study. Previous clinical studies in Vietnam included samples with both mutations, whereas <italic>in vitro</italic> studies and studies in other regions have indicated that <italic>Pfcrt</italic> mutations alone can be sufficient to confer PPQ resistance (<xref ref-type="bibr" rid="B73">Van Der Pluijm et al., 2019</xref>; <xref ref-type="bibr" rid="B49">Manh et al., 2021</xref>; <xref ref-type="bibr" rid="B61">Ross et al., 2018</xref>; <xref ref-type="bibr" rid="B7">Boonyalai et al., 2022</xref>; <xref ref-type="bibr" rid="B21">Florimond et al., 2024</xref>; <xref ref-type="bibr" rid="B64">Silva et al., 2020</xref>).</p>
<p>Beyond ART and PPQ resistance, this study shows high levels of multidrug resistance, with 6/8 provinces reporting very high SP resistance levels with &#x3e;70% of the parasites carrying double, triple or quadruple mutations in <italic>Pfdhps</italic> and <italic>Pfdhps</italic>. The continued use of CQ for <italic>P. vivax</italic> malaria treatment, together with PPQ pressure, shapes <italic>Pfcrt</italic> haplotypes, preventing a reversion of <italic>P. falciparum</italic> parasites to CQ sensitivity as seen in Africa since the introduction of ACTs (<xref ref-type="bibr" rid="B2">Asare et al., 2021</xref>; <xref ref-type="bibr" rid="B46">Laufer et al., 2010</xref>; <xref ref-type="bibr" rid="B4">Balikagala et al., 2020</xref>; <xref ref-type="bibr" rid="B38">Kateera et al., 2016</xref>). In most provinces, besides Lam Dong, Ninh Thuan and Quang Tri, CQ-R <italic>Pfcrt</italic> CVIET and CVIDT haplotypes were reported in &#x3e;90% of the samples. Furthermore, since the change to PA as first line treatment in Gia Lai province in 2020 (and TES trials in 2017&#x2013;2018), we start to observe the fitness compensatory mutation C258W in <italic>Pfcrt,</italic> which reportedly reverses the PPQ resistance caused by the F145I mutation while it increases CQ resistance (<xref ref-type="bibr" rid="B26">Hagenah et al., 2024</xref>). This C258W mutation has been shown through competitive growth assays with <italic>pfcrt</italic>-edited parasites to reduce the fitness defect caused by F145I, observed at increasing levels in this study (48/354 samples, with 30 samples from Binh Thuan), and has been reported to emerge in laboratory cultures and Southeast Asian isolates no longer exposed to PPQ pressure (<xref ref-type="bibr" rid="B26">Hagenah et al., 2024</xref>). Only few samples were observed with this mutation, and future studies including samples from the years after the treatment guideline change are necessary to assess the spread and importance of this mutation. In addition, we identified several non-<italic>PfK13</italic> mutations that may contribute to artemisinin resistance or enhanced parasite fitness of mutant parasites, as reported in Thailand and reflecting similar findings in African settings where additional resistance mechanisms have reduced ACT efficacy (<xref ref-type="bibr" rid="B11">Cerqueira et al., 2017</xref>). We detected E1528D in <italic>Pfubp1</italic>, associated with artemisinin resistance, in Gia Lai and Kon Tum, in parasites also carrying <italic>PfK13</italic> C580Y. In samples with the <italic>PfK13</italic> P553L mutation from Khanh Hoa, a unique insertion in <italic>Pfubp1</italic> was observed alongside mutations in the <italic>Pfeps15</italic> gene, suggesting a complex genetic landscape influencing artemisinin resistance. Further investigation into the functional significance and epidemiological relevance of these non-<italic>PfK13</italic> markers and in relation to the evolution of <italic>PfK13-</italic>mediated ART-R is needed, as it could uncover important insights into the evolving landscape of antimalarial drug resistance.</p>
<p>The high prevalence of multidrug resistance, including resistance to ART, PPQ, CQ, and SP, poses a significant threat to the current malaria control and elimination strategies in Vietnam. This trend underscores the need for continuous monitoring and potential revision of treatment guidelines, as evidenced by the switch to PA for uncomplicated malaria. High levels of CQ resistance in <italic>P. falciparum</italic> from Khanh Hoa, Binh Phuoc, and Gia Lai calls for close monitoring of CQ efficacy for <italic>P. vivax</italic>, especially in view of the recent outbreaks in Lai Chau and Khanh Hoa. Malaria elimination faces significant challenges, but genetic surveillance can guide interventions like mass drug administration (MDA), targeted drug administration (TDA), or enhanced vector control. For instance, Vietnam has implemented MDA in Lai Chau and plans TDA in Khanh Hoa due to the outbreaks. Molecular evaluations before and after these interventions are crucial, as past experiences indicate MDA and TDA may not offer sustained results, however this is not currently part of the strategy. Based on the high level of resistance and its continuous evolution detected in this study, it is recommended to include genetic surveillance in these outbreak scenarios.</p>
<p>Pyronaridine resistance in Plasmodium has been linked to high <italic>mdr1</italic> expression in mouse models (<xref ref-type="bibr" rid="B44">Kimani et al., 2014</xref>; <xref ref-type="bibr" rid="B45">Kimani and Shume, 2020</xref>). Although we did not investigate <italic>mdr1</italic> expression, we found very few samples with <italic>mdr1</italic> gene amplifications. While the resistance mechanism is not fully understood, pyronaridine resistance shares similarities with resistance to other quinolines (<xref ref-type="bibr" rid="B19">Dorn et al., 1998</xref>). Given the high resistance rates to PPQ and other quinolines in Vietnam, PA might not be ideal, and an alternative ACT may be needed for effective malaria management.</p>
<p>On the other hand, there was a notable lack of <italic>Pfhrp2/3</italic> gene deletions, which can lead to false-negative rapid diagnostic test results, consistent with other studies in the region (<xref ref-type="bibr" rid="B52">Molina-de La Fuente et al., 2021</xref>; <xref ref-type="bibr" rid="B67">Thang et al., 2022</xref>). This contrasts with certain countries in South America and the Horn of Africa, where <italic>Pfhrp2/3</italic> deletions are prevalent and prompted changes to RDT strategies (<xref ref-type="bibr" rid="B52">Molina-de La Fuente et al., 2021</xref>). The absence of such deletions in the study samples indicates that the current HRP2/3-based RDT remains suitable for the diagnosis of <italic>P. falciparum</italic> in the country.</p>
<p>
<italic>Plasmodium falciparum</italic> populations in Vietnam are becoming more isolated through time, as indicated by the high proportion of clonal populations, with a high degree of geographical clustering by province, indicating limited connectivity between parasite populations across different provinces. These distinct, localized subpopulations may have evolved independently in response to an interplay of local environmental factors, epidemiological patterns, and population movements. Interestingly, the Central Highland provinces, and especially Gia Lai province, is the region with the highest residual burden of malaria in Vietnam, while it had the lowest diversity and very clonal population. This is likely due to the drug resistance profile of the parasites in this province, combined with strong selection pressure exerted/posed by the targeted efforts from the NCMP to reduce malaria in this province. The observed geographical isolation of these subpopulations is important for malaria elimination efforts, as it can promote the development and spread of region-specific drug resistance profiles that may require tailored intervention strategies. The NMCP efforts in Vietnam are organized however on a provincial level, and this localized approach might be one of the factors contributing to the success of the country in reducing its burden. Similar trends of geographically isolated parasite populations have been reported in Vietnam and the Greater Mekong Subregion, indicating a regional pattern of fragmented malaria transmission (<xref ref-type="bibr" rid="B75">Verschuuren et al., 2024</xref>; <xref ref-type="bibr" rid="B14">Cui et al., 2012</xref>).</p>
</sec>
<sec id="s4-2">
<title>Strengths and limitations</title>
