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<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2024.1474229</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The RNA m<sup>5</sup>C methyltransferase NSUN1 modulates human malaria gene expression during intraerythrocytic development</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Tang</surname>
<given-names>Ruoyu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
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<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Fan</surname>
<given-names>Yanting</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Lu</surname>
<given-names>BinBin</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Jiang</surname>
<given-names>Qunfeng</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Cheng</surname>
<given-names>Xinyu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Zuping</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Shen</surname>
<given-names>Li</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Shang</surname>
<given-names>Xiaomin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of Parasitology, Xiangya School of Medicine, Central South University</institution>, <addr-line>Changsha</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Key Laboratory of Spine and Spinal Cord Injury Repair and Regeneration of Ministry of Education, Tongji Hospital, Clinical Center for Brain and Spinal Cord Research, School of Medicine, Tongji University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Parasitology, School of Medicine, Northwest University</institution>, <addr-line>Xi&#x2019;an, Shanxi</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Laboratory of Molecular Parasitology, The Key Laboratory of Arrhythmias of the Ministry of Education of China, Research Center for Translational Medicine, Shanghai East Hospital, Clinical Center for Brain and Spinal Cord Research, School of Medicine, Tongji University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of General Manager Office, Hunan Xingchen Biotechnology Company</institution>, <addr-line>Yongzhou</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Gaoqian Feng, Nanjing Medical University, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Shigang Yin, The Affiliated Hospital of Southwest Medical University, China</p>
<p>Zhenkui Li, University of South China, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Xiaomin Shang, <email xlink:href="mailto:xmshang@csu.edu.cn">xmshang@csu.edu.cn</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>10</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>14</volume>
<elocation-id>1474229</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>29</day>
<month>08</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Tang, Fan, Lu, Jiang, Cheng, Zhang, Shen and Shang</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Tang, Fan, Lu, Jiang, Cheng, Zhang, Shen and Shang</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>
<italic>Plasmodium falciparum</italic> is the most damaging malaria pathogen and brings a heavy burden to global health. Host switching and morphological changes in <italic>P. falciparum</italic> are dependent on an effective gene expression regulatory system. C5 methylation of cytosines is a common RNA modification in eukaryotes, and the NSUN family are essential m<sup>5</sup>C modification executors. Currently, little is known about this family in <italic>Plasmodium</italic> spp. In this study, we focus on exploring the function of <italic>PfNSUN1</italic> protein.</p>
</sec>
<sec>
<title>Methods</title>
<p>An efficient CRISPR/Cas9 gene editing technique was applied to construct the <italic>PfNSUN1</italic> knockdown strain. The knockdown efficiency was confirmed by growth curves and western blot experiments. The knockdown transcriptome data was acquired to find differentially expressed genes, and target genes of <italic>PfNSUN1</italic> protein were identified by RNA immunoprecipitation and high-throughput sequencing experiments.</p>
</sec>
<sec>
<title>Results</title>
<p>The efficiency of <italic>PfNSUN1</italic> protein down-regulated was about 34%. RNA-seq data revealed that differentially expressed genes were mainly down-regulated. And there were 224, 278, 556 genes that were down-regulated with more than 2-fold changes and p-adj&lt;0.05 at ring, trophozoite and schizont stages, respectively. <italic>PfNSUN1</italic> protein was significantly enriched on 154 target genes, including 28S ribosomal RNA and <italic>pfap2-g5</italic> transcription factor.</p>
</sec>
<sec>
<title>Discussion</title>
<p>
<italic>PfNSUN1</italic> is a crucial RNA post-transcriptional modification protein in <italic>P. falciparum</italic>. It plays a pivotal role in regulating gene expression and parasite growth by targeting 28S ribosomal RNA and <italic>pfap2-g5</italic> transcription factor.</p>
</sec>
</abstract>
<kwd-group>
<kwd>
<italic>Plasmodium falciparum</italic>
</kwd>
<kwd>5-methylcytosine</kwd>
<kwd>RNA modification</kwd>
<kwd>regulation</kwd>
