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<front>
<journal-meta>
<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>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fgene.2021.688606</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 Diversity Analysis of Surface-Related Antigen (SRA) in <italic>Plasmodium falciparum</italic> Imported From Africa to China</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Yang</surname> <given-names>Bo</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1392459/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Hong</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Xu</surname> <given-names>Qin-Wen</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Sun</surname> <given-names>Yi-Fan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Xu</surname> <given-names>Sui</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Hao</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Tang</surname> <given-names>Jian-Xia</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/811257/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhu</surname> <given-names>Guo-Ding</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1103801/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Yao-Bao</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/846440/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Cao</surname> <given-names>Jun</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/705543/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Cheng</surname> <given-names>Yang</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/734306/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Laboratory of Pathogen Infection and Immunity, Department of Public Health and Preventive Medicine, Wuxi School of Medicine, Jiangnan University</institution>, <addr-line>Wuxi</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Center for Global Health, School of Public Health, Nanjing Medical University</institution>, <addr-line>Nanjing</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Key Laboratory of National Health and Family Planning Commission on Parasitic Disease Control and Prevention, Jiangsu Provincial Key Laboratory on Parasite and Vector Control Technology, Jiangsu Institute of Parasite Diseases</institution>, <addr-line>Wuxi</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Matthew Adekunle Adeleke, University of KwaZulu-Natal, South Africa</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Francis Ntumngia, University of South Florida, United States; Ikhide G. Imumorin, Georgia Institute of Technology, United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Jun Cao, <email>caojuncn@hotmail.com</email></corresp>
<corresp id="c002">Yang Cheng, <email>woerseng@126.com</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Evolutionary and Genomic Microbiology, a section of the journal Frontiers in Genetics</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>05</day>
<month>08</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>688606</elocation-id>
<history>
<date date-type="received">
<day>31</day>
<month>03</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>01</day>
<month>07</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2021 Yang, Liu, Xu, Sun, Xu, Zhang, Tang, Zhu, Liu, Cao and Cheng.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Yang, Liu, Xu, Sun, Xu, Zhang, Tang, Zhu, Liu, Cao and Cheng</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p><italic>Plasmodium falciparum</italic> surface-related antigen (SRA) is located on the surfaces of gametocyte and merozoite and has the structural and functional characteristics of potential targets for multistage vaccine development. However, little information is available regarding the genetic polymorphism of <italic>pfsra</italic>. To determine the extent of genetic variation about <italic>P. falciparum</italic> by characterizing the <italic>sra</italic> sequence, 74 <italic>P. falciparum</italic> samples were collected from migrant workers who returned to China from 12 countries of Africa between 2015 and 2019. The full length of the <italic>sra</italic> gene was amplified and sequenced. The average pairwise nucleotide diversities (&#x03C0;) of <italic>P. falciparum sra</italic> gene was 0.00132, and the haplotype diversity (<italic>Hd</italic>) was 0.770. The average number of nucleotide differences (<italic>k</italic>) for <italic>pfsra</italic> was 3.049. The ratio of non-synonymous (<italic>dN</italic>) to synonymous (<italic>dS</italic>) substitutions across sites (<italic>dN</italic>/<italic>dS</italic>) was 1.365. Amino acid substitutions of <italic>P. falciparum</italic> SRA could be categorized into 35 unique amino acid variants. Neutrality tests showed that the polymorphism of PfSRA was maintained by positive diversifying selection, which indicated its role as a potential target of protective immune responses and a vaccine candidate. Overall, the ability of the N-terminal of PfSRA antibodies to evoke inhibition of merozoite invasion of erythrocytes and conserved amino acid at low genetic diversity suggest that the N-terminal of PfSRA could be evaluated as a vaccine candidate against <italic>P. falciparum</italic> infection.</p>
</abstract>
<kwd-group>
<kwd><italic>Plasmodium falciparum</italic></kwd>
<kwd>PfSRA</kwd>
<kwd>genetic diversity</kwd>
<kwd>imported malaria cases</kwd>
<kwd>DNA sequencing</kwd>
<kwd>Jiangsu Province</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="34"/>
<page-count count="9"/>
<word-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1">
<title>Introduction</title>
<p>Malaria has been a major global health concern of humans throughout history and is a leading cause of disease and death across many tropical and subtropical countries. In 2019, an estimated 229 million malaria cases and 409,000 malaria-caused deaths globally were reported (<xref ref-type="bibr" rid="B33">WHO, 2020</xref>). Among the five species of <italic>Plasmodium</italic> that infect humans, <italic>P. falciparum</italic> infection causes the highest mortality and morbidity and the most serious clinical symptoms (<xref ref-type="bibr" rid="B7">Buffet et al., 2011</xref>).</p>
<p>The resurgence and spread of antimalarial drug resistance (<xref ref-type="bibr" rid="B24">M&#x00E9;nard et al., 2015</xref>; <xref ref-type="bibr" rid="B34">WWARN, 2015</xref>) along with vector resistance to insecticides (<xref ref-type="bibr" rid="B14">Dhiman and Veer, 2014</xref>; <xref ref-type="bibr" rid="B28">Strode et al., 2014</xref>) have the potential to reduce the impact of existing malaria control strategies and make vaccines a public health priority. Although extensive studies have been conducted on several blood-stage antigens, few have shown the quality required for a candidate vaccine. In a systematic screen of uncharacterized <italic>P. falciparum</italic> proteins for potential blood-stage vaccine candidates, using data from transcriptome studies of <italic>P. falciparum</italic>, data-mining analysis of the genes with peak mRNA expression levels in late schizogony was performed (<xref ref-type="bibr" rid="B6">Bozdech et al., 2003</xref>; <xref ref-type="bibr" rid="B23">Le Roch et al., 2003</xref>) and another study on the prediction of PfSUB-1 protease specificity (<xref ref-type="bibr" rid="B17">Gilson et al., 2006</xref>). The results showed that <italic>P. falciparum</italic> surface-related antigen (PfSRA) emerged as the top hit with both signal peptide and a predicted glycosylphosphatidylinositol (GPI) attachment site. PfSRA is localized on the surfaces of both gametocytes and merozoites. The processed 32-kDa PfSRA protein fragment binds normal human erythrocytes. Immunoepidemiological studies in malaria-infected populations suggest the presence of naturally acquired protective antibodies against PfSRA. Parasite growth inhibition assays indicated that the antibodies against PfSRA could potently inhibit the invasion of merozoite on erythrocytes. Overall, the structural and functional characteristics of PfSRA indicate that it would be a promising vaccine target (<xref ref-type="bibr" rid="B3">Amlabu et al., 2018</xref>).</p>
