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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
<issn pub-type="epub">1664-462X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2024.1383986</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Plant Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Exploring the putative microRNAs cross-kingdom transfer in <italic>Solanum lycopersicum-Meloidogyne incognita</italic> interactions</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Leonetti</surname>
<given-names>Paola</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/350914"/>
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<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Dallera</surname>
<given-names>Debora</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1950210"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>De Marchi</surname>
<given-names>Davide</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Candito</surname>
<given-names>Pamela</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Pasotti</surname>
<given-names>Lorenzo</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Macovei</surname>
<given-names>Anca</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Institute for Sustainable Plant Protection of the National Research Council, Unit of Bari</institution>, <addr-line>Bari</addr-line>, <country>Italy</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Laboratory of Bioinformatics, Mathematical Modelling, and Synthetic Biology, Department of Electrical, Computer and Biomedical Engineering - Centre for Health Technology, University of Pavia</institution>, <addr-line>Pavia</addr-line>, <country>Italy</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Plant Biotechnology Laboratory, Department of Biology and Biotechnology &#x201c;L. Spallanzani&#x201d;, University of Pavia</institution>, <addr-line>Pavia</addr-line>, <country>Italy</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Andressa Machado, Agronema, Brazil</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Raghavendra Aminedi, Indian Council of Agricultural Research (ICAR), India</p>
<p>Abdelfattah A. Dababat, International Maize and Wheat Improvement Center, Mexico</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Paola Leonetti, <email xlink:href="mailto:paola.leonetti@cnr.it">paola.leonetti@cnr.it</email>; Lorenzo Pasotti, <email xlink:href="mailto:lorenzo.pasotti@unipv.it">lorenzo.pasotti@unipv.it</email>; Anca Macovei, <email xlink:href="mailto:anca.macovei@unipv.it">anca.macovei@unipv.it</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>05</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1383986</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>02</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>04</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Leonetti, Dallera, De Marchi, Candito, Pasotti and Macovei</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Leonetti, Dallera, De Marchi, Candito, Pasotti and Macovei</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>Plant-pathogen interaction is an inexhaustible source of information on how to sustainably control diseases that negatively affect agricultural production. <italic>Meloidogyne incognita</italic> is a root-knot nematode (RKN), representing a pest for many crops, including tomato (<italic>Solanum lycopersicum</italic>). RKNs are a global threat to agriculture, especially under climate change, and RNA technologies offer a potential alternative to chemical nematicides. While endogenous microRNAs have been identified in both <italic>S. lycopersicum</italic> and <italic>M. incognita</italic>, and their roles have been related to the regulation of developmental changes, no study has investigated the miRNAs cross-kingdom transfer during this interaction.</p>
</sec>
<sec>
<title>Methods</title>
<p>Here, we propose a bioinformatics pipeline to highlight potential miRNA-dependent cross-kingdom interactions between tomato and <italic>M. incognita</italic>.</p>
</sec>
<sec>
<title>Results</title>
<p>The obtained data show that nematode miRNAs putatively targeting tomato genes are mostly related to detrimental effects on plant development and defense. Similarly, tomato miRNAs putatively targeting <italic>M. incognita</italic> biological processes have negative effects on digestion, mobility, and reproduction. To experimentally test this hypothesis, an <italic>in vitro</italic> feeding assay was carried out using sly-miRNAs selected from the bioinformatics approach. The results show that two tomato miRNAs (sly-miRNA156a, sly-miR169f) soaked by juvenile larvae (J2s) affected their ability to infect plant roots and form galls. This was also coupled with a significant downregulation of predicted target genes (<italic>Minc11367, Minc00111</italic>), as revealed by a qRT-PCR analysis.</p>
</sec>
<sec>
<title>Discussions</title>
<p>Therefore, the current study expands the knowledge related to the cross-kingdom miRNAs involvement in host-parasite interactions and could pave the way for the application of exogenous plant miRNAs as tools to control nematode infection.</p>
</sec>
</abstract>
<kwd-group>
<kwd>bioinformatics pipeline</kwd>
<kwd>miRNAs</kwd>
<kwd>cross-species target prediction</kwd>
<kwd>plant-pathogen interaction</kwd>
<kwd>tomato</kwd>
<kwd>root-knot nematode</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="105"/>
<page-count count="9"/>