<kwd>28S ribosomal RNA</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">Natural Science Foundation of Hunan Province<named-content content-type="fundref-id">10.13039/501100004735</named-content>
</contract-sponsor>
<counts>
<fig-count count="5"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="41"/>
<page-count count="11"/>
<word-count count="4010"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Clinical Microbiology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Malaria is an important life-threatening parasitic disease, with 249 million people still infected and about 608,000 deaths worldwide in 2022. Cerebral malaria caused by <italic>Plasmodium falciparum</italic> is the leading contributor to malaria deaths (<xref ref-type="bibr" rid="B25">Muppidi et&#xa0;al., 2023</xref>). The parasite has a complex life cycle, which amplifies one generation every 48&#xa0;h in human erythrocytes. Such rapid morphological transformation requires a highly regulated gene expression mechanism.</p>
<p>Posttranscriptional modification of RNA has emerged as a crucial mode of gene expression regulation (<xref ref-type="bibr" rid="B41">Zhao et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B5">Baumgarten et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B4">Barbieri and Kouzarides, 2020</xref>; <xref ref-type="bibr" rid="B12">Govindaraju et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B33">Sinha et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B14">Hao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B36">Wang et&#xa0;al., 2022</xref>). Recent studies have revealed that dynamic and reversible RNA modifications are involved in essential biological processes such as cell development, fate determination, pathogen infection, and stress response in eukaryotes (<xref ref-type="bibr" rid="B9">Engel et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B11">Frye et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B8">Delaunay and Frye, 2019</xref>; <xref ref-type="bibr" rid="B39">Wnuk et&#xa0;al., 2020</xref>). C5 methylation of cytosines (5-methylcytosine or m<sup>5</sup>C) is a common modification found on various RNA molecules. In eukaryotes, the m<sup>5</sup>C modification is primarily catalyzed by members of the NOL1/NOP2/SUN (NSUN) structural domain methyltransferase family (<xref ref-type="bibr" rid="B6">Bohnsack et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B35">Tao et&#xa0;al., 2023</xref>). Most NSUN proteins are conserved in functions, and mutations in <italic>nsun</italic> genes have been shown to be associated with a variety of human diseases (<xref ref-type="bibr" rid="B1">Abbasi-Moheb et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B18">Khan et&#xa0;al., 2012</xref>).</p>
<p>In <italic>P. falciparum</italic>, four members of the NSUN family (NSUN1-4) have been identified, which contain conserved methylation functional domains similar to those observed in other eukaryotes (<xref ref-type="bibr" rid="B21">Liu et&#xa0;al., 2022</xref>). Functional studies on <italic>nsun1</italic>, <italic>nsun3</italic>, and <italic>nsun4</italic> have not been reported yet. Nevertheless, disruption of NSUN2 has been demonstrated to impede the development of gametocytes in both <italic>P. falciparum</italic> and <italic>P. yoelii</italic>, and it is a crucial epigenetic regulator during the transmission of malaria (<xref ref-type="bibr" rid="B21">Liu et&#xa0;al., 2022</xref>). Therefore, the NSUN family is expected to be a promising target for malaria prevention and deserves to be intensively investigated.</p>
<p>In this study, a series of experiments was conducted to investigate the function of the <italic>PfNSUN1</italic> protein. The results demonstrate that <italic>PfNSUN1</italic> is indispensable for parasite growth and development throughout the intraerythrocytic developmental cycle (IDC). The knockdown of <italic>PfNSUN1</italic> resulted in a number of alterations in gene expression, including several key regulators. In other eukaryotes, the NSUN1 protein has been demonstrated to be a major methyltransferase of ribosomal RNA (rRNA) (<xref ref-type="bibr" rid="B32">Sharma et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B19">Liao et&#xa0;al., 2022</xref>). It was found that the PfNSUN1 protein was highly enriched on some 28S rRNA genes. This suggests that the role of the <italic>PfNSUN1</italic> protein is well-conserved and linked to ribosome biogenesis. In conclusion, our study demonstrates the crucial function of the <italic>PfNSUN1</italic> protein in parasite growth and offers novel insights for advancing malaria research.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Transgenic line construction</title>