<p>The low protective efficacy of vaccines against clinical malaria has been in part limited by extensive genetic diversity, which enables parasites to evade human immune responses and may lead to vaccine failure (<xref ref-type="bibr" rid="B30">Takala et al., 2002</xref>). However, the evidence for <italic>pfsra</italic> genetic diversity is limited. Therefore, it is necessary to study the characteristics of <italic>pfsra</italic> toward finding suitable vaccine candidates and understanding its population genetic structure. Accordingly, this study analyzed the full-length sequence of <italic>sra</italic> from the <italic>P. falciparum</italic> collected from infected migrant workers returning to the Jiangsu Province from Africa. We determined the nucleotide divergence and polymorphisms level of <italic>sra</italic> sequences to trace signatures of selection and to determine the extent of genetic variation in <italic>P. falciparum</italic> by characterizing the <italic>sra</italic> sequence at the nucleotide and protein levels.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="S2.SS1">
<title>Study Areas and Blood Samples Collection</title>
<p>The samples of <italic>P. falciparum</italic> were obtained from febrile patients in Jiangsu Province, China, from 2015 to 2019, who had returned from working in tropical regions of sub-Saharan Africa endemic for malaria (<xref ref-type="bibr" rid="B10">Chu et al., 2018</xref>). A total of 74 <italic>P. falciparum</italic>-infected blood samples were collected from 12 countries. The subjects were identified for mono-infection of <italic>P. falciparum</italic> by microscopic examination of blood smears stained with Giemsa. The isolates were identified by specific polymerase chain reaction (PCR).</p>
</sec>
<sec id="S2.SS2">
<title>Amplification and Sequencing Analysis of <italic>pfsra</italic></title>
<p>The full-length nucleotide sequences of <italic>sra</italic> from <italic>P. falciparum</italic> were divided into four fragments and amplified by PCR with primers designed as <italic>pfsra</italic>-1-Forward (5&#x2032;-ATG TTT CTA AGT TCT AAG AAA AGA A-3&#x2032;) and <italic>pfsra</italic>-1-Reverse (5&#x2032;-AAA GGA ATC TGT CTC ATT ATT TGT T-3&#x2032;), <italic>pfsra</italic>-2-Forward (5&#x2032;-GAT AAT GAA GAA ACA GAA GAT ATT G-3&#x2032;), and <italic>pfsra</italic>-2-Reverse (5&#x2032;-ATC TAA TAG TTG TAT ATA AGC ATA TTT ATT AAC-3&#x2032;), <italic>pfsra</italic>-3-Forward (5&#x2032;-AAT AAG AAT TCA AAT CAA TCA TAT AAT T-3&#x2032;) and <italic>pfsra</italic>-3-Reverse (5&#x2032;-ATA ATA TTT CCT CAC AAT TTT TAC ATG-3&#x2032;), and <italic>pfsra</italic>-4-Forward (5&#x2032;-GTA CCT GCC AAA ATT AAA TAT ATA GAA-3&#x2032;) and <italic>pfsra</italic>-4-Reverse (5&#x2032;-TTA ATA TAT CGA AAT AAA TAT CAT AAG-3&#x2032;), respectively. The <italic>pfsra</italic> (PlasmoDB, PF3D7_1431400) sequence from the <italic>Plasmodium</italic> Genomics Resource database was used as the reference gene sequence. The PCR amplification reactions were performed in a volume of 50 &#x03BC;l including 100 ng of genomic DNA, 0.2 &#x03BC;M each of the forward and reverse primers, 0.2 mM deoxynucleoside triphosphate, 2.5 units of DNA polymerase in 1 &#x00D7; <italic>FastPfu</italic> buffer (<italic>TransStart</italic><sup>&#x00AE;</sup> <italic>FastPfu</italic> DNA polymerase, Beijing, China), and nuclease-free water up to 50 &#x03BC;l. The PCR amplification of <italic>pfsra</italic> genes was carried out in Mastercycler (Eppendorf, Hamburg, Germany). Amplification was performed as follows: denaturation at 95&#x00B0;C for 2 min, 35 cycles of 95&#x00B0;C for 20 s, 50&#x00B0;C for 20 s, and 65&#x00B0;C for 1 min, and final extension at 65&#x00B0;C for 5 min. The PCR products were analyzed using 1% agarose gel electrophoresis, stained with SuperStain (CWBIO, Jiangsu, China), and visualized by ultraviolet transilluminator (Bio-Rad ChemiDoc MP, Hercules, United States). The lengths of the PCR products were estimated based on their mobility relative to a standard DNA marker (TransGen Biotech, Beijing, China). Sequencing reactions were performed using GENEWIZ (Suzhou, China) with an ABI 3730xl DNA Analyzer (Thermo Fisher Scientific, Waltham, United States). All 74 samples generated a single amplification fragment of the expected size, and direct Sanger DNA sequencing of the forward and reverse directions was conducted to ensure the accuracy of the obtained sequences.</p>
</sec>
<sec id="S2.SS3">
<title>Sequence Alignment and Genetic Data Analysis</title>
<p>The geographical distribution map of <italic>P. falciparum</italic> samples was constructed by Arcgis10.2 software (<xref ref-type="bibr" rid="B15">ESRI, 2011</xref>). In order to evaluate diversity, <italic>pfsra</italic> sequence was used as template and aligned using GeneDoc2.7.0.<sup><xref ref-type="fn" rid="footnote1">1</xref></sup> The primary structure of the PfSRA protein was demonstrated by UniProt.<sup><xref ref-type="fn" rid="footnote2">2</xref></sup> The nucleotide sequences of <italic>pfsra</italic> were translated into the deduced amino acid (aa) sequences by DNASTAR (<xref ref-type="bibr" rid="B8">Burland, 2000</xref>). The predicted amino acid sequences of PfSRA from the PCR sequenced genomic fragments were aligned with the sequence of <italic>P. falciparum</italic> genome strain 3D7 by the MUSCLE algorithms in the MEGA 7.0 program (<xref ref-type="bibr" rid="B22">Kumar et al., 2016</xref>). A logo plot for each <italic>pfsra</italic> population was constructed to analyze the polymorphic characteristics of PfSRA by the WebLogo program.<sup><xref ref-type="fn" rid="footnote3">3</xref></sup> In addition, a codon-based test of purifying selection was analyzed by MEGA 7.0 program (<xref ref-type="bibr" rid="B22">Kumar et al., 2016</xref>). The non-synonymous mutations (<italic>dN</italic>), synonymous mutations (<italic>dS</italic>), and the <italic>dN</italic>/<italic>dS</italic> ratio from MEGA 7.0 were tested and compared by the <italic>Z</italic>-test (<italic>p</italic> &#x003C; 0.05) using Nei and Gojobori&#x2019;s method, corrected by Jukes and Cantor and 1,000 bootstrap replications (<xref ref-type="bibr" rid="B25">Nei and Gojobori, 1986</xref>). Under purifying selection, <italic>dN</italic> will be less than <italic>dS</italic> (<italic>dN</italic>/<italic>dS</italic> &#x003C; 1), while when the positive selection is more advantageous, <italic>dN</italic> will exceed <italic>dS</italic> (<italic>dN</italic>/<italic>dS</italic> &#x003E; 1).</p>
<p>The average pairwise nucleotide diversity (&#x03C0;), number of haplotypes (<italic>H</italic>), and haplotype diversity (<italic>Hd</italic>) were calculated by DnaSP v6 (<xref ref-type="bibr" rid="B26">Rozas et al., 2017</xref>). The nucleotide diversity was analyzed by DnaSP v6 with a window length of 100 base pairs (bp) and a step size of 25 bp. In addition, the neutrality tests (Tajima&#x2019;s <italic>D</italic>, Fu and Li&#x2019;s <italic>D</italic><sup>&#x2217;</sup>, and Fu and Li&#x2019;s <italic>F</italic><sup>&#x2217;</sup>) implemented in DnaSP v6 software were utilized to measure the departure of the neutral mode prediction of molecular evolution (<xref ref-type="bibr" rid="B16">Fu and Li, 1993</xref>; <xref ref-type="bibr" rid="B29">Tajima, 1993</xref>). In order to determine the evolutionary relationship of the aligned sequences, based on nucleotide sequences, the phylogenetic tree of <italic>sra</italic> was constructed with the neighbor-joining method in MEGA 7.0. The <italic>sra</italic> sequences of diverse malaria parasites species included the SRA haplotypes of <italic>plasmodium</italic> from humans, non-human primate, avian, and murine malaria, which were obtained from the PlasmoDB and NCBI databases.</p>
</sec>
</sec>
<sec id="S3">
<title>Results</title>
<sec id="S3.SS1">
<title>Geographical Origin of <italic>P. falciparum</italic></title>
<p>A total of 74 clinical isolates of <italic>P. falciparum</italic> showed the geographical distribution in 12 sub-Saharan Africa countries. These isolates were mainly from the west coast of Africa, including Angola (<italic>n</italic> = 16, 21.6%), Nigeria and Equatorial Guinea (<italic>n</italic> = 13, 17.6%), and the Republic of the Congo (<italic>n</italic> = 9, 12.2%) (<xref ref-type="fig" rid="F1">Figure 1</xref>). Of the 74 sequencing samples, 3 were from Eastern Africa (Uganda), 22 were from Western Africa (Sierra Leone, C&#x00F4;te d&#x2019;Ivoire, Ghana, and Nigeria), 31 were from Central Africa (Cameroon, Equatorial Guinea, Gabon, Republic of the Congo, and Democratic Republic of the Congo), and 18 were from Southern Africa (Zambia and Angola). Overall, 74 cases of <italic>P. falciparum</italic> infection were identified in our study (<xref ref-type="table" rid="T1">Table 1</xref>). Full details for the isolates were provided (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Origins of malaria cases were imported from 12 countries of sub-Saharan Africa to the Jiangsu Province of China. <bold>(A)</bold> A map of Africa showing the countries of origin of <italic>P. falciparum</italic> isolates. <bold>(B)</bold> The total number of genotyped samples per region and percentage of samples.</p></caption>