<p>The comprehensive approach of this study provides a robust framework for understanding drug resistance and its evolution. By examining a broad panel of full-length resistance genes spanning multiple drug classes and a wide range of SNPs, it provided a high-resolution perspective on the genetic diversity and resistance evolution in this country. This resulted in valuable insights that can inform local policy and decision makers to improve treatment and intervention strategies. However, the limited geographic scope and sample size highlights the need for broader surveillance in more malaria endemic provinces to capture the full spectrum of malaria resistance in Vietnam, including for example, the sites of recent outbreaks. Low incidence in some provinces made it difficult to collect large numbers of samples for statistical analysis. However, the few samples that we did include often represented &#x3e;10% of the reported malaria cases in the province, making it still a meaningful assessment to inform NMCPs. In contrast, TES in these settings would not be feasible due to the low incidence, demonstrating the added value of molecular surveillance in a pre-elimination scenario. However, for genetic surveillance data to be actionable, these results need to be produced much faster and become integrated with routine epidemiological and entomological monitoring, to allow for a comprehensive understanding of malaria transmission and control. Moreover, a centralized database for sharing genetic surveillance data would facilitate coordinated responses and efficient resource allocation. Enhancing collaboration with local health authorities and communities is essential for a more representative data collection and swift outbreak response, supporting the country&#x2019;s efforts towards malaria elimination.</p>
<p>The coordinated implementation of various approaches, including targeted drug administration, vector control measures, active surveillance and community engagement strategies, is crucial for malaria elimination efforts. However, financial constraints and changes in procurement regulations have made it challenging to obtain the necessary chemicals, antimalarial drugs, and to mobilize sufficient resources for effective implementation of these interventions and surveillance activities. This lack of coordination and resource availability can hinder the synchronization of the various control measures, thereby increasing the risk of the further spread and proliferation of drug-resistant malaria strains across the region. Addressing these systemic challenges through increased and sustained funding, streamlined procurement processes, and a comprehensive, multi-faceted strategy is essential to effectively combat the escalating threat of drug-resistant malaria and achieve the goal of malaria elimination in Vietnam.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>In conclusion, this study provided a comprehensive assessment of the genetic markers associated with multi-drug resistance in <italic>P. falciparum</italic> isolates from 8 provinces in Vietnam between 2018-2020 with the AmpliSeq Pf Vietnam v2 assay. High levels of artemisinin resistance are seen in the residual clonal parasite population as the malaria burden is decreasing while the country works towards the ambitious goal of eliminating malaria by 2030. The interventions have resulted in clonal and isolated pockets of parasites, characterized by low genetic diversity and limited genetic exchange between them. This study highlights the critical need for ongoing surveillance and adaptive strategies to effectively eliminate malaria as swiftly as possible, especially considering the potential similarities in resistance mechanisms for quinolines and pyronadine, the partner drug in the current first line ACT.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/<xref ref-type="sec" rid="s12">Supplementary Material</xref>.</p>
</sec>
<sec sec-type="ethics-statement" id="s7">
<title>Ethics statement</title>
<p>The studies involving humans were approved by ethical review boards at NIMPE and by agreement of the Ministry of Health in Vietnam and Institutional Review Board of the Institute of Tropical Medicine Antwerp. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation in this study was provided by the participants&#x2019; legal guardians/next of kin.</p>
</sec>
<sec sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>JK: Conceptualization, Data curation, Formal Analysis, Funding acquisition, Investigation, Methodology, Project administration, Supervision, Validation, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. MM: Formal Analysis, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. VN: Conceptualization, Data curation, Funding acquisition, Investigation, Methodology, Supervision, Writing&#x2013;original draft, Writing&#x2013;review and editing. TN: Data curation, Investigation, Writing&#x2013;original draft, Writing&#x2013;review and editing. AU: Data curation, Investigation, Writing&#x2013;review and editing. ML-E: Investigation, Writing&#x2013;original draft, Writing&#x2013;review and editing. XN: Funding acquisition, Project administration, Resources, Writing&#x2013;review and editing. TN: Conceptualization, Funding acquisition, Project administration, Supervision, Writing&#x2013;review and editing. AR-U: Conceptualization, Funding acquisition, Project administration, Supervision, Writing&#x2013;original draft, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was funded by the Belgium Development Cooperation (DGD) under the Framework Agreement Program between DGD and ITM (FA4 Vietnam, 2017-2021 and FA5 Vietnam, 2022-2026). Funding agencies had no role in the design of the study.</p>
</sec>
<ack>
<p>We wish to thank all participants in the study for making their samples available for this research. We thank all those who participated in the field collections, laboratory processing and manuscript writing at NIMPE and the Vietnamese Ministry of Health for its continuous commitment to eliminated malaria by 2030. We thank Pieter Moris (Malariology Unit, ITM) for coding and moral support/assistance with coding bioinformatic analyses and reviewing the manuscript. The computational resources used for the WGS analyses were provided by the HPC core facility CalcUA of the University of Antwerp, and VSC (Flemish Supercomputer Center). The following reagents were obtained through BEI Resources, NIAID, NIH: <italic>P. falciparum</italic> strain Dd2 (catalogue number MRA-150), contributed by David Walliker; <italic>P. falciparum</italic> strain Dd2_R539T (catalogue number MRA-1255) and <italic>P. falciparum</italic> strain CamWT_C580Y (catalogue number MRA-1251), contributed by David A. Fidock; and <italic>P. falciparum</italic> strain IPC 4912 (catalogue number MRA-1241), contributed by Didier M&#xe9;nard. Last, we would like to express our gratitude to the Belgian Directorate-General for Development Cooperation and Humanitarian Aid (DGD) for providing the funding for this research, that allowed the long-standing ties between NIMPE and ITM to thrive once again.</p>
</ack>
<sec sec-type="COI-statement" id="s10">
<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 sec-type="disclaimer" id="s11">
<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>
<sec id="s12">
<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/fgene.2024.1478706/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2024.1478706/full&#x23;supplementary-material</ext-link>
</p>
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<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ajibaye</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Olukosi</surname>
<given-names>Y. A.</given-names>
</name>
<name>
<surname>Oriero</surname>
<given-names>E. C.</given-names>
</name>
<name>
<surname>Oboh</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Iwalokun</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Nwankwo</surname>
<given-names>I. C.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Detection of novel Plasmodium falciparum coronin gene mutations in a recrudescent ACT-treated patient in South-Western Nigeria</article-title>. <source>Front. Cell Infect. Microbiol.</source> <volume>14</volume>, <fpage>1366563</fpage>. <pub-id pub-id-type="doi">10.3389/fcimb.2024.1366563</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Asare</surname>
<given-names>K. K.</given-names>
</name>
<name>
<surname>Africa</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Mbata</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Opoku</surname>
<given-names>Y. K.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>The emergence of chloroquine-sensitive Plasmodium falciparum is influenced by selected communities in some parts of the Central Region of Ghana</article-title>. <source>Malar. J.</source> <volume>20</volume> (<issue>1</issue>), <fpage>447</fpage>. <pub-id pub-id-type="doi">10.1186/s12936-021-03985-8</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Auburn</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Campino</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Miotto</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Djimde</surname>
<given-names>A. A.</given-names>
</name>
<name>