<p>The plasmids used in this experiment were laboratory-modified plasmids as described previously (<xref ref-type="bibr" rid="B30">Shang et&#xa0;al., 2022</xref>). The Cas9 gene was carried by <italic>pUF1</italic> plasmid, and the guide RNA (5&#x2032;-GGTTGTTGGGAAGAAGCAAA-3&#x2032;) and homologous arm sequences were carried by <italic>pL6cs</italic> plasmid. Plasmid construction is described below. First, the guide RNA was cloned into the <italic>pL6cs</italic> construct between <italic>XhoI</italic> and <italic>AvrII</italic> restriction enzyme sites. Subsequently, the C-terminal homologous arm sequences of <italic>pfnsun1</italic> with the <italic>ty1-glms</italic> tag were cloned into <italic>AflII</italic> and <italic>AscI</italic> restriction enzyme sites. The successfully constructed plasmids were transformed into <italic>Escherichia coli</italic> XL10 for amplification and purification. Primers used to amplify homologous sequences are listed below: <italic>pfnsun1</italic>-5&#x2032;HR-F: GGA TAA TGC AAT GGA TAC AC; <italic>pfnsun1</italic>-5&#x2032;HR-R:GTT CAA AAT GTA TGG CAA CAT C; <italic>pfnsun1</italic>-3&#x2032;HR-F:ACA AAT GGT TCT GGA GGT GAA GCA AAA GGA AAA ATA ATA ATA GAT G; and <italic>pfnsun1</italic>-3&#x2032;HR-R: ATC CTT TTT ACC AAG CAC TC.</p>
<p>100 &#x3bc;g purified <italic>pL6cs-nsun1-ty1-glmS</italic> plasmids and 100 &#x3bc;g <italic>pUF1-Cas9-BSD</italic> plasmids were electro-transfected into fresh RBCs under the condition of 310V and 950&#x3bc;F, then enriched schizont-stage parasites were added into RBCs. As soon as the parasitemia reached 5% after invasion, selection drugs (2.5 nM WR99210 and 2 &#x3bc;g/ml Blasticidin S deaminase (BSD)) were started to add until live parasites could be found in the Giemsa solution-stained thin blood smears. Then parasites were collected and genomic DNA was extracted for PCR identification and Sanger sequencing. Once the strain was successfully constructed, it was cloned out by limiting dilution cloning as described  (<xref ref-type="bibr" rid="B10">Fan et&#xa0;al., 2020</xref>).</p>
</sec>
<sec id="s2_2">
<title>Parasite culture</title>
<p>
<italic>Plasmodium falciparum</italic> lines 3D7 and <italic>Pfnsun1-ty1-glmS</italic> were cultivated <italic>in vitro</italic> according to standard procedures. In brief, parasites were cultured in complete RPMI 1640 medium (Thermo Fisher Scientific, Carlsbad, CA, USA) containing 0.5% Albumax I (Thermo Fisher Scientific) and grown in media with type O+ erythrocytes at a 2% hematocrit. The incubator was set to a gas phase condition of 5% O<sub>2</sub>, 5% CO<sub>2</sub>, and 90% N<sub>2</sub> at 37&#xb0;C. To obtain tightly synchronized parasites, parasites were purified with 70%/40% Percoll&#x2013;sorbitol gradients at the schizont stage. After schizonts invaded fresh RBCs for about 5&#xa0;h, the resulting rings were synchronized with 5% sorbitol treatment and used for subsequent research.</p>
</sec>
<sec id="s2_3">
<title>Growth curve analysis</title>
<p>
<italic>Pfnsun1-ty1-glmS</italic> strain was tightly synchronized to a 5-hour window as previously mentioned. In brief, parasites were collected by the Pecoll-sorbitol solution at schizont stage, subsequently invading new erythrocytes. 5-6 hours later, ring-stage synchronization was performed using the sorbitol solution. The strictly synchronized parasites were diluted to 0.1% parasitemia at ring stage and cultured in 6-well plate which were divided into 2 groups, i.e. with or without 5 mM glucosamine (GlcN). Parasites were cultured for four consecutive replicating cycles, and Giemsa-stained thin blood smears were collected from each cycle to count parasitemia. After three independent replications of the experiment, the data obtained were graphed using GraphPad Prism9 software.</p>
</sec>
<sec id="s2_4">
<title>Western blotting</title>
<p>The <italic>Pfnsun1-ty1-glmS</italic> strain was tightly synchronized, and ring-stage parasites were diluted to 1% parasitemia with 2% hematocrit in the presence or absence of 5 mM GlcN. Ring, trophozoite, and schizont stage samples were collected for Western blot analysis at the next life cycle. Briefly, infected RBCs were lysed by 0.15% saponin to release parasites, which were washed by PBS and resuspended in an equal volume of 2 &#xd7; protein loading buffer, then heated at 100&#xb0;C for 5&#xa0;min. The samples were stored at &#x2013; 80&#xb0;C for later experiments. Proteins were separated by 8%&#x2013;10% SDS-PAGE according to the molecular weight and transferred to the PVDF membrane. The primary antibodies were incubated for 1&#xa0;h at RT. After three washes with PBST, membranes were incubated with the secondary antibody for 1&#xa0;h at RT. After five washes, target protein signals were detected using ECL Western Blotting Kit (GE Healthcare, USA). The primary antibodies used in this study were mouse anti-ty1 (Sigma, Germany) at 1:1,000 and rabbit anti-aldolase (Abcam, England) at 1:2,000. The HRP-conjugated secondary antibodies were goat antimouse IgG (Abcam, England) and goat antirabbit IgG, which were diluted to 1:5,000.</p>
</sec>
<sec id="s2_5">
<title>RNA extraction, library construction, and RNA-seq data analysis</title>
<p>
<italic>Pfnsun1-ty1-glmS</italic> parasites were tightly synchronized by Percoll and sorbitol to a 5-h window with or without 5 mM GlcN treatment as described above. Samples were collected in TRIzol at the ring (10&#x2013;15 hpi), trophozoite (25&#x2013;30 hpi), and schizont (40&#x2013;45 hpi) stages during the next cycle, respectively. Total RNA was extracted with the kit (Zymo Research, USA) according to a standardized procedure. Library preparation for strand-specific RNA-seq was carried out by poly(A) selection with the KAPA mRNA Capture Beads (KAPA) and fragmentation to about 300&#x2013;400 nucleotides (nt) in length according to the KAPA Stranded mRNA-Seq Kit (KK8421). Libraries were sequenced on an Illumina NovaSeq 6000 system to generate 150 bp pair-end reads.</p>