<graphic xlink:href="fgene-12-688606-g001.tif"/>
</fig>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Origin of imported <italic>Plasmodium falciparum</italic> in 2015&#x2013;2019.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Country</td>
<td valign="top" align="center">2015 number</td>
<td valign="top" align="center">2016 number</td>
<td valign="top" align="center">2017 number</td>
<td valign="top" align="center">2018 number</td>
<td valign="top" align="center">2019 number</td>
<td valign="top" align="center">Total number (%)</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Angola</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">16 (21.6%)</td>
</tr>
<tr>
<td valign="top" align="left">Nigeria</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">13 (17.6%)</td>
</tr>
<tr>
<td valign="top" align="left">Democratic Republic of the Congo</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">6 (8.1%)</td>
</tr>
<tr>
<td valign="top" align="left">Republic of the Congo</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">9 (12.2%)</td>
</tr>
<tr>
<td valign="top" align="left">Equatorial Guinea</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">13 (17.6%)</td>
</tr>
<tr>
<td valign="top" align="left">Ghana</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">5 (6.8%)</td>
</tr>
<tr>
<td valign="top" align="left">Gabon</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">2 (2.7%)</td>
</tr>
<tr>
<td valign="top" align="left">Cameroon</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1 (1.4%)</td>
</tr>
<tr>
<td valign="top" align="left">Zambia</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">2 (2.7%)</td>
</tr>
<tr>
<td valign="top" align="left">Sierra Leone</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">2 (2.7%)</td>
</tr>
<tr>
<td valign="top" align="left">Uganda</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">3 (4.1%)</td>
</tr>
<tr>
<td valign="top" align="left">C&#x00F4;te d&#x2019;Ivoire</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2 (2.7%)</td>
</tr>
<tr>
<td valign="top" align="left">Total</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">74 (100%)</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S3.SS2">
<title>Characterization of PfSRA</title>
<p>The length of SRA encoded by the <italic>pfsra</italic> full-length was 990 (aa), beginning with the predicted 24-aa signal peptide sequence (aa 1&#x2013;24) and ending with a GPI-anchor (aa 969&#x2013;990). Other specific regions, such as two coiled-coil regions, were also identified in the predicted protein primary structure of <italic>P. falciparum</italic> (aa 413&#x2013;433 and 437&#x2013;457) (<xref ref-type="fig" rid="F2">Figure 2A</xref>). The full-length nucleotide sequences of <italic>sra</italic> from <italic>P. falciparum</italic> was 3,149 bp and was amplified by PCR using primer 1 (1&#x2013;25 bp), primer 2 (924&#x2013;948 bp), primer 3 (801&#x2013;826 bp), primer 4 (1,768&#x2013;1,800 bp), primer 5 (1,702&#x2013;1,729 bp), primer 6 (2,675&#x2013;2,701 bp), primer 7 (2,602&#x2013;2,628 bp), and primer 8 (3,123&#x2013;3,149 bp) (<xref ref-type="fig" rid="F2">Figure 2B</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Predicted <italic>P. falciparum</italic> SRA protein primary structure and primer design diagram. <bold>(A)</bold> Diagram of PfSRA protein primary structure. <bold>(B)</bold> Diagram of <italic>pfsra</italic> primers design. <bold>(C)</bold> Amplification of four fragments of <italic>pfsra</italic> by PCR. Abbreviations: M, DNA marker; 1, the first fragment of <italic>pfsra</italic> (948 bp); 2, the second fragment of <italic>pfsra</italic> (1 kb); 3, the third fragment of <italic>pfsra</italic> (1 kb); 4, the fourth fragment of <italic>pfsra</italic> (548 bp).</p></caption>
<graphic xlink:href="fgene-12-688606-g002.tif"/>
</fig>
</sec>
<sec id="S3.SS3">
<title>Nucleotide Polymorphism of <italic>pfsra</italic></title>
<p>The <italic>sra</italic> genes of 74 <italic>P. falciparum</italic> isolates were successfully amplified by PCR, corresponding to nucleotides 1&#x2013;948, 801&#x2013;1,800, 1,702&#x2013;2,701, and 2,602&#x2013;3,149, respectively, and a single PCR product with an expected size of 948 bp (<italic>pfsra1</italic>), 1 kb (<italic>pfsra2</italic> and <italic>pfsra3</italic>), and 548 bp (<italic>pfsra4</italic>) (<xref ref-type="fig" rid="F2">Figure 2C</xref>). The direct sequencing of the purified PCR fragments indicated that there were no superimposed signals on the electropherograms of <italic>pfsra.</italic> Compared with the reference 3D7 strain, 74 isolates (100%) showed non-synonymous mutation. Overall, 63 single nucleotide polymorphisms (SNPs) were found in 74 isolates with the average &#x03C0; value of 0.00132 for <italic>pfsra</italic>. The sliding method plot using DnaSP v6 with a window length of 100 bp and a step size of 25 bp showed that the &#x03C0; value of <italic>pfsra</italic> is in the range of 0&#x2013;0.01023. The conservative regions of 0&#x2013;0.6 and 0.8&#x2013;1.6 kb were observed in <italic>pfsra</italic> with &#x03C0; values of 0 approximately (<xref ref-type="fig" rid="F3">Figure 3</xref>). The average number of nucleotide differences (<italic>k</italic>) of <italic>pfsra</italic> was 3.049. Nucleotide diversity of <italic>pfsra</italic> was categorized into 35 distinct haplotypes, and the estimated <italic>Hd</italic> was 0.770 (<xref ref-type="table" rid="T2">Table 2</xref>). For amino acid, the frequencies and types of mutation in the full-length of PfSRA (aa 1&#x2013;990) were briefly presented in <xref ref-type="fig" rid="F4">Figure 4</xref>. The C-terminal fragments of the PfSRA (aa 585&#x2013;591, aa 879&#x2013;900) showed relatively high polymorphism. More detailed amino acid comparison results are reported in <xref ref-type="supplementary-material" rid="FS1">Supplementary Figure 1</xref>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Sliding window plot analyses show the sequence diversity (&#x03C0;) and Tajima&#x2019;s <italic>D.</italic> <bold>(A)</bold> Sequence diversity of PfSRA. <bold>(B)</bold> Tajima&#x2019;s <italic>D</italic> of PfSRA.</p></caption>
<graphic xlink:href="fgene-12-688606-g003.tif"/>
</fig>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Estimates of number of haplotypes, haplotype diversity, nucleotide diversity, and neutrality indices of <italic>pfsra.</italic></p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Region</td>
<td valign="top" align="center">No. of samples</td>
<td valign="top" align="center">No. of haplotypes</td>
<td valign="top" align="center"><italic>Hd</italic></td>
<td valign="top" align="center"><italic>dN</italic>/<italic>dS</italic></td>
<td valign="top" align="center" colspan="2">Diversity &#x00B1; SD<hr/></td>
<td valign="top" align="center">Tajima&#x2019;s <italic>D</italic></td>
<td valign="top" align="center">FU and Li&#x2019;s <italic>D</italic>&#x002A;</td>
<td valign="top" align="center">FU and Li&#x2019;s <italic>F</italic>&#x002A;</td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">Nucleotide</td>
<td valign="top" align="center">Haplotype</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Eastern Africa</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.579</td>
<td valign="top" align="center">0.00437 &#x00B1; 0.00092</td>
<td valign="top" align="center">1 &#x00B1; 0.177</td>
<td valign="top" align="center">&#x2013;0.73807</td>
<td valign="top" align="center">&#x2013;0.73807</td>
<td valign="top" align="center">&#x2013;0.77178</td>
</tr>
<tr>
<td valign="top" align="left">Western Africa</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">0.996</td>
<td valign="top" align="center">1.313</td>
<td valign="top" align="center">0.00252 &#x00B1; 0.00072</td>
<td valign="top" align="center">0.996 &#x00B1; 0.014</td>
<td valign="top" align="center">&#x2013;2.10441</td>
<td valign="top" align="center">&#x2013;3.02686</td>
<td valign="top" align="center">&#x2013;3.21120</td>