<surname>Zongo</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Manske</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2012</year>). <article-title>Characterization of within-host Plasmodium falciparum diversity using next-generation sequence data</article-title>. <source>PloS One</source> <volume>7</volume> (<issue>2</issue>), <fpage>e32891</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0032891</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Balikagala</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Sakurai-Yatsushiro</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Tachibana</surname>
<given-names>S. I.</given-names>
</name>
<name>
<surname>Ikeda</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Yamauchi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Katuro</surname>
<given-names>O. T.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Recovery and stable persistence of chloroquine sensitivity in Plasmodium falciparum parasites after its discontinued use in Northern Uganda</article-title>. <source>Malar. J.</source> <volume>19</volume> (<issue>1</issue>), <fpage>76</fpage>. <pub-id pub-id-type="doi">10.1186/s12936-020-03157-0</pub-id>
</citation>
</ref>
<ref id="B5">
<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> (<issue>6473</issue>), <fpage>51</fpage>&#x2013;<lpage>59</lpage>. <pub-id pub-id-type="doi">10.1126/science.aax4735</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bolger</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Lohse</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Usadel</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Trimmomatic: a flexible trimmer for Illumina sequence data</article-title>. <source>Bioinformatics</source> <volume>30</volume> (<issue>15</issue>), <fpage>2114</fpage>&#x2013;<lpage>2120</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btu170</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Boonyalai</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Kirativanich</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Thamnurak</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Praditpol</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Vesely</surname>
<given-names>B. A.</given-names>
</name>
<name>
<surname>Wojnarski</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>A single point mutation in the Plasmodium falciparum 3&#x2032;&#x2013;5&#x2032; exonuclease does not alter piperaquine susceptibility</article-title>. <source>Malar. J.</source> <volume>21</volume> (<issue>1</issue>), <fpage>130</fpage>. <pub-id pub-id-type="doi">10.1186/s12936-022-04148-z</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Briolant</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Wurtz</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Zettor</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Rogier</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Pradines</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Susceptibility of <italic>Plasmodium falciparum</italic> isolates to doxycycline is associated with <italic>pftetQ</italic> sequence polymorphisms and <italic>pftetQ</italic> and <italic>pfmdt</italic> copy numbers</article-title>. <source>J. Infect. Dis.</source> <volume>201</volume> (<issue>1</issue>), <fpage>153</fpage>&#x2013;<lpage>159</lpage>. <pub-id pub-id-type="doi">10.1086/648594</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cao</surname>
<given-names>V. A. T.</given-names>
</name>
<name>
<surname>Nguyen</surname>
<given-names>T. Q.</given-names>
</name>
<name>
<surname>Le Quyen</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Boon</surname>
<given-names>W. P. C.</given-names>
</name>
<name>
<surname>Moors</surname>
<given-names>E. H. M.</given-names>
</name>
<name>
<surname>Dondorp</surname>
<given-names>A. M.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Exploring the feasibility of introducing triple artemisinin-based combination therapy in the malaria treatment policy in Vietnam</article-title>. <source>Malar. J.</source> <volume>22</volume> (<issue>1</issue>), <fpage>326</fpage>. <pub-id pub-id-type="doi">10.1186/s12936-023-04763-4</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cerqueira</surname>
<given-names>G. C.</given-names>
</name>
<name>
<surname>Cheeseman</surname>
<given-names>I. H.</given-names>
</name>
<name>
<surname>Schaffner</surname>
<given-names>S. F.</given-names>
</name>
<name>
<surname>Nair</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>McDew-White</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Phyo</surname>
<given-names>A. P.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Longitudinal genomic surveillance of Plasmodium falciparum malaria parasites reveals complex genomic architecture of emerging artemisinin resistance</article-title>. <source>Genome Biol.</source> <volume>18</volume> (<issue>1</issue>), <fpage>78</fpage>. <pub-id pub-id-type="doi">10.1186/s13059-017-1204-4</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cingolani</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Platts</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>L. L.</given-names>
</name>
<name>
<surname>Coon</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Nguyen</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<etal/>
</person-group> (<year>2012</year>). <article-title>A program for annotating and predicting the effects of single nucleotide polymorphisms, SnpEff: SNPs in the genome of <italic>Drosophila melanogaster</italic> strain w1118; iso-2; iso-3</article-title>. <source>Fly. (Austin)</source> <volume>6</volume> (<issue>2</issue>), <fpage>80</fpage>&#x2013;<lpage>92</lpage>. <pub-id pub-id-type="doi">10.4161/fly.19695</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Cs&#xe1;rdi</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Nepusz</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>M&#xfc;ller</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Horv&#xe1;t</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Traag</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Zanini</surname>
<given-names>F.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <source>Igraph for R: R interface of the igraph library for graph theory and network analysis</source>. <publisher-name>Zenodo</publisher-name>. <pub-id pub-id-type="doi">10.5281/zenodo.13964143</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cui</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Yan</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Sattabongkot</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Cao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2012</year>). <article-title>Malaria in the greater Mekong subregion: heterogeneity and complexity</article-title>. <source>Acta Trop.</source> <volume>121</volume> (<issue>3</issue>), <fpage>227</fpage>&#x2013;<lpage>239</lpage>. <pub-id pub-id-type="doi">10.1016/j.actatropica.2011.02.016</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Danecek</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Auton</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Abecasis</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Albers</surname>
<given-names>C. A.</given-names>
</name>
<name>
<surname>Banks</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>DePristo</surname>
<given-names>M. A.</given-names>
</name>
<etal/>
</person-group> (<year>2011</year>). <article-title>The variant call format and VCFtools</article-title>. <source>Bioinformatics</source> <volume>27</volume> (<issue>15</issue>), <fpage>2156</fpage>&#x2013;<lpage>2158</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btr330</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Danecek</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Bonfield</surname>
<given-names>J. K.</given-names>
</name>
<name>
<surname>Liddle</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Marshall</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Ohan</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Pollard</surname>
<given-names>M. O.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Twelve years of SAMtools and BCFtools</article-title>. <source>GigaScience</source> <volume>10</volume> (<issue>2</issue>), <fpage>giab008</fpage>. <pub-id pub-id-type="doi">10.1093/gigascience/giab008</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Das</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Price</surname>
<given-names>R. N.</given-names>
</name>
<name>
<surname>Bethell</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Guerin</surname>
<given-names>P. J.</given-names>
</name>
<name>
<surname>Stepniewska</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Early parasitological response following artemisinin-containing regimens: a critical review of the literature</article-title>. <source>Malar. J.</source> <volume>12</volume>, <fpage>125</fpage>. <pub-id pub-id-type="doi">10.1186/1475-2875-12-125</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Demas</surname>
<given-names>A. R.</given-names>