<p>RNA-seq reads were trimmed by trim-galore, then aligned to the PlasmoDB-45_Pfalciparum3D7_Genome using Hisat2. Read counts were obtained using FeatureCounts. Subsequently, DESeq2 quantified differentially expressed genes (DEGs) with the criteria of &#x2265;2-fold alteration and <italic>p</italic>-adj &lt; 0.05. The Gene Ontology (GO) enrichment analysis was performed on PlasmoDB (<ext-link ext-link-type="uri" xlink:href="https://plasmodb.org/plasmo/">https://plasmodb.org/plasmo/</ext-link>).</p>
</sec>
<sec id="s2_6">
<title>RIP-seq and data analysis</title>
<p>RIP assays were performed as previously described (<xref ref-type="bibr" rid="B10">Fan et&#xa0;al., 2020</xref>). Briefly, about 5 &#xd7; 10<sup>9</sup> synchronized ring-stage parasites were collected and lysed by saponin. The resulting parasite pellet was lysed under nondenaturing conditions (50 mM Tris-Cl at pH 7.4, 150 mM NaCl, 1 mM EDTA, 1 mM EGTA, 1% Triton X-100, 1% NP-40, 1&#xd7; proteinase inhibitors, 0.2 U/&#x3bc;l RNase inhibitor) for 2&#xa0;h at 4&#xb0;C with rotation. The supernatant was collected and incubated with 10 &#xb5;g mouse anti-ty1 antibodies for 3&#xa0;h, then incubated overnight with protein G magnetic beads at 4&#xb0;C. The complex was washed twice with IPP500 (500 mM NaCl, 10 mM Tris-Cl at pH 8.0, 0.05% NP-40, 1 &#xd7; proteinase inhibitor, 0.2 U/&#xb5;l RNase inhibitor) and once with PBS, then RNA was eluted by TRIzol reagent and extracted by the phenol-chloroform method. The RNA was directly used to prepare strand-specific RNA-seq libraries without poly(A) enrichment. Libraries were sequenced on an Illumina NovaSeq 6000 system using 150 bp pair-end reads.</p>
<p>For RIP-seq data analysis, reads were removed with trim-galore and aligned to the genome by Hisat2. Samtools was used to sort reads. Peaks (<italic>q</italic>-value cut-off &lt; 0.05) were identified using the macs2 call peak command, by comparing the control and the group with the ty1 antibody, using default settings. Enrichment heatmaps and profile plots were generated using the deepTools computeMatrix and plotHeatmap tools. Peak annotation was carried out using ChIPseeker in RStudio.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Generation of <italic>pfnsun1</italic> transgenic parasite line</title>
<p>
<italic>Pfnsun1</italic> (PF3D7_0704200) ORF contains 4,263 bases, encoding a protein of approximately 141.2 kDa in molecular weight and containing one NOP2 structural domain. In order to compare the homology within the NSUN family, we analyzed the amino acid sequences of PfNSUN1 to PfNSUN4, along with other common <italic>Plasmodium</italic> NSUN1 proteins. Our findings showed that sequences of PfNSUN1 had low similarity to PfNSUN2-4 but was conserved among different <italic>Plasmodium</italic> species (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). To determine the function of <italic>pfnsun1</italic>, we attempted to disrupt the <italic>pfnsun1</italic> gene. However, following three unsuccessful transfection attempts, it was concluded that the gene might be indispensable. Consequently, we opted to construct a knockdown strain. About 1 kb bases before and after the stop codon of the <italic>pfnsun1</italic> gene were selected as homologous arm sequences, and three tandem ty1 tags and a <italic>glmS</italic> sequence were cloned into the plasmid. The constructed plasmids were electro-transferred into wild-type parasites, which were then cultured for about 3 weeks with WR and BSD drug selection until live parasites were observed by microscopy (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). To confirm successful transfection, we designed a forward primer P1, upstream of the 5&#x2032; homologous arm, a reverse primer P2 within the <italic>glmS</italic> sequence, and another reverse primer P3 within the 3&#x2032; homologous arm sequence, respectively. The sequence lengths of wild-type and transgenic strains were verified using the P1+P2 and P1+P3 primers. Agarose gel electrophoresis results confirmed the successful generation of the <italic>pfnsun1-ty1-glmS</italic> parasite strain (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Generation and characterization of <italic>pfnsun1-ty1-glmS</italic> knockdown strain. <bold>(A)</bold> Phylogenetic trees of NSUN protein family orthologs in <italic>Plasmodium</italic> spp. <bold>(B)</bold> Schematic representation of transgenic line <italic>pfnsun1-ty1-glmS</italic> construction. Cotransfection of plasmids pUF1-BSD-cas9 and pL6CS-hDHFR-<italic>pfnsun1-ty1-glmS</italic> leads to gene integration. <bold>(C)</bold> PCR validation of the <italic>pfnsun1-ty1-glmS</italic> line.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-14-1474229-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>