<word-count count="7375"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Plant Pathogen Interactions</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Root-knot nematodes (RKNs) are pathogens that attack many economically important crops, negatively impacting crop yield, quality, and subsequently food security (<xref ref-type="bibr" rid="B42">Kaloshian and Teixeira, 2019</xref>). Damage caused by RKNs has been estimated to range between 80 - 157 billion $US per year, although this evaluation may be largely underestimated (<xref ref-type="bibr" rid="B67">Palomares-Rius et&#xa0;al., 2021</xref>). Among the RKNs, members of the <italic>Meloidogyne</italic> genus are the most widespread and have a broad range of hosts. These parasites can penetrate host roots and induce the formation of specialized feeding structures (root galls), which supply the resources required for nematode development. The formation of root galls is highly damaging because they affect the plants&#x2019; ability to uptake water and nutrients (<xref ref-type="bibr" rid="B81">Singh et&#xa0;al., 2015</xref>). Tomato (<italic>Solanum lycopersicum</italic> L.), one of the most important and extensively grown horticultural crops in the Mediterranean region (<xref ref-type="bibr" rid="B27">EUROSTAT, 2021</xref>), is the preferential host for many <italic>Meloidogyne</italic> species. Yield losses due to <italic>M. incognita</italic> RKNs can range between 25-100% (<xref ref-type="bibr" rid="B76">Seid et&#xa0;al., 2015</xref>). Control methods generally include the use of chemical fumigants or nematicides, but since the ban of chemicals with a broad action on non-target organisms, emerging RKN populations continue to bypass plant host defenses. Therefore, alternative approaches (e.g., eco-friendly fumigants, bio-control agents) that can stimulate plant defense mechanisms, are needed to control their spread (<xref ref-type="bibr" rid="B50">Leonetti and Molinari, 2020</xref>). Currently, much focus is given to the use of RNA interference (RNAi) as an eco-friendly strategy (<xref ref-type="bibr" rid="B5">Banerjee et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B4">Banakar et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B40">Iqbal et&#xa0;al., 2020</xref>), as demonstrated for fungal small RNAs that suppress plant immunity by hijacking host RNAi pathways (<xref ref-type="bibr" rid="B92">Weiberg et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B38">Hua et&#xa0;al., 2018</xref>). Examples of cross-kingdom RNAi during plant-pathogen interactions are also available. For instance, the <italic>Botrytis cinerea</italic> sRNA produced by Dicer-like (DCL) proteins can target and silence <italic>DCL</italic> genes in Arabidopsis with subsequent effects on fungal pathogenicity and growth (<xref ref-type="bibr" rid="B91">Wang et&#xa0;al., 2016</xref>). Other examples include the transfer of ds-siRNA and miRNAs from plants to Coleoptera species, with consequences on gene transcription and insect growth (<xref ref-type="bibr" rid="B100">Zhang L. L. et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B45">Kleaveland, 2023</xref>). Additionally, miRNAs are being investigated as important regulatory actors in the plant-nematode interaction (<xref ref-type="bibr" rid="B41">Jaubert-Possamai et&#xa0;al., 2019</xref>), supporting the development of novel tools to advance modern agriculture.</p>
<p>As small, evolutionary conserved, and generally non-coding RNA molecules, microRNAs finely regulate gene expression being involved in developmental and stress responses. In plants, miRNAs achieve their function through perfect or near-perfect complementarity to target mRNAs, while in animals three types of miRNA-target interactions are recognized: (1) partial binding, mainly to the seed region; (2) complete or near-complete binding that enables AGO-mediated endonucleolytic cleavage of the target; and (3) extended/bulged binding to the seed region which specifies target-directed miRNA degradation (<xref ref-type="bibr" rid="B45">Kleaveland, 2023</xref>). When addressing host-parasite interactions, the involvement of miRNAs and long non-coding RNAs in the relation between <italic>S. lycopersicum</italic> and <italic>M. incognita</italic>, has been investigated (<xref ref-type="bibr" rid="B43">Kaur et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B97">Yang et&#xa0;al., 2020</xref>, <xref ref-type="bibr" rid="B95">2022</xref>). While <xref ref-type="bibr" rid="B103">Zhang Y. et&#xa0;al. (2016)</xref> focused mainly on the high-throughput identification and annotation of miRNAs in <italic>M. incognita</italic>, <xref ref-type="bibr" rid="B43">Kaur et&#xa0;al. (2017)</xref> directed their attention to the identification of tomato miRNAs in susceptible plants during nematode infection. However, no study has investigated the miRNAs cross-species potential during this interaction. Several works have studied miRNAs transfer to other organisms along with possible regulatory functions (<xref ref-type="bibr" rid="B48">LaMonte et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B99">Zhang et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B19">Cheng et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B105">Zhu et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B2">Avsar et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B14">Cai et&#xa0;al., 2021</xref>), making it reasonable to hypothesize that this exchange may be well-represented during plant-parasite interactions, and that this can be exploited as an alternative tool to sustainably fight pathogens (<xref ref-type="bibr" rid="B32">Gualtieri et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B72">Rabuma et&#xa0;al., 2022</xref>). So far, the miRNA cross-kingdom transfer ability has been demonstrated in several plant-pathogen interactions, like <italic>Gossypium hirsutum</italic>&#x2013;<italic>Verticillum dahliae</italic> (<xref ref-type="bibr" rid="B101">Zhang H. et&#xa0;al., 2016</xref>), <italic>Triticum aestivum</italic>&#x2013;<italic>Puccinia striiformis</italic> (<xref ref-type="bibr" rid="B90">Wang et&#xa0;al., 2017</xref>), and <italic>Arabidopsis thaliana</italic>&#x2013;<italic>Plutella xylostella</italic> (<xref ref-type="bibr" rid="B102">Zhang L. L. et al., 2019</xref>).</p>