</name>
<name>
<surname>Sharma</surname>
<given-names>A. I.</given-names>
</name>
<name>
<surname>Wong</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Early</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Redmond</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Bopp</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Mutations in <italic>Plasmodium falciparum</italic> actin-binding protein coronin confer reduced artemisinin susceptibility</article-title>. <source>Proc. Natl. Acad. Sci.</source> <volume>115</volume> (<issue>50</issue>), <fpage>12799</fpage>&#x2013;<lpage>12804</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1812317115</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dorn</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Vippagunta</surname>
<given-names>S. R.</given-names>
</name>
<name>
<surname>Matile</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Jaquet</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Vennerstrom</surname>
<given-names>J. L.</given-names>
</name>
<name>
<surname>Ridley</surname>
<given-names>R. G.</given-names>
</name>
</person-group> (<year>1998</year>). <article-title>An assessment of drug-haematin binding as a mechanism for inhibition of haematin polymerisation by quinoline antimalarials</article-title>. <source>Biochem. Pharmacol.</source> <volume>55</volume> (<issue>6</issue>), <fpage>727</fpage>&#x2013;<lpage>736</lpage>. <pub-id pub-id-type="doi">10.1016/s0006-2952(97)00510-8</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fidock</surname>
<given-names>D. A.</given-names>
</name>
<name>
<surname>Nomura</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Talley</surname>
<given-names>A. K.</given-names>
</name>
<name>
<surname>Cooper</surname>
<given-names>R. A.</given-names>
</name>
<name>
<surname>Dzekunov</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Ferdig</surname>
<given-names>M. T.</given-names>
</name>
<etal/>
</person-group> (<year>2000</year>). <article-title>Mutations in the P. Falciparum digestive vacuole transmembrane protein PfCRT and evidence for their role in chloroquine resistance</article-title>. <source>Mol. Cell</source> <volume>6</volume> (<issue>4</issue>), <fpage>861</fpage>&#x2013;<lpage>871</lpage>. <pub-id pub-id-type="doi">10.1016/s1097-2765(05)00077-8</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Florimond</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>De Laval</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Early</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Sauthier</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Lazrek</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Pelleau</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Impact of piperaquine resistance in Plasmodium falciparum on malaria treatment effectiveness in the Guianas: a descriptive epidemiological study</article-title>. <source>Lancet Infect. Dis.</source> <volume>24</volume> (<issue>2</issue>), <fpage>161</fpage>&#x2013;<lpage>171</lpage>. <pub-id pub-id-type="doi">10.1016/S1473-3099(23)00502-9</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Frosch</surname>
<given-names>A. E. P.</given-names>
</name>
<name>
<surname>Laufer</surname>
<given-names>M. K.</given-names>
</name>
<name>
<surname>Mathanga</surname>
<given-names>D. P.</given-names>
</name>
<name>
<surname>Takala-Harrison</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Skarbinski</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Claassen</surname>
<given-names>C. W.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>Return of widespread chloroquine-sensitive Plasmodium falciparum to Malawi</article-title>. <source>J. Infect. Dis.</source> <volume>210</volume> (<issue>7</issue>), <fpage>1110</fpage>&#x2013;<lpage>1114</lpage>. <pub-id pub-id-type="doi">10.1093/infdis/jiu216</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gaillard</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Madamet</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Pradines</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Tetracyclines in malaria</article-title>. <source>Malar. J.</source> <volume>14</volume>, <fpage>445</fpage>. <pub-id pub-id-type="doi">10.1186/s12936-015-0980-0</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Galili</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>O&#x2019;Callaghan</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Sidi</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Sievert</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2018</year>). &#x201c;<article-title>heatmaply: an R package for creating interactive cluster heatmaps for online publishing</article-title>.&#x201d;<source>Bioinformatics</source>. Editor <person-group person-group-type="editor">
<name>
<surname>Wren</surname>
<given-names>J.</given-names>
</name>
</person-group> <volume>34</volume> (<issue>9</issue>) <fpage>1600</fpage>&#x2013;<lpage>1602</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btx657</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Goudet</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Jombart</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Kamvar</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Archer</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Hardy</surname>
<given-names>O.</given-names>
</name>
</person-group> (<year>2022</year>). <source>Package &#x2018;hierfstat&#x2019;</source>. <comment>Available at: <ext-link ext-link-type="uri" xlink:href="https://cran.r-project.org/web/packages/hierfstat/hierfstat.pdf">https://cran.r-project.org/web/packages/hierfstat/hierfstat.pdf</ext-link>.</comment>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hagenah</surname>
<given-names>L. M.</given-names>
</name>
<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>Qahash</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Willems</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Schindler</surname>
<given-names>K. A.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). &#x201c;<article-title>Additional PfCRT mutations driven by selective pressure for improved fitness can result in the loss of piperaquine resistance and altered <italic>Plasmodium falciparum</italic> physiology</article-title>&#x201d;. <source>mBio</source>. Editor <person-group person-group-type="editor">
<name>
<surname>Wellems</surname>
<given-names>T. E.</given-names>
</name>
</person-group> <volume>15</volume> (<issue>1</issue>), <fpage>e0183223</fpage>&#x2013;<lpage>23</lpage>. <pub-id pub-id-type="doi">10.1128/mbio.01832-23</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hamilton</surname>
<given-names>W. L.</given-names>
</name>
<name>
<surname>Amato</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Van Der Pluijm</surname>
<given-names>R. W.</given-names>
</name>
<name>
<surname>Jacob</surname>
<given-names>C. G.</given-names>
</name>
<name>
<surname>Quang</surname>
<given-names>H. H.</given-names>
</name>
<name>
<surname>Thuy-Nhien</surname>
<given-names>N. T.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Evolution and expansion of multidrug-resistant malaria in southeast Asia: a genomic epidemiology study</article-title>. <source>Lancet Infect. Dis.</source> <volume>19</volume> (<issue>9</issue>), <fpage>943</fpage>&#x2013;<lpage>951</lpage>. <pub-id pub-id-type="doi">10.1016/S1473-3099(19)30392-5</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hastings</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Donnelly</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>The impact of antimalarial drug resistance mutations on parasite fitness, and its implications for the evolution of resistance</article-title>. <source>Drug Resist Updat</source> <volume>8</volume> (<issue>1&#x2013;2</issue>), <fpage>43</fpage>&#x2013;<lpage>50</lpage>. <pub-id pub-id-type="doi">10.1016/j.drup.2005.03.003</pub-id>
</citation>
</ref>
<ref id="B81">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Henden</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Mueller</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Barry</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Bahlo</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Identity-by-descent analyses for measuring population dynamics and selection in recombining pathogens</article-title>. <source>PLoS Genet.</source> <volume>14</volume> (<issue>5</issue>), <fpage>e1007279</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pgen.1007279</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Henrici</surname>
<given-names>R. C.</given-names>
</name>
<name>
<surname>Edwards</surname>
<given-names>R. L.</given-names>
</name>
<name>
<surname>Zoltner</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>van Schalkwyk</surname>
<given-names>D. A.</given-names>
</name>
<name>
<surname>Hart</surname>