<italic>Pfnsun1</italic> is required for parasite development in the intraerythrocytic developmental cycle</title>
<p>To verify the knockdown effect of the <italic>pfnsun1-ty1-glmS</italic> transgenic strain, we performed a Western blot assay. The addition of 5 mM GlcN had no significant impact on the growth of wild-type <italic>P. falciparum</italic> parasites as confirmed by previous studies (<xref ref-type="bibr" rid="B20">Liu et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B31">Shang et&#xa0;al., 2021b</xref>). Thus, we collected the ring, trophozoite and schizont stage samples in the second growth cycle with or without GlcN to extract protein after synchronizing the parasites. The results showed insignificant changes in protein levels at ring and trophozoite stages but a significant decrease at the schizont stage (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). The gray value of protein electrophoresis with GlcN treatment at the schizont stage decreased by approximately 34% compared to the untreated group (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). To investigate the importance of <italic>PfNSUN1</italic> protein in the intraerythrocytic developmental cycle, we performed growth curve experiment. We minimized the growth window of the transgenic parasite line to 5&#xa0;h after rigorous synchronization. When parasites reached the early trophozoite stage, we diluted the parasitemia to 0.1% and continued cultivating for four growth cycles with or without GlcN and counted parasitemia. The results showed that at the fourth cycle, parasitemia of the group without GlcN treatment reached an average of 19.7%, while parasitemia of the group with drug treatment reduced to 12.9%, indicating an approximate 35% decrease in growth efficiency (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>). These results suggest that the <italic>pfnsun1</italic> gene plays an important role in the intraerythrocytic developmental cycle.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>PfNSUN1 protein is required during intraerythrocytic development. <bold>(A)</bold> Western blot of total protein extracts from ring (R), trophozoite (T), and schizont (S) stages from the <italic>pfnsun1-ty1-glmS</italic> strain with or without GlcN. <bold>(B)</bold> Gray value analysis of Western blot experiment. **P&lt; 0.01, &#x2018;ns&#x2019;: not significant (unpaired two-tailed Student&#x2019;s t-test). <bold>(C)</bold> Growth curve assay of the <italic>pfnsun1-ty1-glmS</italic> strain with or without GlcN in the culture (<italic>n</italic> = 3, bars are SD). <bold>(D)</bold> Schematic of transcriptome samples collected. The strain experienced Percoll and sorbitol synchronization and was collected at the third cycle with or without GlcN. <bold>(E)</bold> Scatterplot of all genes in the RNA-seq data. Ten genes with the strongest changes are labeled. <bold>(F)</bold> Histogram displaying the number of up or downregulated DEGs.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-14-1474229-g002.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>
<italic>Pfnsun1</italic> knockdown altered the global transcriptome</title>
<p>To explore the function of PfNSUN1 protein as an epigenetic regulator, we performed strict synchronization and divided the samples into GlcN-added and non-GlcN-added groups. Transcriptome samples were collected in the subsequent growth cycle (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2D</bold>
</xref>). RNA-seq data revealed significant transcriptomic changes following <italic>pfnsun1</italic> knockdown. Specifically, there were only 18, 32, and 114 upregulated genes, but 224, 278, and 556 downregulated DEGs at the ring, trophozoite, and schizont stages, respectively (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>). We highlighted 10 genes with the greatest changes at each stage and found that most of the genes were antigenic variant genes or genes with unknown functions. Notably, <italic>K2</italic> was significantly downregulated at the ring stage, and <italic>hap2</italic>, <italic>resa</italic>, and <italic>resa3</italic> were significantly downregulated at the schizont stage. In light of these findings, PfNSUN1 may be regarded as a positive regulator that facilitates gene expression (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2E, F</bold>
</xref>).</p>
<p>To clarify the genes affected by <italic>pfnsun1</italic> knockdown, we took the intersection of down-regulated differentially expressed genes (DEGs) at ring, trophozoite and schizont stages. This analysis revealed 12 genes with consistently decreased expression across all stages (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). These 12 genes included <italic>sir2a</italic>, <italic>dip13</italic>, <italic>alv7</italic>, and <italic>imc20</italic>. <italic>Sir2a</italic> is an important regulator in <italic>P. falciparum</italic> and is critical for maintaining a stable heterochromatin environment and exclusive expression of antigenic variant genes (<xref ref-type="bibr" rid="B26">Petter et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B24">Mancio-Silva et&#xa0;al., 2013</xref>) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). Given