<p>In the current study, we propose a bioinformatics pipeline to investigate the putative effects of cross-species miRNAs transfer during the interaction between <italic>S. lycopersicum</italic> - <italic>M. incognita</italic>. Specific miRNAs and transcripts from the two species have been retrieved from public databases and used to predict candidate targets in a cross-kingdom manner, based on different miRNA-mRNA hybridization rules. Biological processes of Gene Ontology significantly affected by the target genes were identified and examples of bidirectional cross-targeting predictive miRNAs, with potentially interesting applications to fight disease development, are provided. Additionally, three tomato miRNAs (sly-miRNA 156a, sly-miRNA166b, sly-miRNA169f) were selected for <italic>in vitro</italic> validation studies on juvenile <italic>M. incognita</italic> larvae (J2s) infecting the roots of susceptible tomato plants.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<p>The bioinformatics workflow adopted in this work includes the following steps: (1) miRNA and transcript sequence collection from public data, (2) cross-kingdom miRNA target prediction by two different procedures, and (3) analysis of target genes and enriched biological processes resulting from the predicted miRNA-target pairs. Subsequently, experimental methods for the <italic>in vitro</italic> evaluation of the effect of selected <italic>S. lycopersicum</italic> miRNAs on <italic>M. incognita</italic> larvae are provided.</p>
<sec id="s2_1">
<label>2.1</label>
<title>Datasets</title>
<p>A collection of <italic>S. lycopersicum</italic> miRNAs (sly-miRNAs) was obtained by merging the entries found in public databases and literature. The miRbase repository (<xref ref-type="bibr" rid="B46">Kozomara et&#xa0;al., 2019</xref>) included 147 sly-miRNAs, of which 137 were unique. The sly-miRNA list reported by <xref ref-type="bibr" rid="B43">Kaur et&#xa0;al. (2017)</xref> was added, including 136 sequences (56 miRNAs classified as conserved or variants, and 60 as novel miRNAs), which account for 70 unique miRNAs after duplicate removal. Thus, a total of 207 sly-miRNAs (obtained from the two merged lists), with 185 unique sequences, represent the final collection used for tomato miRNAs. The <italic>S. lycopersicum</italic> transcript dataset (ITAG 2.4.v) was retrieved from psRNATarget (<xref ref-type="bibr" rid="B23">Dai et&#xa0;al., 2018</xref>) and included 34,725 transcripts, covering a large part of the tomato annotated genome (37,872 genes) available on NCBI.</p>
<p>Since <italic>M. incognita</italic> miRNAs (min-miRNAs) are not included in public databases, only literature works were used to define this collection. The list of <xref ref-type="bibr" rid="B103">Zhang Y. et&#xa0;al. (2016)</xref> included 144 min-miRNAs (38 classified as conserved and 106 as novel miRNAs), which accounts for 63 unique miRNAs after duplicate removal. The list of <xref ref-type="bibr" rid="B88">Wang et&#xa0;al. (2015)</xref> included 102 min-miRNAs, corresponding to 70 unique sequences, of which about 40% is composed of conserved miRNAs. From the 133 min-miRNAs obtained by merging the two lists, 126 were unique and represented the final collection of RKN miRNAs. The <italic>M. incognita</italic> transcript and CDS datasets were retrieved from the V2 genome assembly (<xref ref-type="bibr" rid="B10">Blanc-Mathieu et&#xa0;al., 2017</xref>), available at the INRAE <italic>Meloidogyne</italic> Genomic Resources website (<ext-link ext-link-type="uri" xlink:href="https://meloidogyne.inrae.fr">https://<italic>meloidogyne</italic>.inrae.fr</ext-link>), which includes 43,718 transcript and CDS sequences. The <italic>M. incognita</italic> 3&#x2019;UTRome was obtained by processing the transcripts and CDS lists above with a custom Python (v3.8) script, resulting in 20,201 sequences because not all the full transcripts have an annotated 3&#x2019;UTR.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>miRNA target prediction</title>
<p>The cross-kingdom search of miRNA targets in <italic>S. lycopersicum</italic> and <italic>M. incognita</italic> transcriptome was performed using the psRNATarget (<ext-link ext-link-type="uri" xlink:href="https://www.zhaolab.org/psRNATarget/">https://www.zhaolab.org/psRNATarget/</ext-link>) and RNAhybrid (<ext-link ext-link-type="uri" xlink:href="https://bibiserv.cebitec.uni-bielefeld.de/rnahybrid/">https://bibiserv.cebitec.uni-bielefeld.de/rnahybrid/</ext-link>) tools, respectively, previously proposed for miRNA target prediction in plants (<xref ref-type="bibr" rid="B23">Dai et&#xa0;al., 2018</xref>) and animals (<xref ref-type="bibr" rid="B47">Kruger and Rehmsmeier, 2006</xref>). The collections of <italic>M. incognita</italic> and <italic>S. lycopersicum</italic> miRNAs were used as input for both tools, together with the transcriptome of the target organism (tomato and nematode, respectively). The two tools have been validated on intra-kingdom miRNA-target data in their original publications. However, it is worth mentioning that no large-scale validation is available for cross-kingdom predictions because of the very low number of validated miRNA-target pairs. Even though no gold standard tool or set of rules has been defined for cross-kingdom miRNA interactions, we assumed that such regulations follow the rules of the host organism, as it was assumed in other works (<xref ref-type="bibr" rid="B80">Shu et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B20">Chin et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B101">Zhang H. et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B36">Hou et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B104">Zhao et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B8">Bellato et&#xa0;al., 2019</xref>), thus motivating the use of plant- and animal-specific prediction tools. Consistent with previous in silico and <italic>in vivo</italic> studies (<xref ref-type="bibr" rid="B55">Liu et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B53">Li Z. et al., 2018</xref>; <xref ref-type="bibr" rid="B57">Lukasik et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B59">Mal et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B87">Wang et&#xa0;al., 2018</xref>), instead of restricting the search to the 3&#x2019;UTRome, reported to be the preferential target of endogenous miRNA regulation in animals (<xref ref-type="bibr" rid="B6">Bartel, 2004</xref>), the full transcript sequences were used to search for targets in the RKN transcriptome. For the reasons above, the miRNA-target pairs found by the two tools represent putative regulations that may occur in nature, even though other herein neglected biological factors could play important roles.</p>