<given-names>M. N.</given-names>
</name>
<name>
<surname>Mohring</surname>
<given-names>F.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>The Plasmodium falciparum artemisinin susceptibility-associated AP-2 adaptin &#x3bc; subunit is clathrin independent and essential for schizont maturation</article-title>. <source>mBio</source> <volume>11</volume> (<issue>1</issue>). <pub-id pub-id-type="doi">10.1128/mBio.02918-19</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hofmann</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Mwingira</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Shekalaghe</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Robinson</surname>
<given-names>L. J.</given-names>
</name>
<name>
<surname>Mueller</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Felger</surname>
<given-names>I.</given-names>
</name>
</person-group> (<year>2015</year>). &#x201c;<article-title>Ultra-sensitive detection of Plasmodium falciparum by amplification of multi-copy subtelomeric targets</article-title>,&#x201d;. Editor <person-group person-group-type="editor">
<name>
<surname>Von Seidlein</surname>
<given-names>L.</given-names>
</name>
</person-group>, <volume>12</volume>. <pub-id pub-id-type="doi">10.1371/journal.pmed.1001788</pub-id>
<source>PLOS Med.</source> <fpage>e1001788</fpage>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huong</surname>
<given-names>N. M.</given-names>
</name>
<name>
<surname>Davis</surname>
<given-names>T. M. E.</given-names>
</name>
<name>
<surname>Cox-Singh</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Hewitt</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Toan</surname>
<given-names>T. Q.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>T. B.</given-names>
</name>
<etal/>
</person-group> (<year>2003</year>). <article-title>Treatment of uncomplicated falciparum malaria in southern vietnam: can chloroquine or sulfadoxine-pyrimethamine Be reintroduced in combination with artesunate?</article-title> <source>Clin. Infect. Dis.</source> <volume>37</volume> (<issue>11</issue>), <fpage>1461</fpage>&#x2013;<lpage>1466</lpage>. <pub-id pub-id-type="doi">10.1086/379323</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huong</surname>
<given-names>N. M.</given-names>
</name>
<name>
<surname>Hewitt</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Davis</surname>
<given-names>T. M. E.</given-names>
</name>
<name>
<surname>Dao</surname>
<given-names>L. D.</given-names>
</name>
<name>
<surname>Toan</surname>
<given-names>T. Q.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>T. B.</given-names>
</name>
<etal/>
</person-group> (<year>2001</year>). <article-title>Resistance of Plasmodium falciparum to antimalarial drugs in a highly endemic area of southern Viet Nam: a study <italic>in vivo</italic> and <italic>in vitro</italic>
</article-title>. <source>Trans. R. Soc. Trop. Med. Hyg.</source> <volume>95</volume> (<issue>3</issue>), <fpage>325</fpage>&#x2013;<lpage>329</lpage>. <pub-id pub-id-type="doi">10.1016/s0035-9203(01)90254-8</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Imwong</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Suwannasin</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Kunasol</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Sutawong</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Mayxay</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Rekol</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>The spread of artemisinin-resistant Plasmodium falciparum in the Greater Mekong subregion: a molecular epidemiology observational study</article-title>. <source>Lancet Infect. Dis.</source> <volume>17</volume> (<issue>5</issue>), <fpage>491</fpage>&#x2013;<lpage>497</lpage>. <pub-id pub-id-type="doi">10.1016/S1473-3099(17)30048-8</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jacob</surname>
<given-names>C. G.</given-names>
</name>
<name>
<surname>Thuy-Nhien</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Mayxay</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Maude</surname>
<given-names>R. J.</given-names>
</name>
<name>
<surname>Quang</surname>
<given-names>H. H.</given-names>
</name>
<name>
<surname>Hongvanthong</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Genetic surveillance in the Greater Mekong subregion and South Asia to support malaria control and elimination</article-title>. <source>eLife</source> <volume>10</volume>, <fpage>e62997</fpage>. <pub-id pub-id-type="doi">10.7554/eLife.62997</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jombart</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>adegenet: a R package for the multivariate analysis of genetic markers</article-title>. <source>Bioinforma. Oxf Engl.</source> <volume>24</volume> (<issue>11</issue>), <fpage>1403</fpage>&#x2013;<lpage>1405</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btn129</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jombart</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Ahmed</surname>
<given-names>I.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Adegenet 1.3-1: new tools for the analysis of genome-wide SNP data</article-title>. <source>Bioinforma. Oxf Engl.</source> <volume>27</volume> (<issue>21</issue>), <fpage>3070</fpage>&#x2013;<lpage>3071</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btr521</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jombart</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Devillard</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Balloux</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Discriminant analysis of principal components: a new method for the analysis of genetically structured populations</article-title>. <source>BMC Genet.</source> <volume>11</volume>, <fpage>94</fpage>. <pub-id pub-id-type="doi">10.1186/1471-2156-11-94</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kateera</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Nsobya</surname>
<given-names>S. L.</given-names>
</name>
<name>
<surname>Tukwasibwe</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Hakizimana</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Mutesa</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Mens</surname>
<given-names>P. F.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Molecular surveillance of Plasmodium falciparum drug resistance markers reveals partial recovery of chloroquine susceptibility but sustained sulfadoxine-pyrimethamine resistance at two sites of different malaria transmission intensities in Rwanda</article-title>. <source>Acta Trop.</source> <volume>164</volume>, <fpage>329</fpage>&#x2013;<lpage>336</lpage>. <pub-id pub-id-type="doi">10.1016/j.actatropica.2016.09.008</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kattenberg</surname>
<given-names>J. H.</given-names>
</name>
<name>
<surname>Cabrera-Sosa</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Figueroa-Ildefonso</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Mutsaers</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Monsieurs</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Guetens</surname>
<given-names>P.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). &#x201c;<article-title>Plasmodium vivax genomic surveillance in the Peruvian Amazon with Pv AmpliSeq assay</article-title>,&#x201d;. Editor <person-group person-group-type="editor">
<name>
<surname>Aranda-Diaz</surname>
<given-names>A.</given-names>
</name>
</person-group>, <volume>18</volume>. <pub-id pub-id-type="doi">10.1371/journal.pntd.0011879</pub-id>
<source>PLoS Negl. Trop. Dis.</source> <fpage>e0011879</fpage>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kattenberg</surname>
<given-names>J. H.</given-names>
</name>
<name>
<surname>Fernandez-Mi&#xf1;ope</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Van Dijk</surname>
<given-names>N. J.</given-names>
</name>
<name>
<surname>Llacsahuanga Allcca</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Guetens</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Valdivia</surname>
<given-names>H. O.</given-names>
</name>
<etal/>
</person-group> (<year>2023a</year>). <article-title>Malaria molecular surveillance in the Peruvian amazon with a novel highly multiplexed Plasmodium falciparum AmpliSeq assay</article-title>. <source>Microbiol. Spectr.</source> <volume>11</volume> (<issue>2</issue>), <fpage>e00960</fpage>&#x2013;<lpage>22</lpage>. <pub-id pub-id-type="doi">10.1128/spectrum.00960-22</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kattenberg</surname>
<given-names>J. H.</given-names>
</name>
<name>
<surname>Nguyen</surname>
<given-names>H. V.</given-names>
</name>
<name>
<surname>Nguyen</surname>
<given-names>H. L.</given-names>
</name>
<name>
<surname>Sauve</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Nguyen</surname>
<given-names>N. T. H.</given-names>