that the schizont stage exhibited the highest number of downregulated DEGs, we selected these genes for GO enrichment analysis. The analysis indicated that these genes impact multiple pathways, including host entry, movement within the host environment, biological process involved in symbiotic interaction, obsolete pathogenesis, actin cytoskeleton organization, protein phosphorylation, peptidyl&#x2212;serine modification, etc. (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>). To ensure comprehensive pathway identification by GO analysis, we also performed KEGG enrichment analysis on these genes and found that these genes were involved in the regulation of amino sugar and nucleotide sugar metabolism, glycerophospholipid metabolism, glycerolipid metabolism, fatty acid biosynthesis, and other pathways (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3D</bold>
</xref>). To ascertain the impact of <italic>PfNSUN1</italic> on parasite growth, we investigated the downregulation of <italic>eba, msp, rap, rh</italic>, and <italic>ron</italic> invasion genes. Our findings revealed that the transcripts of <italic>eba</italic> and <italic>rh</italic> family members exhibited a downregulation of over 4-fold (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3E</bold>
</xref>). It was plausible that <italic>PfNSUN1</italic> influenced the expression of these invasion-related genes. In conclusion, these findings indicate that the reduction in parasitemia may be associated with conserved biological processes, such as invasion and metabolism.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Functional analysis of downregulated DEGs in gene expression regulation. <bold>(A)</bold> Venn diagram showing genes downregulated at R, T, and S stages. <bold>(B)</bold> Heatmap showing the 12 downregulated gene expressing levels of the <italic>pfnsun1-ty1-glmS</italic> strain with or without GlcN across the R, T, and S stages. <bold>(C)</bold> Enriched Gene Ontology (biological processes) terms for the DEGs in the <italic>pfnsun1</italic> knockdown line at the schizont stage. <bold>(D)</bold> Enriched KEGG terms for the DEGs in the <italic>pfnsun1</italic> knockdown line at the schizont stage. <bold>(E)</bold> The log2 fold change (GlcN(+)/GlcN(-)) of down-regulated invasion genes at schizont stage.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-14-1474229-g003.tif"/>
</fig>
</sec>
<sec id="s3_4">
<title>PfNSUN1 binds on 28S ribosomal RNA</title>
<p>
<italic>Pfnsun1</italic> is an RNA methylation factor that influences gene expression by modifying RNA. Therefore, we collected a ring stage sample of the <italic>pfnsun1-ty1-glmS</italic> strain to identify its direct-binding RNAs by RIP-seq experiments. The results showed that RNAs bound by the PfNSUN1 protein were distributed across all 14 chromosomes, as illustrated in the peak diagram (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4A, B</bold>
</xref>). There were 154 target genes confirmed after aligning to the genome (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>). In combination with RNA-seq data, our findings indicated that these genes were predominantly down-regulated, thereby substantiating the hypothesis that <italic>PfNSUN1</italic> exerted a positive regulatory effect on gene expression (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4C</bold>
</xref>). GO enrichment analysis showed that these genes were involved in pathways including cytoadherence to the microvasculature, biological adhesion, response to xenobiotic stimulus, modulation by symbiont of host process, evasion of host immune response, response to host immune response, response to host defenses, response to host, response to external biotic stimulus, and response to defenses of other organisms (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4D</bold>
</xref>). These results showed that PfNSUN1 is related in the response between parasite and host.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Target gene analysis of PfNSUN1 protein-enriched. <bold>(A)</bold> The average profile of RIP/control enrichment at gene coding sequence. <bold>(B)</bold> Heatmap showing RIP/control fold enrichment at gene coding sequence. TSS, translation start site; TES, translation end site. <bold>(C)</bold> Expressing heatmap of target genes obtained from RIP-seq at ring stage. <bold>(D)</bold> Enriched Gene Ontology (biological processes) terms for the target genes obtained from RIP-seq.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-14-1474229-g004.tif"/>
</fig>
<p>To validate target genes on which PfNSUN1 protein has a significant effect, we took intersections of target genes obtained from RIP-seq data with down-regulated DEGs at different stages. The down-regulated DEGs at ring, trophozoite, and schizont stages had 14, 12, and 11 same genes with PfNSUN1 protein target genes, respectively (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5A&#x2013;C</bold>