<p>RNAhybrid and psRNATarget were both run by setting a maximum of 50 targets per miRNA as previously done (<xref ref-type="bibr" rid="B101">Zhang H. et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B8">Bellato et&#xa0;al., 2019</xref>), to obtain a balanced set of miRNA-target pairs to be analyzed downstream. RNAhybrid was run using a Minimum Free Energy (MFE) threshold of -25 kcal/mol, corresponding to the upper bound of many experimentally found miRNA-target pairs (<xref ref-type="bibr" rid="B101">Zhang H. et&#xa0;al., 2016</xref>). Putative targets were ranked based on their MFE value (lowest to highest) for further selection of a subset of these genes, as required in the downstream steps (see 2.3). psRNATarget was run with an Expectation value of 3, corresponding to a slightly relaxed threshold in terms of prediction results stringency, as reported by <xref ref-type="bibr" rid="B22">Dai and Zhao (2011)</xref>. Default values were used for the other psRNATarget parameters, as previously done in other studies (<xref ref-type="bibr" rid="B8">Bellato et&#xa0;al., 2019</xref>): Penalty for G:U pair = 0.5, Penalty for other mismatches = 1, Extra weight in seed region = 1.5, Seed region = 2-13 nucleotides, Mismatches allowed in seed region = 0, HSP size = 19.</p>
<p>In addition to the procedure described above (indicated as <italic>cross-kingdom hybridization</italic>), we followed a second search method that does not assume any hybridization rule in cross-kingdom interaction. This alternative method (indicated as <italic>seed region-based search</italic>) was carried out to find sly-miRNA targets in <italic>M. incognita</italic> transcriptome and included the following steps: (1) intra-kingdom hybridization (i.e., min-miRNAs <italic>vs</italic>. RKN transcriptome via RNA hybrid); (2) selection of all the sly-miRNAs that share a seed region (nucleotides 2-7 of the miRNA) with the collection of min-miRNAs; (3) association of the selected sly-miRNAs to the targets of the min-miRNAs with the same seed region. Location (CDS or UTRs) of the predicted miRNA binding and sequence similarity outside the seed region were also recorded to support further selection steps.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Biological process analysis</title>
<p>Statistically over-represented Gene Ontology (GO) terms in the Biological Process (BP) category were computed via enrichment analysis using the predicted miRNA targets obtained above. Duplicate genes in the target list were removed before analysis. The ClueGO application (v2.5.6) (<xref ref-type="bibr" rid="B9">Bindea et&#xa0;al., 2009</xref>) of Cytoscape (v3.7.3) (<xref ref-type="bibr" rid="B77">Shannon et&#xa0;al., 2003</xref>) was used as a GO analysis tool. A right-sided hypergeometric test with the Benjamini-Hochberg correction for multiple hypothesis testing and a P-value cutoff of 0.05 was used.</p>
<p>For <italic>M. incognita</italic> enrichment analysis, an <italic>ad hoc</italic> construction of the GO library was necessary for ClueGO analyses, as this organism was not previously included in this tool. To this aim, the GO biological processes list reported by <xref ref-type="bibr" rid="B83">Somvanshi et&#xa0;al. (2018)</xref> was used as a source, converted into a ClueGO-compatible format using a custom Python script, and integrated into ClueGO. In total, 5,508 and 6,098 unique GO terms in the BP category were present for <italic>S. lycopersicum</italic> and <italic>M. incognita</italic>, respectively. The BPs presented in this work after enrichment analysis refer to the most relevant term of the functionally grouped term networks provided by ClueGO. The number of input genes in enrichment analysis was set to obtain a comparable number of relevant terms between plant and RKN.</p>
<p>To further analyze the obtained biological processes, individual genes in the miRNA target list associated with the process were considered, and their function was searched in the literature. For <italic>S. lycopersicum</italic>, gene information was retrieved from the ITAG 2.4 annotations available in Phytozome v.12 (DOE JGI, <ext-link ext-link-type="uri" xlink:href="https://jgi.doe.gov/more-intuitive-phytozome-interface/">https://jgi.doe.gov/more-intuitive-phytozome-interface/</ext-link>). For <italic>M. incognita</italic>, orthologous genes from other nematodes (mainly <italic>C. elegans</italic>) were obtained using WormBase ParaSite (<ext-link ext-link-type="uri" xlink:href="https://parasite.wormbase.org/index.html">https://parasite.wormbase.org/index.html</ext-link>) (<xref ref-type="bibr" rid="B37">Howe et&#xa0;al., 2017</xref>). This approach was considered because specific information on RKN genes is not directly available in public online resources. Finally, a subset of BP terms from <xref ref-type="bibr" rid="B83">Somvanshi et&#xa0;al. (2018)</xref> related to nematode development was selected and used to filter the sly-miRNA targets in the RKN transcriptome.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>
<italic>In vitro</italic> interaction assays of sly-miRNAs soaked by <italic>M. incognita</italic> juvenile larvae</title>