</tr>
<tr>
<td valign="top" align="left">Central Africa</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">25</td>
<td valign="top" align="center">0.968</td>
<td valign="top" align="center">1.267</td>
<td valign="top" align="center">0.00208 &#x00B1; 0.00073</td>
<td valign="top" align="center">0.968 &#x00B1; 0.024</td>
<td valign="top" align="center">&#x2013;2.34218</td>
<td valign="top" align="center">&#x2013;3.94714</td>
<td valign="top" align="center">&#x2013;4.03442</td>
</tr>
<tr>
<td valign="top" align="left">Southern Africa</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">0.977</td>
<td valign="top" align="center">1.252</td>
<td valign="top" align="center">0.00186 &#x00B1; 0.00086</td>
<td valign="top" align="center">0.977 &#x00B1; 0.027</td>
<td valign="top" align="center">&#x2013;2.42786</td>
<td valign="top" align="center">&#x2013;3.45933</td>
<td valign="top" align="center">&#x2013;3.66946</td>
</tr>
<tr>
<td valign="top" align="left">Total</td>
<td valign="top" align="center">74</td>
<td valign="top" align="center">35</td>
<td valign="top" align="center">0.770</td>
<td valign="top" align="center">1.365</td>
<td valign="top" align="center">0.00132 &#x00B1; 0.00078</td>
<td valign="top" align="center">0.770 &#x00B1; 0.054</td>
<td valign="top" align="center">&#x2013;2.75387</td>
<td valign="top" align="center">&#x2013;6.85882</td>
<td valign="top" align="center">&#x2013;6.25597</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<attrib><italic>In DnaSP software, D&#x002A; and F&#x002A; tests are based on the neutral model prediction. This command calculates the statistical tests D&#x002A; and F&#x002A; proposed by <xref ref-type="bibr" rid="B16">Fu and Li (1993)</xref> for testing the hypothesis that all mutations are selectively neutral (<xref ref-type="bibr" rid="B100">Kimura, 1983</xref>).</italic></attrib>
</table-wrap-foot>
</table-wrap>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Conservative locus analysis of the PfSRA amino acid sequences defined by WEBLOGO. Each logo consists of stacks of symbols, and each position in the sequence corresponds to stacks of symbols. The height within the stack of each individual amino acid abbreviation indicates its relative frequency at that specific position.</p></caption>
<graphic xlink:href="fgene-12-688606-g004.tif"/>
</fig>
</sec>
<sec id="S3.SS4">
<title>Genetic Population Structure of <italic>pfsra</italic></title>
<p>Based on the average values of <italic>dS</italic> and <italic>dN</italic>, the population genetic structure of the <italic>P. falciparum</italic> samples was analyzed using the <italic>sra</italic> gene polymorphisms in the codon-based purifying selection test. Results showed that there was diversifying selection or positive selection in <italic>P. falciparum sra</italic> population (<italic>dS</italic> &#x2212; <italic>dN</italic> = &#x2212;0.00075). In addition, the mean ratio of across sites non-synonymous (<italic>dN</italic>) to synonymous (<italic>dS</italic>) substitutions (<italic>dN</italic>/<italic>dS</italic>) was 1.365, and most of the nucleotide substitutions detected were non-synonymous, which also showed that the genetic variations of <italic>pfsra</italic> were maintained by positive selection. Tajima&#x2019;s <italic>D</italic> and Fu and Li&#x2019;s <italic>D</italic><sup>&#x2217;</sup> and <italic>F</italic><sup>&#x2217;</sup> tests rejected a neutral polymorphism occurrence model with values of <italic>pfsra</italic> (Tajima&#x2019;s <italic>D</italic> = &#x2212;2.75387, <italic>p</italic> &#x003C; 0.05, Fu and Li&#x2019;s <italic>D</italic><sup>&#x2217;</sup> = &#x2212;6.85882, <italic>p</italic> &#x003C; 0.05, and Fu and Li&#x2019;s <italic>F</italic><sup>&#x2217;</sup> = &#x2212;6.25597, <italic>p</italic> &#x003C; 0.05) (<xref ref-type="table" rid="T2">Table 2</xref>). Full details for all study countries were provided (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table 2</xref>).</p>
</sec>
<sec id="S3.SS5">
<title>Phylogenetic Analysis of <italic>sra</italic></title>
<p>As predicted based on the signature of positive selection and the level of genetic diversity described above, the phylogenetic relationship among 35 distinct haplotypes was detected in the <italic>pfsra</italic> sequences (1 was from Eastern Africa; 9 were from Western Africa; 14 were from Central Africa; and 11 were from Southern Africa) (<xref ref-type="fig" rid="F5">Figure 5</xref>). The phylogenetic tree of 11 alleles of <italic>sra</italic> gene of 11 species of human and non-human <italic>Plasmodium</italic> primates was constructed by the neighbor-joining method (<xref ref-type="supplementary-material" rid="FS2">Supplementary Figure 2</xref>). <xref ref-type="supplementary-material" rid="TS3">Supplementary Table 3</xref> provides the <italic>sra</italic> gene ID number and gene length of other malaria parasite species.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>Phylogenetic relationship of <italic>sra</italic> full-length genes within <italic>pfsra</italic> sequences based on the neighbor-joining method. Numbers at nodes show bootstrap values.</p></caption>
<graphic xlink:href="fgene-12-688606-g005.tif"/>
</fig>
</sec>
</sec>
<sec id="S4">
<title>Discussion</title>
<p>Apart from the complex life cycle of the malaria parasite involving the mosquito vector and human host, the malaria parasite exhibits extensive antigenicity and genetically diverse stages that may pose an adverse obstacle to malarial control strategies. Thus, a deeper understanding of patterns and mechanisms of sequence variation and genetic recombination may contribute to the design of a vaccine that represents the global repertoire of polymorphic malaria surface antigens (<xref ref-type="bibr" rid="B5">Bharti et al., 2012</xref>). Systematic screens for uncharacterized <italic>P. falciparum</italic> invasion-related proteins evaluated PfSRA as one of the top hits that emerged; it contains coiled-coil domains known to be less polymorphic (<xref ref-type="bibr" rid="B32">Villard et al., 2007</xref>; <xref ref-type="bibr" rid="B21">Kulangara et al., 2009</xref>; <xref ref-type="bibr" rid="B3">Amlabu et al., 2018</xref>). Our investigation into the extent of sequence variation is consistent with this. In addition, coiled-coil domains form a stable structure, which elicit functional antibodies, thus blocking the related domains in many organisms and were considered to be the basis for the chemical synthesis of three PfSRA peptides designed to generate antibodies (<xref ref-type="bibr" rid="B31">Tripet et al., 2006</xref>; <xref ref-type="bibr" rid="B18">Gustchina et al., 2013</xref>; <xref ref-type="bibr" rid="B20">Jiang et al., 2016</xref>; <xref ref-type="bibr" rid="B3">Amlabu et al., 2018</xref>). Furthermore, these domains have been evaluated as potential targets for immunotherapy such as peptide-based vaccine strategies (<xref ref-type="bibr" rid="B27">Stoute et al., 1995</xref>; <xref ref-type="bibr" rid="B13">Demangel et al., 1998</xref>; <xref ref-type="bibr" rid="B1">Adda et al., 1999</xref>). We analyzed the full-length of <italic>pfsra</italic> (74 isolates) and found that the C-terminal fragments of the <italic>pfsra</italic> (&#x03C0; = 0.00198) show polymorphism probably due to selection pressure. Comparatively, the N-terminal of <italic>sra</italic> is a relatively conserved sequence (&#x03C0; = 0.00083).</p>
<p>A previous study suggested that people infected with malaria have naturally acquired antibodies against PfSRA and PfSRA N-terminal antibodies could partially inhibit merozoite invasion of erythrocytes by parasite growth inhibition assays (<xref ref-type="bibr" rid="B3">Amlabu et al., 2018</xref>). Now, the evidence of relatively conservative N-terminus might raise the possibility that it has the potential to be a candidate for anti-malarial vaccine. The ratio of non-synonymous (<italic>dN</italic>) to synonymous (<italic>dS</italic>) substitutions across sites was used as an index to evaluate selection pressure; <italic>dN</italic>/<italic>dS</italic> &#x003E; 1 indicates diversifying positive selection. Further neutrality tests were carried out to determine the types and characteristics of natural selection on the <italic>pfsra</italic>. Statistically significant negative values of neutrality tests suggest an excess of rare polymorphisms in the population and provide evidence of purifying or directional (positive) selection (<xref ref-type="bibr" rid="B16">Fu and Li, 1993</xref>; <xref ref-type="bibr" rid="B2">Akey et al., 2004</xref>). The phylogenetic tree of 11 alleles of <italic>sra</italic> gene of 11 species showed that <italic>pfsra</italic> and other species occupied distinct bifurcating branches, supporting an ancient divergence times of the malarial parasite lineage.</p>