</xref>). At ring stage, <italic>pfnsun1</italic> mainly regulates <italic>cct</italic>, <italic>eg5</italic>, <italic>irp</italic>, <italic>suv3</italic>, <italic>m712</italic>, <italic>emp3</italic>, <italic>ap2-g5</italic>, <italic>p52</italic>, etc. The functions of <italic>suv3</italic> and <italic>m712</italic> are unknown. PfCCT has a key regulatory function in the second and rate-limiting step of the <italic>de novo</italic> phosphatidylcholine biosynthesis, which is essential for parasite survival (<xref ref-type="bibr" rid="B16">Izrael et&#xa0;al., 2020</xref>). PfEG5 is a molecular motor that cross-links microtubules, similar to other organisms (<xref ref-type="bibr" rid="B7">Cook et&#xa0;al., 2021</xref>). PfIRP regulates parasite environment homeostasis by binding iron response elements (<xref ref-type="bibr" rid="B15">Hodges et&#xa0;al., 2005</xref>). <italic>Pfemp3</italic> encodes erythrocyte membrane protein 3, which appears on the cytoplasmic surface of the host cell membrane in the later stages and is associated with membrane skeleton and cytoadherence (<xref ref-type="bibr" rid="B38">Waterkeyn et&#xa0;al., 2000</xref>). An important factor affected by <italic>pfnsun1</italic> is <italic>pfap2-g5</italic>, which belongs to the largest ApiAP2 transcription factor family in <italic>P. falciparum</italic>. A previous study revealed that <italic>pfap2-g5</italic> is a transcriptional repressor that co-regulates gametocyte development with <italic>pfap2-g</italic> (<xref ref-type="bibr" rid="B17">Kafsack et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B27">Poran et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B29">Shang et&#xa0;al., 2021a</xref>) (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5D, E</bold>
</xref>). Additionally, we found that other ApiAP2 transcription factors showed a decrease in transcript level after <italic>pfnsun1</italic> knockdown, such as <italic>ap2-o</italic>, <italic>PF3D7_0420300</italic>, <italic>PF3D7_1107800</italic>, etc. (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S1</bold>
</xref>). PfP52 is a member of the 6-cysteine family, which can ensure that sporozoites enter hepatocytes (<xref ref-type="bibr" rid="B2">Arredondo and Kappe, 2017</xref>). Target genes such as <italic>xl1</italic> were downregulated at the schizont stage (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5D</bold>
</xref>). PfXL1 is possibly associated with adhesion between parasites and erythrocytes (<xref ref-type="bibr" rid="B34">Spillman et&#xa0;al., 2016</xref>). Noteworthy, <italic>PfNSUN1</italic> knockdown caused some ncRNA down-regulated at trophozoite stage, most of them were 28S rRNA, such as <italic>PF3D7_0112700</italic>, <italic>PF3D7_0532000</italic>, and <italic>PF3D7_0726000</italic> (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5D, E</bold>
</xref>). The results indicated that PfNSUN1 is involved in ribosome biogenesis, which is consistent with human NSUN1 protein (<xref ref-type="bibr" rid="B19">Liao et&#xa0;al., 2022</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>The PfNSUN1 protein modifies the 28S rRNA and <italic>pfap2-g5</italic> transcription factor. <bold>(A&#x2013;C)</bold> Venn diagrams showing the intersections between target genes from RIP-seq data and downregulated genes at the R, T, and S stages. <bold>(D)</bold> Heatmap showing downregulated target gene expressing levels of <italic>pfnsun1-ty1-glmS</italic> strain with or without GlcN at ring, trophozoite, and schizont stages. 28S rRNAs are marked with a red box. <bold>(E)</bold> Track view showing the enrichment signals of the PfNSUN1 protein on 28S rRNA and <italic>pfap2-g5</italic> transcription factor.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-14-1474229-g005.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>The NSUN family is an important m<sup>5</sup>C-modified factor in eukaryotes and plays an important role in gene expression regulation. Recent studies have increasingly focused on this family, particularly concerning human-related tumorigenesis and progression, such as hepatocellular carcinoma and bladder cancer (<xref ref-type="bibr" rid="B3">Awah et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B37">Wang et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B40">Zhang et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B13">Gu et&#xa0;al., 2024</xref>). A recent study demonstrated that NOP2/NSUN1 catalyzes the deposition of m<sup>5</sup>C at position 4447 on 28S rRNA and regulates ribosome biogenesis through noncatalytic complex formation with box C/D snoRNPs (<xref ref-type="bibr" rid="B19">Liao et&#xa0;al., 2022</xref>). In yeast, the NSUN protein homolog, NOP2, has the ability of m<sup>5</sup>C modification on 25S rRNA (<xref ref-type="bibr" rid="B32">Sharma et&#xa0;al., 2013</xref>). In <italic>Plasmodium</italic> spp., four genes (NSUN1&#x2013;4) are predicted to contain the NOP2 functional domain. Currently, the RNA modification map of NSUN2 is the only one that has been characterized. Disrupting the gene encoding NSUN2 in <italic>P. yoelii</italic> results in a complete loss of gametocyte generation, while <italic>P. falciparum</italic> shows very low gametocyte productivity (<xref ref-type="bibr" rid="B21">Liu et&#xa0;al., 2022</xref>). Thus, the NSUN family is indispensable for parasite growth and transmission, contributing to gene regulatory diversity.</p>