</name>
<name>
<surname>Chopo-Pizarro</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Novel highly-multiplexed AmpliSeq targeted assay for Plasmodium vivax genetic surveillance use cases at multiple geographical scales</article-title>. <source>Front. Cell Infect. Microbiol.</source> <volume>12</volume>, <fpage>953187</fpage>. <pub-id pub-id-type="doi">10.3389/fcimb.2022.953187</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kattenberg</surname>
<given-names>J. H.</given-names>
</name>
<name>
<surname>Van Dijk</surname>
<given-names>N. J.</given-names>
</name>
<name>
<surname>Fern&#xe1;ndez-Mi&#xf1;ope</surname>
<given-names>C. A.</given-names>
</name>
<name>
<surname>Guetens</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Mutsaers</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Gamboa</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2023b</year>). <article-title>Molecular surveillance of malaria using the PF AmpliSeq custom assay for Plasmodium falciparum parasites from dried blood spot DNA isolates from Peru</article-title>. <source>Bio-Protoc</source> <volume>13</volume> (<issue>5</issue>), <fpage>e4621</fpage>. <pub-id pub-id-type="doi">10.21769/BioProtoc.4621</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kim</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Tan</surname>
<given-names>Y. Z.</given-names>
</name>
<name>
<surname>Wicht</surname>
<given-names>K. J.</given-names>
</name>
<name>
<surname>Erramilli</surname>
<given-names>S. K.</given-names>
</name>
<name>
<surname>Dhingra</surname>
<given-names>S. K.</given-names>
</name>
<name>
<surname>Okombo</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Structure and drug resistance of the Plasmodium falciparum transporter PfCRT</article-title>. <source>Nature</source> <volume>576</volume> (<issue>7786</issue>), <fpage>315</fpage>&#x2013;<lpage>320</lpage>. <pub-id pub-id-type="doi">10.1038/s41586-019-1795-x</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kimani</surname>
<given-names>S. K.</given-names>
</name>
<name>
<surname>Nganga</surname>
<given-names>J. K.</given-names>
</name>
<name>
<surname>Kariuki</surname>
<given-names>D. W.</given-names>
</name>
<name>
<surname>Kinyua</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Kimani</surname>
<given-names>F. T.</given-names>
</name>
<name>
<surname>Kiboi</surname>
<given-names>D. M.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Plasmodium berghei ANKA: selection of pyronaridine resistance in mouse model</article-title>. <source>Afr. J. Biochem. Res.</source> <volume>8</volume> (<issue>6</issue>), <fpage>111</fpage>&#x2013;<lpage>117</lpage>. <pub-id pub-id-type="doi">10.5897/ajbr2014.0780</pub-id>
</citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kimani</surname>
<given-names>S. K.</given-names>
</name>
<name>
<surname>Shume</surname>
<given-names>J. M.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Antimalarial pyronaridine resistance may be associated with elevated MDR-1 gene expression profiles but not point mutation in Plasmodium berghei ANKA isolates</article-title>. <source>Afr. J. Biochem. Res.</source> <volume>14</volume> (<issue>4</issue>), <fpage>102</fpage>&#x2013;<lpage>111</lpage>. <pub-id pub-id-type="doi">10.5897/ajbr2020.1097</pub-id>
</citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Laufer</surname>
<given-names>M. K.</given-names>
</name>
<name>
<surname>Takala&#x2010;Harrison</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Dzinjalamala</surname>
<given-names>F. K.</given-names>
</name>
<name>
<surname>Stine</surname>
<given-names>O. C.</given-names>
</name>
<name>
<surname>Taylor</surname>
<given-names>T. E.</given-names>
</name>
<name>
<surname>Plowe</surname>
<given-names>C. V.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Return of chloroquine&#x2010;susceptible falciparum malaria in Malawi was a reexpansion of diverse susceptible parasites</article-title>. <source>J. Infect. Dis.</source> <volume>202</volume> (<issue>5</issue>), <fpage>801</fpage>&#x2013;<lpage>808</lpage>. <pub-id pub-id-type="doi">10.1086/655659</pub-id>
</citation>
</ref>
<ref id="B47">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Lee</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Bahlo</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2016</year>). <source>moimix: an R package for assessing clonality in high-througput sequencing data</source>. <publisher-name>Zenodo</publisher-name>. <pub-id pub-id-type="doi">10.5281/zenodo.58257</pub-id>
</citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Durbin</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Fast and accurate short read alignment with Burrows&#x2013;Wheeler transform</article-title>. <source>Bioinformatics</source> <volume>25</volume> (<issue>14</issue>), <fpage>1754</fpage>&#x2013;<lpage>1760</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btp324</pub-id>
</citation>
</ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Manh</surname>
<given-names>N. D.</given-names>
</name>
<name>
<surname>Thanh</surname>
<given-names>N. V.</given-names>
</name>
<name>
<surname>Quang</surname>
<given-names>H. H.</given-names>
</name>
<name>
<surname>Van</surname>
<given-names>N. T. T.</given-names>
</name>
<name>
<surname>San</surname>
<given-names>N. N.</given-names>
</name>
<name>
<surname>Phong</surname>
<given-names>N. C.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Pyronaridine-artesunate (Pyramax) for treatment of artemisinin- and piperaquine-resistant Plasmodium falciparum in the central highlands of vietnam</article-title>. <source>Antimicrob. Agents Chemother.</source> <volume>65</volume> (<issue>12</issue>), <fpage>e0027621</fpage>. <pub-id pub-id-type="doi">10.1128/AAC.00276-21</pub-id>
</citation>
</ref>
<ref id="B50">
<citation citation-type="web">
<person-group person-group-type="author">
<name>
<surname>Miles</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Bot</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Rodrigues</surname>
<given-names>M. F.</given-names>
</name>
<name>
<surname>Ralph</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Kelleher</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Schelker</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <comment>Available at: <ext-link ext-link-type="uri" xlink:href="https://zenodo.org/records/10876220">https://zenodo.org/records/10876220</ext-link>.</comment>
</citation>
</ref>
<ref id="B51">
<citation citation-type="web">
<collab>Minister of Health Vietnam</collab> (<year>2023</year>). <article-title>Decision on the promulgation of guidelines for the diagnosis and treatment of malaria</article-title>. <comment>Available at: <ext-link ext-link-type="uri" xlink:href="https://thuvienphapluat.vn/van-ban/The-thao-Y-te/Quyet-dinh-3377-QD-BYT-2023-Huong-dan-chan-doan-va-dieu-tri-benh-Sot-ret-577600.aspx">https://thuvienphapluat.vn/van-ban/The-thao-Y-te/Quyet-dinh-3377-QD-BYT-2023-Huong-dan-chan-doan-va-dieu-tri-benh-Sot-ret-577600.aspx</ext-link>.</comment>
</citation>
</ref>
<ref id="B52">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Molina-de La Fuente</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Pastor</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Herrador</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Benito</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Berzosa</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Impact of Plasmodium falciparum pfhrp2 and pfhrp3 gene deletions on malaria control worldwide: a systematic review and meta-analysis</article-title>. <source>Malar. J.</source> <volume>20</volume> (<issue>1</issue>), <fpage>276</fpage>. <pub-id pub-id-type="doi">10.1186/s12936-021-03812-0</pub-id>
</citation>
</ref>
<ref id="B53">
<citation citation-type="book">
<collab>National Institute of Malariology, Parasitology and Entomology</collab> (<year>2022</year>). <source>Malaria epidemiological stratification result in vietnam</source>.</citation>
</ref>
<ref id="B54">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Phong</surname>
<given-names>N. C.</given-names>
</name>
<name>
<surname>Chavchich</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Quang</surname>
<given-names>H. H.</given-names>
</name>
<name>
<surname>San</surname>
<given-names>N. N.</given-names>
</name>
<name>
<surname>Birrell</surname>
<given-names>G. W.</given-names>
</name>
<name>
<surname>Chuang</surname>
<given-names>I.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Susceptibility of Plasmodium falciparum to artemisinins and Plasmodium vivax to chloroquine in Phuoc chien commune, Ninh thuan province, South-Central vietnam</article-title>. <source>Malar. J.</source> <volume>18</volume> (<issue>1</issue>), <fpage>10</fpage>. <pub-id pub-id-type="doi">10.1186/s12936-019-2640-2</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="web">