<p>For the <italic>in vitro</italic> interaction assay, sly-miR166b, sly-miR169f, and sly-miR156a were selected taking into account the bioinformatics data obtained from the cross-kingdom hybridization and the seed region-based search approach. These microRNAs were obtained from Invitrogen&#x2122; Custom Primer Service (BMR Genomics, Padova, Italy) and the relative sequences are given: sly-miR166b (5&#x2019;-UCGGACCAGGCUUCAUUCCCC-3&#x2019;, STAR strand GGAAUGUUGUCUGGCUCGAGG), sly-miR156a (5&#x2019;-UUGACAGAAGAUAGAGAGCAC-3&#x2019;, STAR strand GCUCUCUAUGCUUCUGUCAU) sly-miR169f (5&#x2019;-UAGGCGUUGUCUGAGGCUAAC-3&#x2019;, STAR strand AUCCGUUACUGAGGAACCGAUAG).</p>
<p>Susceptible tomato seedlings (Roma cv.) and axenic cultures of phytoparasitic nematodes were prepared as described by <xref ref-type="bibr" rid="B64">Molinari and Miacola (1997)</xref>. Freshly hatched <italic>M. incognita</italic> J2s (infective second-stage juveniles) larvae were used for soaking experiments, following a modified protocol (<xref ref-type="bibr" rid="B25">Danchin et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B86">Tan et&#xa0;al., 2013</xref>). About 8,000 J2s were soaked for 24 hours in a 40&#xb5;l final volume of mineral water containing different solutions: (1) a siRNA designed to have no similarity in the <italic>M. incognita</italic> genome (<xref ref-type="bibr" rid="B24">Dalzell et&#xa0;al., 2010</xref>) defined as negative control solution (C-J2); and (2) three different solutions of 0.05 mg/ml sly-miRNAs corresponding to each tested tomato miRNA. J2s from each soaking experiment were washed twice with water by centrifugation at 10,000 g for 3 min, and re-suspended in 100 &#xb5;l of water. Subsequently, the miRNA-soaked J2s were observed using a Leica M125 stereomicroscope (Leica Microsystem S.r.l, Buccinasco, Milano, Italy) to confirm their vitality and split in two Eppendorf tubes: one used for infection assay and another used for RNA extraction (frozen at -80&#xb0;C).</p>
<p>For the interaction assay, the sly-miRNAs soaked J2 larvae (approx. 50 J2s/root apex) were loaded in wells placed on agar plates at 0.1 mm from the tomato root. Each plate contained three susceptible tomato seedlings, growth in axenic conditions. The infection was observed for six weeks, during which the penetration in the roots was evaluated in terms of gradual enlargements of the root tip caused by rapid cell division and proliferation. The giant cell induction and galls formation was monitored using a modified LEICA Software image analysis (unpublished), and the following scoring system was used: &#x201c;+&#x201d; ranging between 0-30%, &#x201c;++&#x201d; ranging between 31-60%, and &#x201c;+++&#x201d; ranging between 61-90% (<xref ref-type="bibr" rid="B61">Melillo et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B13">Cabrera et&#xa0;al., 2015</xref>). The parameters referring to both root enlargements and formation of galls (91-100%), were counted and scored as the number of symptoms normalized to the number of roots in which the phenomena were observed. All experiments were conducted in triplicates coming from two independent trials.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>RNA extraction and qRT-PCR analysis</title>
<p>RNA was extracted using the TRIzol Reagent (Invitrogen, CA, USA) method, as indicated by the manufacturer. For this, 500 J2s soaked for 24 h in the control solution (C-J2) or the respective sly-miRNAs (miR156a-J2, miR169f-J2) solutions, were used. For the reverse transcription, 1 &#x3bc;g of total RNA was used along with the QuantiTect Reverse Transcription Kit (QIAGEN S.r.l, Milano) following the manufacturer&#x2019;s instructions.</p>
<p>The qRT-PCR reactions were carried out using the StepOnePlus (Applied Biosystems, Life Technologies, Zurich, Switzerland) system and assembled in a reaction with 1.5 &#x3bc;l cDNA, 10 &#x3bc;l SYBR<sup>&#xae;</sup> Select Master Mix (Applied Biosystem, Life Technologies, Zurich, Switzerland), 0.2 &#x3bc;l each of 100 &#x3bc;M of forward and reverse primers, and RNAse free water to 20 &#x3bc;l (total volume). Thermocycling was carried out with one cycle at 95&#xb0;C for 5 min, followed by 40 cycles of 95&#xb0;C for 45 s and 58&#xb0;C for 1 min and 72&#xb0;C for 45 s. The dissociation curve of the final products was checked to ascertain the presence of a single amplification product. The relative quantification was carried out using the 18S ribosomal RNA gene (NCBI accession HE667742.1, WormBase accession Minc3s09153g42974) as a reference gene. The <italic>Minc11367</italic> (WormBase Accession Minc3s00025g01614) gene, was selected and tested as a putative target for sly-miR156a, while <italic>Minc00111</italic> (WormBase Accession Minc3s00001g00015) was selected as a putative target of sly-miR169f. Oligonucleotide sequences to amplify the genes of interest were designed with Primer3Plus (<ext-link ext-link-type="uri" xlink:href="https://primer3plus.com">https://primer3plus.com</ext-link>) and further validated through the online software Oligo Analyzer (<ext-link ext-link-type="uri" xlink:href="https://eu.idtdna.com/calc/analyzer">https://eu.idtdna.com/calc/analyzer</ext-link>). All the oligonucleotide sequences are provided in <xref ref-type="supplementary-material" rid="ST1">
<bold>Supplementary Table&#xa0;1</bold>
</xref>. The &#x394;&#x394;Ct method was used to quantify gene expression. The reactions were performed in triplicate samples of each cDNA and using two independent replicates.</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Statistical analysis</title>
<p>Results of experimental data are shown as mean &#xb1; standard deviation (SD) obtained from two independent experiments each with three replicates. Statistical analyses were conducted using the two-way analysis of variance (ANOVA), along with the heteroscedastic Student&#x2019;s <italic>t</italic>-test (where *, <italic>P</italic> &#x2264; 0.05; **, <italic>P</italic> &#x2264; 0.01), available within the Microsoft Excel package.</p>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>Results and discussion</title>
<sec id="s3_1">