<p>The nucleotide diversity of <italic>pfsra</italic> in Southern Africa (&#x03C0; = 0.00186 &#x00B1; SD 0.00086), Central Africa (&#x03C0; = 0.00208 &#x00B1; SD 0.00073), and Western Africa (&#x03C0; = 0.00252 &#x00B1; SD 0.00072) was lower than that in Eastern Africa (&#x03C0; = 0.00437 &#x00B1; SD 0.00092), which may be related to the higher transmission rate of <italic>P. falciparum</italic> in Eastern Africa. Furthermore, more samples are needed in future research to support our findings and to control the limitations of small sample size (large confidence interval) in a single area. A previous study had also shown that <italic>P. falciparum</italic> has a spectrum of population structure: linkage &#x201C;equilibrium,&#x201D; low levels of differentiation and high diversity in regions with high levels of transmission (<xref ref-type="bibr" rid="B4">Anderson et al., 2000</xref>; <xref ref-type="bibr" rid="B19">Huang et al., 2020</xref>). Mutation, recombination, gene flow, and natural selection may contribute to the genetic diversity of malaria parasites (<xref ref-type="bibr" rid="B11">Cole-Tobian and King, 2003</xref>).</p>
<p>In the analysis of <italic>pfsra</italic> full-length, there were abundant polymorphisms found. Samples from the four Africa regions showed their own distinct diversity patterns. Interestingly, two larger-size parasite population (Western Africa and Central Africa) showed more polymorphisms compared to those in Eastern Africa and Southern Africa. Some mutations showed the regional differences based on the geographical isolation effect; for example, the 15th amino acid mutant (M15Y) only occurred in Central Africa; K333E was only found in Western Africa. These phenomena indicate that it is necessary to continuously monitor these regional characteristic mutations in order to explore their association with regional malaria epidemics. Overall, apart from the conserved N-terminus, the composition of PfSRA vaccine should consider the high-frequency alleles instead of the C-terminus of wild-type ones (<xref ref-type="bibr" rid="B12">Conway, 2007</xref>).</p>
<p>Epidemiological studies have indicated that the level of heterologous mating in malaria populations is positively correlated with the prevalence of mixed allele infections and transmission rates (<xref ref-type="bibr" rid="B9">Chenet et al., 2008</xref>). The generation of relevant genetic, immunologic, and epidemiologic data for the <italic>sra</italic> gene is necessary, especially in areas with low malaria endemicity. Even in geographical areas with low transmission, the development of vaccine strategies should include results of diversity analysis. The uneven geographical distribution of alleles may jeopardize the development and use of vaccines targeting specific variable site, as local variation may not be taken into account in vaccine design (<xref ref-type="bibr" rid="B11">Cole-Tobian and King, 2003</xref>). The study of different genes and their alleles is helpful for us to understand the trends of genetic variation and if alleles could render vaccine ineffective. Given the genetic diversity found in the region, an alternative to improve the vaccine effectiveness is to create a construct with the most common region-specific alleles (<xref ref-type="bibr" rid="B11">Cole-Tobian and King, 2003</xref>; <xref ref-type="bibr" rid="B9">Chenet et al., 2008</xref>).</p>
</sec>
<sec id="S5">
<title>Conclusion</title>
<p>The C-terminal fragments of the <italic>sra</italic> gene of <italic>P. falciparum</italic> showed polymorphism due to positive diversifying selection, which would hinder SRA-based vaccine development. Comparatively, in addition to the coiled-coil domains that have been evaluated as potential targets of peptide-based vaccines previously, the conserved N-terminal of <italic>pfsra</italic> is also a promising vaccine candidate against <italic>P. falciparum</italic> infection.</p>
</sec>
<sec 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="S11">Supplementary Material</xref>.</p>
</sec>
<sec id="S7">
<title>Ethics Statement</title>
<p>This study was approved by the Ethics Committee of Jiangsu Institute of Parasitic Diseases (JIPD) (IRB00004221), Wuxi, China. The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="S8">
<title>Author Contributions</title>
<p>BY and YC conceptualized the study, wrote the manuscript and contributed to the interpretation of the data. BY, HL, Q-WX, SX, HZ, J-XT, and G-DZ collected and analyzed the samples. Y-FS performed statistical and bioinformatics analysis. BY, YC, Y-BL, and JC revised the manuscript critically for important intellectual content. All the authors contributed to this article and approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<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="s10">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<fn-group>
<fn fn-type="financial-disclosure">
<p><bold>Funding.</bold> This work was supported by the National Natural Science Foundation of China (81871681 and 81971967), the Jiangsu Provincial Department of Science and Technology (BM2018020), the Jiangnan University Student Innovation Training Program (1285210232175260), the National First-class Discipline Program of Food Science and Technology (JUFSTR20180101), and the Jiangsu Provincial Project of Invigorating Health Care through Science, Technology and Education.</p>
</fn>
</fn-group>
<ack>
<p>We thank all participants in this study, doctors, and local health departments for their support.</p>
</ack>
<sec id="S11" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fgene.2021.688606/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2021.688606/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Image_1.pdf" id="FS1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure 1</label>
<caption><p>Amino acid sequence alignment of <italic>P. falciparum</italic> SRA. Gray area indicates that amino acid is identical across all aligned sequences.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Image_2.tif" id="FS2" mimetype="image/tiff" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure 2</label>
<caption><p>Neighbor-joining tree of 11 unique alleles encoded by <italic>sra</italic> from 11 <italic>Plasmodium</italic> parasite species. Numbers at nodes show bootstrap values.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Table_1.docx" id="TS1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Table 1</label>
<caption><p>Country of origin and parasitemia of <italic>P. falciparum</italic> samples.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Table_2.DOCX" id="TS2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Table 2</label>
<caption><p>Neutrality tests of <italic>pfsra</italic> among 74 <italic>P. falciparum</italic> isolates.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Table_3.DOCX" id="TS3" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Table 3</label>
<caption><p>The <italic>sra</italic> Gene ID number and gene length of other <italic>Plasmodium</italic> species.</p></caption>
</supplementary-material>
</sec>
<ref-list>
<title>References</title>
<ref id="B1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Adda</surname> <given-names>C. G.</given-names></name> <name><surname>Tilley</surname> <given-names>L.</given-names></name> <name><surname>Anders</surname> <given-names>R. F.</given-names></name> <name><surname>Foley</surname> <given-names>M.</given-names></name></person-group> (<year>1999</year>). <article-title>Isolation of peptides that mimic epitopes on a malarial antigen from random peptide libraries displayed on phage.</article-title> <source><italic>Infect. Immun</italic>.</source> <volume>67</volume> <fpage>4679</fpage>&#x2013;<lpage>4688</lpage>. <pub-id pub-id-type="doi">10.1128/Iai.67.9.4679-4688.1999</pub-id> <pub-id pub-id-type="pmid">10456916</pub-id></citation></ref>