<p>In this study, we focus on exploring the role of <italic>pfnsun1</italic> in gene expression regulation. Despite several unsuccessful knockout attempts, we constructed an inducible knockdown system. The knockdown efficacy of this strain reached only about 34%, which was not a perfect knockdown strain, but we already could observe a genome-wide effect brought by <italic>PfNSUN1</italic>. The majority of DEGs exhibited down-regulation, while a subset demonstrated up-regulation. Since <italic>pfnsun1</italic> knockdown altered the expression level of regulatory factors such as <italic>sir2a</italic>, <italic>pfap2-g5</italic>, <italic>pfap2-o</italic>, etc., it is unclear whether <italic>pfnsun1</italic> regulates these genes directly or indirectly. In addition, we obtained 154 target genes directly bound by the PfNSUN1 protein. In other eukaryotes, the NSUN1 protein was identified to modify 28S rRNA and 25S rRNA (<xref ref-type="bibr" rid="B32">Sharma et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B19">Liao et&#xa0;al., 2022</xref>). In this study, PfNSUN1 protein was significantly enriched at several genes encoding 28S rRNA, suggesting it is conserved in regulating ribosome biogenesis. Furthermore, we found that PfNSUN1 protein was highly enriched at the activated <italic>var</italic> gene, indicating a potential association with parasite virulence (<xref ref-type="bibr" rid="B28">Scherf et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B23">Maier et&#xa0;al., 2009</xref>). Transcriptional data show a high transcript abundance of <italic>pfnsun1</italic> at the ring stage, trophozoite stage, gametocyte V and ookinete stage (<xref ref-type="bibr" rid="B22">L&#xf3;pez-Barrag&#xe1;n et al., 2011</xref>) (<xref ref-type="supplementary-material" rid="SF2">
<bold>Supplementary Figure S2</bold>
</xref>). Thus, PfNSUN1 protein may be involved in other critical life processes, such as gametocyte production, by regulating m<sup>5</sup>C modification of <italic>pfap2-g5</italic>, though this speculation requires further verification.</p>
<p>In summary, our data reveal that PfNSUN1 protein is required during IDC in <italic>P. falciparum</italic>, playing a significant role in regulating ribosome biogenesis and gene expression. These findings provide new insights into malaria control and potential drug discovery.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The high-throughput sequencing data of this study have been deposited in Gene Expression Omnibus (GEO) database under accession number GSE254642 and GSE254643/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>.</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The manuscript presents research on animals that do not require ethical approval for their study.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>RT: Formal analysis, Investigation, Methodology, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. YF: Conceptualization, Funding acquisition, Investigation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. BL: Writing &#x2013; review &amp; editing, Investigation, Methodology, Validation. QJ: Methodology, Resources, Writing &#x2013; review &amp; editing. XC: Methodology, Investigation, Validation, Writing &#x2013; review &amp; editing. ZZ: Conceptualization, Formal analysis, Writing &#x2013; review &amp; editing. LS: Writing &#x2013; review &amp; editing, Funding acquisition. XS: Conceptualization, Data curation, Funding acquisition, Software, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This study was supported by the National Natural Science Foundation of China (#32200450 and #82202550), Natural Science Foundation of Hunan Province, China (Grant no. 2023JJ40798) and Shanghai Municipal health Commission of Research Project (Grant no. 202240012).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We thank the staff at Zhang Qingfeng&#x2019;s group at Tongji University who helped with experiments in this research.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>Author QJ is employed by Hunan Xingchen Biotechnology Company.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fcimb.2024.1474229/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcimb.2024.1474229/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Image1.tif" id="SF1" mimetype="image/tiff">
<label>Supplementary Figure&#xa0;1</label>
<caption>
<p>Heatmap of transcription levels of ApiAP2 transcription factor family with or without GlcN.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image2.tif" id="SF2" mimetype="image/tiff">
<label>Supplementary Figure&#xa0;2</label>
<caption>
<p>Dynamic changes of <italic>pfnsun1</italic> transcript abundance (TPM) during the whole life history (<xref ref-type="bibr" rid="B22">L&#xf3;pez-Barrag&#xe1;n et al., 2011</xref>).</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table1.xlsx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table2.xlsx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
</sec>
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