<label>3.1</label>
<title>Overview of the bioinformatics pipeline</title>
<p>In this work, a bidirectional bioinformatics workflow was carried out to predict miRNAs cross-kingdom potential in the host-parasite interaction between tomato and RKNs. These predictions are based on sequence complementarity between miRNAs and cross-species targets, as well as sequence similarity between tomato and nematode miRNAs. A total of 523 miRNA-target pairs were found in the cross-kingdom hybridization between <italic>S. lycopersicum</italic> transcripts and min-miRNAs, corresponding to 469 unique genes and 105 unique min-miRNAs (<xref ref-type="supplementary-material" rid="ST1">
<bold>Supplementary Dataset 1</bold>
</xref>). The majority of genes were targeted by a single miRNA, but putative targeting by two miRNAs occurred as well (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). All the target genes were adopted for subsequent enrichment analysis that yielded 43 biological processes (BPs), divided into 10 functional groups, as described below in Section 3.2. Conversely, 8,926 transcripts corresponding to 6,428 unique genes were found in <italic>M. incognita</italic> by cross-kingdom hybridization with the sly-miRNAs (<xref ref-type="supplementary-material" rid="ST2">
<bold>Supplementary Dataset 2</bold>
</xref>). Each gene was putatively targeted by one or more miRNAs (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). Based on the MFE of the targets, the 290 top-ranked genes were used for the enrichment analysis that resulted in 86 BPs in the 10 functional groups, described further in Section 3.3.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Count of the <italic>S. lycopersicum</italic> <bold>(A)</bold> and <italic>M. incognita</italic> <bold>(B)</bold> miRNA targets in the cross-kingdom hybridization bioinformatic pipeline run on the two species. Bars represent the number of genes that are putatively targeted by one or more miRNA.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1383986-g001.tif"/>
</fig>
<p>The seed region-based search resulted in the identification of 7 sly-miRNAs having homologies with 9 min-miRNAs; using these sly-miRNAs, a total of 450 putative target genes were identified in <italic>M. incognita</italic> (<xref ref-type="supplementary-material" rid="ST3">
<bold>Supplementary Dataset 3</bold>
</xref>).</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>
<italic>M. incognita</italic> miRNAs predicted to target tomato genes may inhibit plant development</title>
<p>To analyze the obtained datasets, we first looked at the potential effects that min-miRNAs would have on the development of tomato plants providing discussions based on the function of putatively targeted genes. The biological processes found to be enriched among the putative cross-species targets of RKN miRNAs against <italic>S. lycopersicum</italic> transcripts are reported in <xref ref-type="supplementary-material" rid="ST4">
<bold>Supplementary Dataset 4</bold>
</xref> and graphically represented in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>. These processes clustered in several major GO terms and the most abundant networks included brassinosteroid-mediated signaling pathway, response to herbivores, and positive regulation of protein catabolic process. Other processes like inositol-lipid mediated signaling, co-translational protein targeting to membrane, non-recombinant repair, rRNA methyl transferase, and cellular response to starvation, were less abundant. Considering the min-miRNAs putatively targeting genes in the tomato dataset, the enriched terms list includes 26 miRNAs and 46 unique targets, with the most interesting ones being summarized in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. Within the brassinosteroid-mediated signaling pathway, different phosphatases, phosphodiesterase, and proteases were predicted to be targeted by NOVEL-18-1, min_miRNA6, and min_miRNA98. Many protease gene families are well-known to be involved in plant immune responses (<xref ref-type="bibr" rid="B3">Balakireva and Zamyatnin, 2018</xref>). For instance, aspartyl proteases are specifically linked to systemic acquired resistance (SAR) induced in response to local infections (<xref ref-type="bibr" rid="B12">Breitenbach et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B65">Molinari et al., 2014</xref>; <xref ref-type="bibr" rid="B66">Molinari and Leonetti, 2019</xref>). Other miRNAs, like NOVEL-8, miR-50, and min_miRNA29, are predicted to target genes playing important roles in the response to herbivores. The S-receptor kinase-like genes, aside from being involved in stress responses and host-pathogen defense, have also important functions in cell signaling and development (<xref ref-type="bibr" rid="B85">Takasaki et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B7">Becraft, 2002</xref>; <xref ref-type="bibr" rid="B70">Pastuglia et&#xa0;al., 2002</xref>). Similarly, genes involved in the cuticle and cell wall development and composition (e.g., sterols, mannans) represent important defense lines against many types of pathogens (<xref ref-type="bibr" rid="B89">Wang et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B44">Kazan and Gardiner, 2017</xref>). Other min-miRNAs (min_miRNA206, NOVEL-18-1) were predicted to target different E3 ubiquitin-protein ligases in tomatoes; these proteins play important roles in the regulation of cell homeostasis and thus they are key regulators of plant growth and stress responses (<xref ref-type="bibr" rid="B56">Liu et&#xa0;al., 2021</xref>). Importantly, they are involved in the regulation of plant innate immunity (<xref ref-type="bibr" rid="B26">Duplan and Rivas, 2014</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Biological processes and functional network clusters resulting from enrichment analysis carried out using the <italic>M. incognita</italic> miRNA putatively targeting <italic>S. lycopersicum</italic> mRNAs. The most relevant terms of the functional groups are highlighted.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1383986-g002.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>List of representative <italic>M. incognita</italic> miRNAs putatively targeting genes in <italic>S. lycopersicum</italic>, based on bioinformatics cross-kingdom predictions.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">GO_ID</th>