<ref id="B2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Akey</surname> <given-names>J. M.</given-names></name> <name><surname>Eberle</surname> <given-names>M. A.</given-names></name> <name><surname>Rieder</surname> <given-names>M. J.</given-names></name> <name><surname>Carlson</surname> <given-names>C. S.</given-names></name> <name><surname>Shriver</surname> <given-names>M. D.</given-names></name> <name><surname>Nickerson</surname> <given-names>D. A.</given-names></name><etal/></person-group> (<year>2004</year>). <article-title>Population history and natural selection shape patterns of genetic variation in 132 genes.</article-title> <source><italic>PLoS Biol</italic>.</source> <volume>2</volume>:<issue>e286</issue>. <pub-id pub-id-type="doi">10.1371/journal.pbio.0020286</pub-id> <pub-id pub-id-type="pmid">15361935</pub-id></citation></ref>
<ref id="B3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Amlabu</surname> <given-names>E.</given-names></name> <name><surname>Mensah-Brown</surname> <given-names>H.</given-names></name> <name><surname>Nyarko</surname> <given-names>P. B.</given-names></name> <name><surname>Akuh</surname> <given-names>O. A.</given-names></name> <name><surname>Opoku</surname> <given-names>G.</given-names></name> <name><surname>Ilani</surname> <given-names>P.</given-names></name><etal/></person-group> (<year>2018</year>). <article-title>Functional characterization of <italic>Plasmodium falciparum</italic> surface-related antigen as a potential blood-stage vaccine target.</article-title> <source><italic>J. Infect. Dis</italic>.</source> <volume>218</volume> <fpage>778</fpage>&#x2013;<lpage>790</lpage>. <pub-id pub-id-type="doi">10.1093/infdis/jiy222</pub-id> <pub-id pub-id-type="pmid">29912472</pub-id></citation></ref>
<ref id="B4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Anderson</surname> <given-names>T. J.</given-names></name> <name><surname>Haubold</surname> <given-names>B.</given-names></name> <name><surname>Williams</surname> <given-names>J. T.</given-names></name> <name><surname>Estrada-Franco</surname> <given-names>J. G.</given-names></name> <name><surname>Richardson</surname> <given-names>L.</given-names></name> <name><surname>Mollinedo</surname> <given-names>R.</given-names></name><etal/></person-group> (<year>2000</year>). <article-title>Microsatellite markers reveal a spectrum of population structures in the malaria parasite <italic>Plasmodium falciparum</italic>.</article-title> <source><italic>Mol. Biol. Evol</italic>.</source> <volume>17</volume> <fpage>1467</fpage>&#x2013;<lpage>1482</lpage>. <pub-id pub-id-type="doi">10.1093/oxfordjournals.molbev.a026247</pub-id> <pub-id pub-id-type="pmid">11018154</pub-id></citation></ref>
<ref id="B5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bharti</surname> <given-names>P. K.</given-names></name> <name><surname>Shukla</surname> <given-names>M. M.</given-names></name> <name><surname>Sharma</surname> <given-names>Y. D.</given-names></name> <name><surname>Singh</surname> <given-names>N.</given-names></name></person-group> (<year>2012</year>). <article-title>Genetic diversity in the block 2 region of the merozoite surface protein-1 of <italic>Plasmodium falciparum</italic> in central India.</article-title> <source><italic>Malar. J</italic>.</source> <volume>11</volume>:<issue>78</issue>. <pub-id pub-id-type="doi">10.1186/1475-2875-11-78</pub-id> <pub-id pub-id-type="pmid">22439658</pub-id></citation></ref>
<ref id="B6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bozdech</surname> <given-names>Z.</given-names></name> <name><surname>Llin&#x00E1;s</surname> <given-names>M.</given-names></name> <name><surname>Pulliam</surname> <given-names>B. L.</given-names></name> <name><surname>Wong</surname> <given-names>E. D.</given-names></name> <name><surname>Zhu</surname> <given-names>J.</given-names></name> <name><surname>DeRisi</surname> <given-names>J. L.</given-names></name></person-group> (<year>2003</year>). <article-title>The transcriptome of the intraerythrocytic developmental cycle of <italic>Plasmodium falciparum</italic>.</article-title> <source><italic>PLoS Biol</italic>.</source> <volume>1</volume>:<issue>E5</issue>. <pub-id pub-id-type="doi">10.1371/journal.pbio.0000005</pub-id> <pub-id pub-id-type="pmid">12929205</pub-id></citation></ref>
<ref id="B7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Buffet</surname> <given-names>P. A.</given-names></name> <name><surname>Safeukui</surname> <given-names>I.</given-names></name> <name><surname>Deplaine</surname> <given-names>G.</given-names></name> <name><surname>Brousse</surname> <given-names>V.</given-names></name> <name><surname>Prendki</surname> <given-names>V.</given-names></name> <name><surname>Thellier</surname> <given-names>M.</given-names></name><etal/></person-group> (<year>2011</year>). <article-title>The pathogenesis of <italic>Plasmodium falciparum</italic> malaria in humans: insights from splenic physiology.</article-title> <source><italic>Blood</italic></source> <volume>117</volume> <fpage>381</fpage>&#x2013;<lpage>392</lpage>. <pub-id pub-id-type="doi">10.1182/blood-2010-04-202911</pub-id> <pub-id pub-id-type="pmid">20852127</pub-id></citation></ref>
<ref id="B8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Burland</surname> <given-names>T. G.</given-names></name></person-group> (<year>2000</year>). <article-title>DNASTAR&#x2019;s lasergene sequence analysis software.</article-title> <source><italic>Methods Mol. Biol.</italic></source> <volume>132</volume> <fpage>71</fpage>&#x2013;<lpage>91</lpage>. <pub-id pub-id-type="doi">10.1385/1-59259-192-2:71</pub-id></citation></ref>
<ref id="B9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chenet</surname> <given-names>S. M.</given-names></name> <name><surname>Branch</surname> <given-names>O. H.</given-names></name> <name><surname>Escalante</surname> <given-names>A. A.</given-names></name> <name><surname>Lucas</surname> <given-names>C. M.</given-names></name> <name><surname>Bacon</surname> <given-names>D. J.</given-names></name></person-group> (<year>2008</year>). <article-title>Genetic diversity of vaccine candidate antigens in <italic>Plasmodium falciparum</italic> isolates from the Amazon basin of Peru.</article-title> <source><italic>Malar. J</italic>.</source> <volume>7</volume>:<issue>93</issue>. <pub-id pub-id-type="doi">10.1186/1475-2875-7-93</pub-id> <pub-id pub-id-type="pmid">18505558</pub-id></citation></ref>
<ref id="B10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chu</surname> <given-names>R.</given-names></name> <name><surname>Zhang</surname> <given-names>X.</given-names></name> <name><surname>Xu</surname> <given-names>S.</given-names></name> <name><surname>Chen</surname> <given-names>L.</given-names></name> <name><surname>Tang</surname> <given-names>J.</given-names></name> <name><surname>Li</surname> <given-names>Y.</given-names></name><etal/></person-group> (<year>2018</year>). <article-title>Limited genetic diversity of N-terminal of merozoite surface protein-1 (MSP-1) in <italic>Plasmodium ovale curtisi</italic> and <italic>P. ovale wallikeri</italic> imported from Africa to China.</article-title> <source><italic>Parasit. Vectors</italic></source> <volume>11</volume>:<issue>596</issue>. <pub-id pub-id-type="doi">10.1186/s13071-018-3174-0</pub-id> <pub-id pub-id-type="pmid">30446012</pub-id></citation></ref>
<ref id="B11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cole-Tobian</surname> <given-names>J.</given-names></name> <name><surname>King</surname> <given-names>C. L.</given-names></name></person-group> (<year>2003</year>). <article-title>Diversity and natural selection in <italic>Plasmodium vivax</italic> Duffy binding protein gene.</article-title> <source><italic>Mol. Biochem. Parasitol</italic>.</source> <volume>127</volume> <fpage>121</fpage>&#x2013;<lpage>132</lpage>. <pub-id pub-id-type="doi">10.1016/s0166-6851(02)00327-4</pub-id></citation></ref>
<ref id="B12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Conway</surname> <given-names>D. J.</given-names></name></person-group> (<year>2007</year>). <article-title>Molecular epidemiology of malaria.</article-title> <source><italic>Clin. Microbiol. Rev</italic>.</source> <volume>20</volume> <fpage>188</fpage>&#x2013;<lpage>204</lpage>. <pub-id pub-id-type="doi">10.1128/CMR.00021-06</pub-id> <pub-id pub-id-type="pmid">17223628</pub-id></citation></ref>