<collab>Picard Toolkit</collab> (<year>2019</year>). <article-title>Broad Institute, GitHub Repository</article-title>. <comment>Available at: <ext-link ext-link-type="uri" xlink:href="https://broadinstitute.github.io/picard/">https://broadinstitute.github.io/picard/</ext-link>; Broad Institute.</comment>
</citation>
</ref>
<ref id="B55">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pierreux</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Bottieau</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Florence</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Maniewski</surname>
<given-names>U.</given-names>
</name>
<name>
<surname>Bruggemans</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Malotaux</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Failure of artemether-lumefantrine therapy in travellers returning to Belgium with <italic>Plasmodium falciparum</italic> malaria: an observational case series with genomic analysis</article-title>. <source>J. Travel Med.</source> <volume>31</volume> (<issue>3</issue>), <fpage>taad165</fpage>. <pub-id pub-id-type="doi">10.1093/jtm/taad165</pub-id>
</citation>
</ref>
<ref id="B56">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pongvongsa</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Ha</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Thanh</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Marchand</surname>
<given-names>R. P.</given-names>
</name>
<name>
<surname>Nonaka</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Tojo</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2012</year>). <article-title>Joint malaria surveys lead towards improved cross-border cooperation between Savannakhet province, Laos and Quang Tri province, Vietnam</article-title>. <source>Malar. J.</source> <volume>11</volume> (<issue>1</issue>), <fpage>262</fpage>. <pub-id pub-id-type="doi">10.1186/1475-2875-11-262</pub-id>
</citation>
</ref>
<ref id="B57">
<citation citation-type="web">
<person-group person-group-type="author">
<name>
<surname>Poplin</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Ruano-Rubio</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>DePristo</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Fennell</surname>
<given-names>T. J.</given-names>
</name>
<name>
<surname>Carneiro</surname>
<given-names>M. O.</given-names>
</name>
<name>
<surname>Van Der Auwera</surname>
<given-names>G. A.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Scaling accurate genetic variant discovery to tens of thousands of samples</article-title>. <source>bioRxiv</source>. <pub-id pub-id-type="doi">10.1101/201178</pub-id>
</citation>
</ref>
<ref id="B58">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Qidwai</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Exploration of copy number variation in genes related to anti-malarial drug resistance in Plasmodium falciparum</article-title>. <source>Gene</source> <volume>736</volume>, <fpage>144414</fpage>. <pub-id pub-id-type="doi">10.1016/j.gene.2020.144414</pub-id>
</citation>
</ref>
<ref id="B59">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Quang Bui</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Hong Huynh</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Thanh Tran</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Thanh Le</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Quang Nguyen</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Van Truong</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Pyronaridine-artesunate efficacy and safety in uncomplicated Plasmodium falciparum malaria in areas of artemisinin-resistant falciparum in Viet Nam (2017&#x2013;2018)</article-title>. <source>Clin. Infect. Dis.</source> <volume>70</volume> (<issue>10</issue>), <fpage>2187</fpage>&#x2013;<lpage>2195</lpage>. <pub-id pub-id-type="doi">10.1093/cid/ciz580</pub-id>
</citation>
</ref>
<ref id="B60">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rosenthal</surname>
<given-names>M. R.</given-names>
</name>
<name>
<surname>Ng</surname>
<given-names>C. L.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>
<italic>Plasmodium falciparum</italic> artemisinin resistance: the effect of heme, protein damage, and parasite cell stress response</article-title>. <source>ACS Infect. Dis.</source> <volume>6</volume> (<issue>7</issue>), <fpage>1599</fpage>&#x2013;<lpage>1614</lpage>. <pub-id pub-id-type="doi">10.1021/acsinfecdis.9b00527</pub-id>
</citation>
</ref>
<ref id="B61">
<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 Plasmodium falciparum resistance to the first-line antimalarial piperaquine</article-title>. <source>Nat. Commun.</source> <volume>9</volume> (<issue>1</issue>), <fpage>3314</fpage>. <pub-id pub-id-type="doi">10.1038/s41467-018-05652-0</pub-id>
</citation>
</ref>
<ref id="B62">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rovira-Vallbona</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Kattenberg</surname>
<given-names>J. H.</given-names>
</name>
<name>
<surname>Hong</surname>
<given-names>N. V.</given-names>
</name>
<name>
<surname>Guetens</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Imamura</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Monsieurs</surname>
<given-names>P.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Molecular surveillance of Plasmodium falciparum drug-resistance markers in Vietnam using multiplex amplicon sequencing (2000&#x2013;2016)</article-title>. <source>Sci. Rep.</source> <volume>13</volume> (<issue>1</issue>), <fpage>13948</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-023-40935-7</pub-id>
</citation>
</ref>
<ref id="B63">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rovira-Vallbona</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Van Hong</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Kattenberg</surname>
<given-names>J. H.</given-names>
</name>
<name>
<surname>Huan</surname>
<given-names>R. M.</given-names>
</name>
<name>
<surname>Hien</surname>
<given-names>N. T. T.</given-names>
</name>
<name>
<surname>Ngoc</surname>
<given-names>N. T. H.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Efficacy of dihydroartemisinin/piperaquine and artesunate monotherapy for the treatment of uncomplicated Plasmodium falciparum malaria in Central Vietnam</article-title>. <source>J. Antimicrob. Chemother.</source> <volume>21</volume>, <fpage>dkaa172</fpage>. <pub-id pub-id-type="doi">10.1093/jac/dkaa172</pub-id>
</citation>
</ref>
<ref id="B64">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Silva</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Cal&#xe7;ada</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Teixeira</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Veiga</surname>
<given-names>M. I.</given-names>
</name>
<name>
<surname>Ferreira</surname>
<given-names>P. E.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Multigenic architecture of piperaquine resistance trait in Plasmodium falciparum</article-title>. <source>Lancet Infect. Dis.</source> <volume>20</volume> (<issue>1</issue>), <fpage>26</fpage>&#x2013;<lpage>27</lpage>. <pub-id pub-id-type="doi">10.1016/S1473-3099(19)30689-9</pub-id>
</citation>
</ref>
<ref id="B65">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Stokes</surname>
<given-names>B. H.</given-names>
</name>
<name>
<surname>Dhingra</surname>
<given-names>S. K.</given-names>
</name>
<name>
<surname>Rubiano</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Mok</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Straimer</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Gn&#xe4;dig</surname>
<given-names>N. F.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Plasmodium falciparum K13 mutations in Africa and Asia impact artemisinin resistance and parasite fitness</article-title>. <source>eLife</source> <volume>10</volume>, <fpage>e66277</fpage>. <pub-id pub-id-type="doi">10.7554/eLife.66277</pub-id>
</citation>
</ref>
<ref id="B66">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sutherland</surname>
<given-names>C. J.</given-names>
</name>
<name>
<surname>Henrici</surname>
<given-names>R. C.</given-names>
</name>
<name>
<surname>Artavanis-Tsakonas</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Artemisinin susceptibility in the malaria parasite <italic>Plasmodium falciparum</italic>: propellers, adaptor proteins and the need for cellular healing</article-title>. <source>FEMS Microbiol. Rev.</source> <volume>45</volume> (<issue>3</issue>), <fpage>fuaa056</fpage>. <pub-id pub-id-type="doi">10.1093/femsre/fuaa056</pub-id>
</citation>
</ref>
<ref id="B67">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Thang</surname>
<given-names>N. D.</given-names>
</name>
<name>
<surname>Rovira-Vallbona</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Binh</surname>
<given-names>N. T. H.</given-names>