<th valign="top" align="left">GO Term</th>
<th valign="top" align="left">
<italic>M. incognita</italic> miRNA</th>
<th valign="top" align="left">
<italic>S. lycopersicum</italic> Gene Accession</th>
<th valign="top" align="left">Gene Name</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="3" align="left">
<bold>GO:0009742</bold>
</td>
<td valign="top" rowspan="3" align="left">Brassinosteroid mediated signaling pathway</td>
<td valign="top" align="left">NOVEL-18-1</td>
<td valign="top" align="left">Solyc06g073960</td>
<td valign="top" align="left">Calcineurin-like phosphoesterase domain, apaH type</td>
</tr>
<tr>
<td valign="top" align="left">min_miRNA6</td>
<td valign="top" align="left">Solyc06g074000</td>
<td valign="top" align="left">Aspartyl protease</td>
</tr>
<tr>
<td valign="top" align="left">min_miRNA98</td>
<td valign="top" align="left">Solyc09g074320</td>
<td valign="top" align="left">Serine/threonine-protein phosphatase BSL1-related</td>
</tr>
<tr>
<td valign="top" rowspan="3" align="left">
<bold>GO:0080027</bold>
</td>
<td valign="top" rowspan="3" align="left">Response to herbivore</td>
<td valign="top" align="left">NOVEL-8</td>
<td valign="top" align="left">Solyc09g008790</td>
<td valign="top" align="left">serine/threonine-protein kinase SRPK3</td>
</tr>
<tr>
<td valign="top" align="left">miR-50, miR-50_1</td>
<td valign="top" align="left">Solyc09g009010</td>
<td valign="top" align="left">Glucomannan 4-beta-mannosyltransferase</td>
</tr>
<tr>
<td valign="top" align="left">min_miRNA29</td>
<td valign="top" align="left">Solyc09g009040</td>
<td valign="top" align="left">Delta(14)-sterol reductase/Sterol C14-reductase</td>
</tr>
<tr>
<td valign="top" rowspan="3" align="left">
<bold>GO:0045732</bold>
</td>
<td valign="top" rowspan="3" align="left">Positive regulation of protein catabolic process</td>
<td valign="top" align="left">NOVEL-22-1</td>
<td valign="top" align="left">Solyc02g069230</td>
<td valign="top" align="left">RBR family ring finger and IBR domain-containing</td>
</tr>
<tr>
<td valign="top" align="left">min_miRNA206</td>
<td valign="top" align="left">Solyc06g073340</td>
<td valign="top" align="left">E3 ubiquitin-protein ligase ARI10-related</td>
</tr>
<tr>
<td valign="top" align="left">NOVEL-18-1</td>
<td valign="top" align="left">Solyc08g005150</td>
<td valign="top" align="left">E3 ubiquitin-protein ligase RNF14</td>
</tr>
<tr>
<td valign="top" rowspan="3" align="left">
<bold>GO:0008649</bold>
</td>
<td valign="top" rowspan="3" align="left">rRNA methyltransferase activity</td>
<td valign="top" align="left">NOVEL-44</td>
<td valign="top" align="left">Solyc01g100430</td>
<td valign="top" align="left">18S rRNA (adenine(1779)-N(6)/adenine(1780)-N(6))-dimethyltransferase</td>
</tr>
<tr>
<td valign="top" align="left">NOVEL-6-1</td>
<td valign="top" align="left">Solyc11g005580</td>
<td valign="top" align="left">16S rRNA (cytosine(1402)-N(4))-methyltransferase</td>
</tr>
<tr>
<td valign="top" align="left">miR-76, miR-76_1</td>
<td valign="top" align="left">Solyc11g020870</td>
<td valign="top" align="left">Metal dependent hydrolase-related</td>
</tr>
<tr>
<td valign="top" rowspan="4" align="left">
<bold>GO:0048017</bold>
</td>
<td valign="top" rowspan="4" align="left">Inositol lipid-mediated signaling</td>
<td valign="top" align="left">miR-87</td>
<td valign="top" align="left">Solyc01g065740</td>
<td valign="top" align="left">F-box domain</td>
</tr>
<tr>
<td valign="top" align="left">NOVEL-10-1</td>
<td valign="top" align="left">Solyc01g066050</td>
<td valign="top" align="left">RNA polymerase II-associated protein 3</td>
</tr>
<tr>
<td valign="top" align="left">min_miRNA37</td>
<td valign="top" align="left">Solyc01g100020</td>
<td valign="top" align="left">Phospholipase D P2</td>
</tr>
<tr>
<td valign="top" align="left">min_miRNA206</td>
<td valign="top" align="left">Solyc06g051720</td>
<td valign="top" align="left">GDSL esterase/lipase CPRD49</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">
<bold>GO:0006613</bold>
</td>
<td valign="top" rowspan="2" align="left">Cotranslational protein targeting to membrane</td>
<td valign="top" align="left">NOVEL-35</td>
<td valign="top" align="left">Solyc03g093970</td>
<td valign="top" align="left">Signal recognition particle subunit SRP68</td>
</tr>
<tr>
<td valign="top" align="left">miR-76, miR-76_1</td>
<td valign="top" align="left">Solyc03g116810</td>
<td valign="top" align="left">Signal recognition particle subunit SRP54</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">
<bold>GO:0072329</bold>
</td>
<td valign="top" rowspan="2" align="left">Monocarboxylic acid catabolic process</td>
<td valign="top" align="left">miR-34_1</td>
<td valign="top" align="left">Solyc08g005610</td>
<td valign="top" align="left">Abscisic acid 8&#x2019;-hydroxylase 1-related</td>
</tr>
<tr>
<td valign="top" align="left">min_miRNA112<break/>NOVEL-28</td>
<td valign="top" align="left">Solyc10g008110</td>
<td valign="top" align="left">Acyl-coenzyme A oxidase-like protein</td>
</tr>
<tr>
<td valign="top" rowspan="4" align="left">
<bold>GO:0000726</bold>
</td>
<td valign="top" rowspan="4" align="left">Non-recombinational repair</td>
<td valign="top" align="left">NOVEL-12</td>
<td valign="top" align="left">Solyc01g091350</td>
<td valign="top" align="left">ATP-dependent DNA helicase 2 subunit 2 (XRCC5, KU80, G22P2)</td>
</tr>
<tr>
<td valign="top" align="left">miR-87</td>
<td valign="top" align="left">Solyc01g091370</td>
<td valign="top" align="left">AT hook motif DNA-binding family protein-related</td>
</tr>
<tr>