<ref id="B13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Demangel</surname> <given-names>C.</given-names></name> <name><surname>Rouyre</surname> <given-names>S.</given-names></name> <name><surname>Alzari</surname> <given-names>P. M.</given-names></name> <name><surname>Nato</surname> <given-names>F.</given-names></name> <name><surname>Longacre</surname> <given-names>S.</given-names></name> <name><surname>Lafaye</surname> <given-names>P.</given-names></name><etal/></person-group> (<year>1998</year>). <article-title>Phage-displayed mimotopes elicit monoclonal antibodies specific for a malaria vaccine candidate.</article-title> <source><italic>Biol. Chem</italic>.</source> <volume>379</volume> <fpage>65</fpage>&#x2013;<lpage>70</lpage>. <pub-id pub-id-type="doi">10.1515/bchm.1998.379.1.65</pub-id> <pub-id pub-id-type="pmid">9504719</pub-id></citation></ref>
<ref id="B14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dhiman</surname> <given-names>S.</given-names></name> <name><surname>Veer</surname> <given-names>V.</given-names></name></person-group> (<year>2014</year>). <article-title>Culminating anti-malaria efforts at long lasting insecticidal net?</article-title> <source><italic>J. Infect. Public Health</italic></source> <volume>7</volume> <fpage>457</fpage>&#x2013;<lpage>464</lpage>. <pub-id pub-id-type="doi">10.1016/j.jiph.2014.06.002</pub-id> <pub-id pub-id-type="pmid">25092624</pub-id></citation></ref>
<ref id="B15"><citation citation-type="journal"><collab>ESRI</collab> (<year>2011</year>). <source><italic>ArcGIS Desktop: Release 10.</italic></source> <publisher-loc>Redlands, CA</publisher-loc>: <publisher-name>Environmental Systems Research Institute</publisher-name>.</citation></ref>
<ref id="B16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fu</surname> <given-names>Y. X.</given-names></name> <name><surname>Li</surname> <given-names>W. H.</given-names></name></person-group> (<year>1993</year>). <article-title>Statistical tests of neutrality of mutations.</article-title> <source><italic>Genetics</italic></source> <volume>133</volume> <fpage>693</fpage>&#x2013;<lpage>709</lpage>. <pub-id pub-id-type="doi">10.1093/genetics/133.3.693</pub-id></citation></ref>
<ref id="B17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gilson</surname> <given-names>P. R.</given-names></name> <name><surname>Nebl</surname> <given-names>T.</given-names></name> <name><surname>Vukcevic</surname> <given-names>D.</given-names></name> <name><surname>Moritz</surname> <given-names>R. L.</given-names></name> <name><surname>Sargeant</surname> <given-names>T.</given-names></name> <name><surname>Speed</surname> <given-names>T. P.</given-names></name><etal/></person-group> (<year>2006</year>). <article-title>Identification and stoichiometry of glycosylphosphatidylinositol-anchored membrane proteins of the human malaria parasite <italic>Plasmodium falciparum</italic>.</article-title> <source><italic>Mol. Cell Proteomics</italic></source> <volume>5</volume> <fpage>1286</fpage>&#x2013;<lpage>1299</lpage>. <pub-id pub-id-type="doi">10.1074/mcp.M600035-MCP200</pub-id> <pub-id pub-id-type="pmid">16603573</pub-id></citation></ref>
<ref id="B18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gustchina</surname> <given-names>E.</given-names></name> <name><surname>Li</surname> <given-names>M.</given-names></name> <name><surname>Ghirlando</surname> <given-names>R.</given-names></name> <name><surname>Schuck</surname> <given-names>P.</given-names></name> <name><surname>Louis</surname> <given-names>J. M.</given-names></name> <name><surname>Pierson</surname> <given-names>J.</given-names></name><etal/></person-group> (<year>2013</year>). <article-title>Complexes of neutralizing and non-neutralizing affinity matured Fabs with a mimetic of the internal trimeric coiled-coil of HIV-1 gp41.</article-title> <source><italic>PLoS One</italic></source> <volume>8</volume>:<issue>e78187</issue>. <pub-id pub-id-type="doi">10.1371/journal.pone.0078187</pub-id> <pub-id pub-id-type="pmid">24244293</pub-id></citation></ref>
<ref id="B19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Huang</surname> <given-names>H. Y.</given-names></name> <name><surname>Liang</surname> <given-names>X. Y.</given-names></name> <name><surname>Lin</surname> <given-names>L. Y.</given-names></name> <name><surname>Chen</surname> <given-names>J. T.</given-names></name> <name><surname>Ehapo</surname> <given-names>C. S.</given-names></name> <name><surname>Eyi</surname> <given-names>U. M.</given-names></name><etal/></person-group> (<year>2020</year>). <article-title>Genetic polymorphism of <italic>Plasmodium falciparum</italic> circumsporozoite protein on Bioko Island, equatorial guinea and global comparative analysis.</article-title> <source><italic>Malar. J</italic>.</source> <volume>19</volume>:<issue>245</issue>. <pub-id pub-id-type="doi">10.1186/s12936-020-03315-4</pub-id> <pub-id pub-id-type="pmid">32660484</pub-id></citation></ref>
<ref id="B20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jiang</surname> <given-names>Z.</given-names></name> <name><surname>Gera</surname> <given-names>L.</given-names></name> <name><surname>Mant</surname> <given-names>C. T.</given-names></name> <name><surname>Hirsch</surname> <given-names>B.</given-names></name> <name><surname>Yan</surname> <given-names>Z.</given-names></name> <name><surname>Shortt</surname> <given-names>J. A.</given-names></name><etal/></person-group> (<year>2016</year>). <article-title>Platform technology to generate broadly cross-reactive antibodies to alpha-helical epitopes in hemagglutinin proteins from influenza A viruses.</article-title> <source><italic>Biopolymers</italic></source> <volume>106</volume> <fpage>144</fpage>&#x2013;<lpage>159</lpage>. <pub-id pub-id-type="doi">10.1002/bip.22808</pub-id> <pub-id pub-id-type="pmid">26799790</pub-id></citation></ref>
<ref id="B100"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kimura</surname> <given-names>M.</given-names></name></person-group> (<year>1983</year>). <source><italic>The Neutral Theory of Molecular Evolution</italic></source>. <publisher-loc>Cambridge, MA</publisher-loc>: <publisher-name>Cambridge University Press</publisher-name>.</citation></ref>
<ref id="B21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kulangara</surname> <given-names>C.</given-names></name> <name><surname>Kajava</surname> <given-names>A. V.</given-names></name> <name><surname>Corradin</surname> <given-names>G.</given-names></name> <name><surname>Felger</surname> <given-names>I.</given-names></name></person-group> (<year>2009</year>). <article-title>Sequence conservation in <italic>Plasmodium falciparum</italic> alpha-helical coiled coil domains proposed for vaccine development.</article-title> <source><italic>PLoS One</italic></source> <volume>4</volume>:<issue>e5419</issue>. <pub-id pub-id-type="doi">10.1371/journal.pone.0005419</pub-id> <pub-id pub-id-type="pmid">19492090</pub-id></citation></ref>
<ref id="B22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kumar</surname> <given-names>S.</given-names></name> <name><surname>Stecher</surname> <given-names>G.</given-names></name> <name><surname>Tamura</surname> <given-names>K.</given-names></name></person-group> (<year>2016</year>). <article-title>MEGA7: molecular evolutionary genetics analysis version 7.0 for bigger datasets.</article-title> <source><italic>Mol. Biol. Evol</italic>.</source> <volume>33</volume> <fpage>1870</fpage>&#x2013;<lpage>1874</lpage>. <pub-id pub-id-type="doi">10.1093/molbev/msw054</pub-id> <pub-id pub-id-type="pmid">27004904</pub-id></citation></ref>
<ref id="B23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Le Roch</surname> <given-names>K. G.</given-names></name> <name><surname>Zhou</surname> <given-names>Y.</given-names></name> <name><surname>Blair</surname> <given-names>P. L.</given-names></name> <name><surname>Grainger</surname> <given-names>M.</given-names></name> <name><surname>Moch</surname> <given-names>J. K.</given-names></name> <name><surname>Haynes</surname> <given-names>J. D.</given-names></name><etal/></person-group> (<year>2003</year>). <article-title>Discovery of gene function by expression profiling of the malaria parasite life cycle.</article-title> <source><italic>Science</italic></source> <volume>301</volume> <fpage>1503</fpage>&#x2013;<lpage>1508</lpage>. <pub-id pub-id-type="doi">10.1126/science.1087025</pub-id> <pub-id pub-id-type="pmid">12893887</pub-id></citation></ref>