</name>
<name>
<surname>Dung</surname>
<given-names>D. V.</given-names>
</name>
<name>
<surname>Ngoc</surname>
<given-names>N. T. H.</given-names>
</name>
<name>
<surname>Long</surname>
<given-names>T. K.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Surveillance of pfhrp2 and pfhrp3 gene deletions among symptomatic Plasmodium falciparum malaria patients in Central Vietnam</article-title>. <source>Malar. J.</source> <volume>21</volume> (<issue>1</issue>), <fpage>371</fpage>. <pub-id pub-id-type="doi">10.1186/s12936-022-04399-w</pub-id>
</citation>
</ref>
<ref id="B68">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Thanh</surname>
<given-names>N. V.</given-names>
</name>
<name>
<surname>Thuy-Nhien</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Tuyen</surname>
<given-names>N. T. K.</given-names>
</name>
<name>
<surname>Tong</surname>
<given-names>N. T.</given-names>
</name>
<name>
<surname>Nha-Ca</surname>
<given-names>N. T.</given-names>
</name>
<name>
<surname>Dong</surname>
<given-names>L. T.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Rapid decline in the susceptibility of Plasmodium falciparum to dihydroartemisinin&#x2013;piperaquine in the south of Vietnam</article-title>. <source>Malar. J.</source> <volume>16</volume> (<issue>1</issue>), <fpage>27</fpage>. <pub-id pub-id-type="doi">10.1186/s12936-017-1680-8</pub-id>
</citation>
</ref>
<ref id="B69">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Thriemer</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Hong</surname>
<given-names>N. V.</given-names>
</name>
<name>
<surname>Rosanas-Urgell</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Phuc</surname>
<given-names>B. Q.</given-names>
</name>
<name>
<surname>Ha</surname>
<given-names>D. M.</given-names>
</name>
<name>
<surname>Pockele</surname>
<given-names>E.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>Delayed parasite clearance after treatment with dihydroartemisinin-piperaquine in Plasmodium falciparum malaria patients in central vietnam</article-title>. <source>Antimicrob. Agents Chemother.</source> <volume>58</volume> (<issue>12</issue>), <fpage>7049</fpage>&#x2013;<lpage>7055</lpage>. <pub-id pub-id-type="doi">10.1128/AAC.02746-14</pub-id>
</citation>
</ref>
<ref id="B70">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Thu</surname>
<given-names>H. T. T.</given-names>
</name>
<name>
<surname>Van Khanh</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Thu Hien</surname>
<given-names>B. T.</given-names>
</name>
<name>
<surname>Lan Dung</surname>
<given-names>N. T.</given-names>
</name>
<name>
<surname>Van Long</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Dang Ton</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Reporting the impact of artemisinin resistance: molecular surveillance of pfK13 and pfEXO mutations in Plasmodium falciparum in Southern provinces of Vietnam</article-title>. <source>Vietnam J. Biotechnol.</source> <volume>21</volume> (<issue>3</issue>), <fpage>393</fpage>&#x2013;<lpage>405</lpage>. <pub-id pub-id-type="doi">10.15625/1811-4989/19451</pub-id>
</citation>
</ref>
<ref id="B71">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tran</surname>
<given-names>T. H.</given-names>
</name>
<name>
<surname>Dolecek</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Pham</surname>
<given-names>P. M.</given-names>
</name>
<name>
<surname>Nguyen</surname>
<given-names>T. D.</given-names>
</name>
<name>
<surname>Nguyen</surname>
<given-names>T. T.</given-names>
</name>
<name>
<surname>Le</surname>
<given-names>H. T.</given-names>
</name>
<etal/>
</person-group> (<year>2004</year>). <article-title>Dihydroartemisinin-piperaquine against multidrug-resistant Plasmodium falciparum malaria in Vietnam: randomised clinical trial</article-title>. <source>Lancet Lond Engl.</source> <volume>363</volume> (<issue>9402</issue>), <fpage>18</fpage>&#x2013;<lpage>22</lpage>. <pub-id pub-id-type="doi">10.1016/s0140-6736(03)15163-x</pub-id>
</citation>
</ref>
<ref id="B72">
<citation citation-type="web">
<collab>UCSF</collab> (<year>2021</year>). <article-title>Vietnam malaria transition and sustainability assessment</article-title>. <publisher-loc>San Francisco</publisher-loc>: <publisher-name>The Malaria Elimination Initiative at University of California, San Francisco</publisher-name>. <comment>Available at: <ext-link ext-link-type="uri" xlink:href="https://shrinkingthemalariamap.org/sites/default/files/resources/vietnam-malaria-transition-and-sustainability-assessment-report.pdf">https://shrinkingthemalariamap.org/sites/default/files/resources/vietnam-malaria-transition-and-sustainability-assessment-report.pdf</ext-link>.</comment>
</citation>
</ref>
<ref id="B73">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Van Der Pluijm</surname>
<given-names>R. W.</given-names>
</name>
<name>
<surname>Imwong</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Chau</surname>
<given-names>N. H.</given-names>
</name>
<name>
<surname>Hoa</surname>
<given-names>N. T.</given-names>
</name>
<name>
<surname>Thuy-Nhien</surname>
<given-names>N. T.</given-names>
</name>
<name>
<surname>Thanh</surname>
<given-names>N. V.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Determinants of dihydroartemisinin-piperaquine treatment failure in Plasmodium falciparum malaria in Cambodia, Thailand, and Vietnam: a prospective clinical, pharmacological, and genetic study</article-title>. <source>Lancet Infect. Dis.</source> <volume>19</volume> (<issue>9</issue>), <fpage>952</fpage>&#x2013;<lpage>961</lpage>. <pub-id pub-id-type="doi">10.1016/S1473-3099(19)30391-3</pub-id>
</citation>
</ref>
<ref id="B74">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Veiga</surname>
<given-names>M. I.</given-names>
</name>
<name>
<surname>Dhingra</surname>
<given-names>S. K.</given-names>
</name>
<name>
<surname>Henrich</surname>
<given-names>P. P.</given-names>
</name>
<name>
<surname>Straimer</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Gn&#xe4;dig</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Uhlemann</surname>
<given-names>A. C.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Globally prevalent PfMDR1 mutations modulate Plasmodium falciparum susceptibility to artemisinin-based combination therapies</article-title>. <source>Nat. Commun.</source> <volume>7</volume>, <fpage>11553</fpage>. <pub-id pub-id-type="doi">10.1038/ncomms11553</pub-id>
</citation>
</ref>
<ref id="B75">
<citation citation-type="web">
<person-group person-group-type="author">
<name>
<surname>Verschuuren</surname>
<given-names>T. D.</given-names>
</name>
<name>
<surname>Wasakul</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Thuy-Nhien</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Booth</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Quang</surname>
<given-names>H. H.</given-names>
</name>
<name>
<surname>Thang</surname>
<given-names>N. D.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Genetic surveillance of <italic>Plasmodium falciparum</italic> reveals rapid population changes following first-line treatment policy revisions in the Greater Mekong Subregion</article-title>. <source>medRxiv</source>.<pub-id pub-id-type="doi">10.1109/tmag.2018.2845903</pub-id>
</citation>
</ref>
<ref id="B76">
<citation citation-type="book">
<collab>Vietnam Ministry of Health</collab> (<year>2020</year>). <source>National guideline of malaria diagnosis and treatment</source>. <publisher-loc>Hanoi</publisher-loc>.</citation>
</ref>
<ref id="B77">
<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 Plasmodium falciparum malaria: a phenotype-genotype association study</article-title>. <source>Lancet Infect. Dis.</source> <volume>17</volume> (<issue>2</issue>), <fpage>174</fpage>&#x2013;<lpage>183</lpage>. <pub-id pub-id-type="doi">10.1016/S1473-3099(16)30415-7</pub-id>
</citation>
</ref>
<ref id="B78">
<citation citation-type="journal">
<collab>World Health Organization</collab> (<year>2009</year>). <article-title>
<italic>Methods for surveillance of antimalarial drug efficacy</italic>
</article-title>. </citation>
</ref>
<ref id="B79">
<citation citation-type="book">
<collab>World Health Organization</collab> (<year>2018</year>). <source>Malaria surveillance, monitoring and evaluation: a reference manual</source>.</citation>
</ref>
<ref id="B80">
<citation citation-type="journal">
<collab>World Health Organization</collab> (<year>2022</year>). <article-title>The Mekong malaria elimination programme. Accelerating malaria elimination in the greater Mekong</article-title>. <source>Bulletin</source> <volume>10</volume>. <comment>Available at: <ext-link ext-link-type="uri" xlink:href="https://www.who.int/publications/i/item/WHO-UCN-GMP-MME-2022.01">https://www.who.int/publications/i/item/WHO-UCN-GMP-MME-2022.01</ext-link>.</comment>
</citation>
</ref>
</ref-list>
</back>
</article>