<ref id="B24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>M&#x00E9;nard</surname> <given-names>S.</given-names></name> <name><surname>Ben Haddou</surname> <given-names>T.</given-names></name> <name><surname>Ramadani</surname> <given-names>A. P.</given-names></name> <name><surname>Ariey</surname> <given-names>F.</given-names></name> <name><surname>Iriart</surname> <given-names>X.</given-names></name> <name><surname>Beghain</surname> <given-names>J.</given-names></name><etal/></person-group> (<year>2015</year>). <article-title>Induction of multidrug tolerance in <italic>Plasmodium falciparum</italic> by extended artemisinin pressure.</article-title> <source><italic>Emerg. Infect. Dis</italic>.</source> <volume>21</volume> <fpage>1733</fpage>&#x2013;<lpage>1741</lpage>. <pub-id pub-id-type="doi">10.3201/eid2110.150682</pub-id> <pub-id pub-id-type="pmid">26401601</pub-id></citation></ref>
<ref id="B25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nei</surname> <given-names>M.</given-names></name> <name><surname>Gojobori</surname> <given-names>T.</given-names></name></person-group> (<year>1986</year>). <article-title>Simple methods for estimating the numbers of synonymous and nonsynonymous nucleotide substitutions.</article-title> <source><italic>Mol. Biol. Evol</italic>.</source> <volume>3</volume> <fpage>418</fpage>&#x2013;<lpage>426</lpage>. <pub-id pub-id-type="doi">10.1093/oxfordjournals.molbev.a040410</pub-id> <pub-id pub-id-type="pmid">3444411</pub-id></citation></ref>
<ref id="B26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rozas</surname> <given-names>J.</given-names></name> <name><surname>Ferrer-Mata</surname> <given-names>A.</given-names></name> <name><surname>S&#x00E1;nchez-DelBarrio</surname> <given-names>J. C.</given-names></name> <name><surname>Guirao-Rico</surname> <given-names>S.</given-names></name> <name><surname>Librado</surname> <given-names>P.</given-names></name> <name><surname>Ramos-Onsins</surname> <given-names>S. E.</given-names></name><etal/></person-group> (<year>2017</year>). <article-title>DnaSP 6: DNA sequence polymorphism analysis of large data sets.</article-title> <source><italic>Mol. Biol. Evol</italic>.</source> <volume>34</volume> <fpage>3299</fpage>&#x2013;<lpage>3302</lpage>. <pub-id pub-id-type="doi">10.1093/molbev/msx248</pub-id> <pub-id pub-id-type="pmid">29029172</pub-id></citation></ref>
<ref id="B27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stoute</surname> <given-names>J. A.</given-names></name> <name><surname>Ballou</surname> <given-names>W. R.</given-names></name> <name><surname>Kolodny</surname> <given-names>N.</given-names></name> <name><surname>Deal</surname> <given-names>C. D.</given-names></name> <name><surname>Wirtz</surname> <given-names>R. A.</given-names></name> <name><surname>Lindler</surname> <given-names>L. E.</given-names></name></person-group> (<year>1995</year>). <article-title>Induction of humoral immune-response against <italic>Plasmodium-Falciparum</italic> sporozoites by immunization with a synthetic peptide mimotope whose sequence was derived from screening a filamentous phage epitope library.</article-title> <source><italic>Infect. Immun</italic>.</source> <volume>63</volume> <fpage>934</fpage>&#x2013;<lpage>939</lpage>. <pub-id pub-id-type="doi">10.1128/Iai.63.3.934-939.1995</pub-id> <pub-id pub-id-type="pmid">7532629</pub-id></citation></ref>
<ref id="B28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Strode</surname> <given-names>C.</given-names></name> <name><surname>Donegan</surname> <given-names>S.</given-names></name> <name><surname>Garner</surname> <given-names>P.</given-names></name> <name><surname>Enayati</surname> <given-names>A. A.</given-names></name> <name><surname>Hemingway</surname> <given-names>J.</given-names></name></person-group> (<year>2014</year>). <article-title>The impact of pyrethroid resistance on the efficacy of insecticide-treated bed nets against African anopheline mosquitoes: systematic review and meta-analysis.</article-title> <source><italic>PLoS Med</italic>.</source> <volume>11</volume>:<issue>e1001619</issue>. <pub-id pub-id-type="doi">10.1371/journal.pmed.1001619</pub-id> <pub-id pub-id-type="pmid">24642791</pub-id></citation></ref>
<ref id="B29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tajima</surname> <given-names>F.</given-names></name></person-group> (<year>1993</year>). <article-title>Simple methods for testing the molecular evolutionary clock hypothesis.</article-title> <source><italic>Genetics</italic></source> <volume>135</volume> <fpage>599</fpage>&#x2013;<lpage>607</lpage>. <pub-id pub-id-type="doi">10.1093/genetics/135.2.599</pub-id></citation></ref>
<ref id="B30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Takala</surname> <given-names>S.</given-names></name> <name><surname>Branch</surname> <given-names>O.</given-names></name> <name><surname>Escalante</surname> <given-names>A. A.</given-names></name> <name><surname>Kariuki</surname> <given-names>S.</given-names></name> <name><surname>Wootton</surname> <given-names>J.</given-names></name> <name><surname>Lal</surname> <given-names>A. A.</given-names></name></person-group> (<year>2002</year>). <article-title>Evidence for intragenic recombination in <italic>Plasmodium falciparum</italic>: identification of a novel allele family in block 2 of merozoite surface protein-1: Asembo Bay area cohort project XIV.</article-title> <source><italic>Mol. Biochem. Parasitol</italic>.</source> <volume>125</volume> <fpage>163</fpage>&#x2013;<lpage>171</lpage>. <pub-id pub-id-type="doi">10.1016/S0166-6851(02)00237-2</pub-id></citation></ref>
<ref id="B31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tripet</surname> <given-names>B.</given-names></name> <name><surname>Kao</surname> <given-names>D. J.</given-names></name> <name><surname>Jeffers</surname> <given-names>S. A.</given-names></name> <name><surname>Holmes</surname> <given-names>K. V.</given-names></name> <name><surname>Hodges</surname> <given-names>R. S.</given-names></name></person-group> (<year>2006</year>). <article-title>Template-based coiled-coil antigens elicit neutralizing antibodies to the SARS-coronavirus.</article-title> <source><italic>J. Struct. Biol</italic>.</source> <volume>155</volume> <fpage>176</fpage>&#x2013;<lpage>194</lpage>. <pub-id pub-id-type="doi">10.1016/j.jsb.2006.03.019</pub-id> <pub-id pub-id-type="pmid">16697221</pub-id></citation></ref>
<ref id="B32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Villard</surname> <given-names>V.</given-names></name> <name><surname>Agak</surname> <given-names>G. W.</given-names></name> <name><surname>Frank</surname> <given-names>G.</given-names></name> <name><surname>Jafarshad</surname> <given-names>A.</given-names></name> <name><surname>Servis</surname> <given-names>C.</given-names></name> <name><surname>N&#x00E9;bi&#x00E9;</surname> <given-names>I.</given-names></name><etal/></person-group> (<year>2007</year>). <article-title>Rapid identification of malaria vaccine candidates based on alpha-helical coiled coil protein motif.</article-title> <source><italic>PLoS One</italic></source> <volume>2</volume>:<issue>e645</issue>. <pub-id pub-id-type="doi">10.1371/journal.pone.0000645</pub-id> <pub-id pub-id-type="pmid">17653272</pub-id></citation></ref>
<ref id="B33"><citation citation-type="journal"><collab>WHO</collab> (<year>2020</year>). <source><italic>World Malaria Report.</italic></source> Available online at: <ext-link ext-link-type="uri" xlink:href="http://www.who.int/publications/i/item/9789240015791">http://www.who.int/publications/i/item/9789240015791</ext-link> <comment>(accessed November 30, 2020)</comment>.</citation></ref>
<ref id="B34"><citation citation-type="journal"><collab>WWARN</collab> (<year>2015</year>). <article-title>Artemether-lumefantrine treatment of uncomplicated <italic>Plasmodium falciparum</italic> malaria: a systematic review and meta-analysis of day 7 lumefantrine concentrations and therapeutic response using individual patient data.</article-title> <source><italic>BMC Med.</italic></source> <volume>13</volume>:<issue>227</issue>. <pub-id pub-id-type="doi">10.1186/s12916-015-0456-7</pub-id> <pub-id pub-id-type="pmid">26381375</pub-id></citation></ref>
</ref-list>
<fn-group>
<fn id="footnote1">
<label>1</label>
<p><ext-link ext-link-type="uri" xlink:href="https://github.com/karlnicholas/GeneDoc">https://github.com/karlnicholas/GeneDoc</ext-link></p></fn>
<fn id="footnote2">
<label>2</label>
<p><ext-link ext-link-type="uri" xlink:href="https://www.uniprot.org/uniprot/Q8ILF1">https://www.uniprot.org/uniprot/Q8ILF1</ext-link></p></fn>
<fn id="footnote3">
<label>3</label>
<p><ext-link ext-link-type="uri" xlink:href="https://weblogo.berkeley.edu/logo.cgi">https://weblogo.berkeley.edu/logo.cgi</ext-link></p></fn>
</fn-group>
</back>
</article>