<td valign="top" align="left">let-7</td>
<td valign="top" align="left">Solyc02g093330</td>
<td valign="top" align="left">nuclear pore complex protein Nup98-Nup96</td>
</tr>
<tr>
<td valign="top" align="left">NOVEL-16-1</td>
<td valign="top" align="left">Solyc02g093690</td>
<td valign="top" align="left">ATP synthase mitochondrial F1 complex assembly factor 2 (ATPeAF2, ATPAF2, ATP12)</td>
</tr>
<tr>
<td valign="top" rowspan="3" align="left">
<bold>GO:0009267</bold>
</td>
<td valign="top" rowspan="3" align="left">Cellular response to starvation</td>
<td valign="top" align="left">min_miRNA109</td>
<td valign="top" align="left">Solyc01g090890</td>
<td valign="top" align="left">Xenotropic and polytropic retrovirus receptor 1-related, SPX domain-containing protein</td>
</tr>
<tr>
<td valign="top" align="left">min_miRNA151</td>
<td valign="top" align="left">Solyc02g037510</td>
<td valign="top" align="left">Solute carrier family 7 (SLC7A2, ATRC2)</td>
</tr>
<tr>
<td valign="top" align="left">NOVEL-37</td>
<td valign="top" align="left">Solyc09g014790</td>
<td valign="top" align="left">VHS domain containing protein family</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">
<bold>GO:0019203</bold>
</td>
<td valign="top" rowspan="2" align="left">Carbohydrate phosphatase activity</td>
<td valign="top" align="left">miR-81 min_miRNA112</td>
<td valign="top" align="left">Solyc07g062140 Solyc07g062410</td>
<td valign="top" align="left">Trehalose-p6-phosphate synthase (TPS)</td>
</tr>
<tr>
<td valign="top" align="left">min_miRNA206</td>
<td valign="top" align="left">Solyc01g006740 Solyc10g081660</td>
<td valign="top" align="left">Sucrose-phosphate phosphatase (SPP)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Gene Ontology (GO) ID and terminology are provided along with gene names and corresponding accessions.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Similarly, miRNAs (e.g., NOVEL-44, NOVEL-6-1, miR-76) affecting translational regulation can play critical roles in the plant defense against pathogen infection. In addition to the essential role of DNA repair in maintaining genome stability, recent works are discussing the involvement of DNA repair proteins in plant-pathogen interactions and SAR (<xref ref-type="bibr" rid="B29">Fu and Dong, 2013</xref>; <xref ref-type="bibr" rid="B15">Camborde et&#xa0;al., 2019</xref>). Moreover, the miRNA-mediated control over DNA damage responses is starting to gain more interest from both an endogenous (<xref ref-type="bibr" rid="B31">Gualtieri et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B58">Macovei et&#xa0;al., 2021</xref>) and cross-kingdom fashion (<xref ref-type="bibr" rid="B8">Bellato et&#xa0;al., 2019</xref>). An interesting finding in this sense is the case of let-7, one of the most abundant miRNAs found in nematodes, putatively targeting the nuclear pore complex protein Nup98-Nup96 in tomatoes. This complex plays a role in nuclear-cytoplasmic trafficking and mRNA export, being involved in several important biological events such as mitotic checkpoints. Nup98-deficient mutants share pleiotropic phenotypes (decreased root elongation, accelerated floral transition, reduced fertility, and robustness), indicating that it has a critical role in plant development (<xref ref-type="bibr" rid="B69">Parry, 2013</xref>). </p>
<p>Other miRNAs worth mentioning are miR-81, min_miRNA112, and min_miRNA206 predicted to putatively target genes involved in sugar metabolism, like sucrose-phosphate phosphatase (SPP) and trehalose-p6-phosphate synthase (TPS). SSP is an important regulator of carbon partitioning and loss-of-function of this gene leads to altered carbohydrate distribution resulting in a reduced growth rate (<xref ref-type="bibr" rid="B17">Chen et&#xa0;al., 2005</xref>, <xref ref-type="bibr" rid="B18">2008</xref>). TPS leads to the formation of the trehalose-6-phosphate (T6P), a metabolic intermediate acting as a signaling molecule that regulates sugar metabolism (<xref ref-type="bibr" rid="B71">Paul, 2008</xref>), and its silencing in the tomato caused dysfunction in ROS accumulation and decreased expression of genes responsible for defense against pathogenic infections (<xref ref-type="bibr" rid="B84">Su&#xe1;rez et&#xa0;al., 2008</xref>).</p>
<p>To conclude, the prediction analyses show that the tomato genes putatively targeted by <italic>M. incognita</italic> miRNAs have essential roles in plant development and stress response, and their silencing can have negative repercussions for the plant. This is in agreement with the parasitic relation between the two organisms, where <italic>M. incognita</italic> tries to hijack the plant systems to promote its development.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>sly-miRNAs predicted to target <italic>M. incognita</italic> genes may have detrimental effects on nematode development</title>
<p>When tomato miRNAs were evaluated against the nematode, the enrichment analysis of target genes resulted in BPs related to regulation of Wnt protein secretion, striate muscle contraction, sterol transported activity, ubiquinol-cytochrome-c reductase activity, [2Fe-2S] cluster assembly, glycogen biosynthetic process, defense response to fungus, serine-type exopeptidase, and apoptotic mitochondrial changes (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>; <xref ref-type="supplementary-material" rid="ST5">
<bold>Supplementary Dataset 5</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Biological processes and functional network clusters resulting from enrichment analysis carried out using the <italic>S. lycopersicum</italic> miRNA putatively targeting <italic>M. incognita</italic> mRNAs. The most relevant terms of the functional groups are highlighted.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1383986-g003.tif"/>
</fig>
<p>Among the most interesting examples investigated are sly-miR156, sly-miR166, and sly-miR319, given that they have been previously identified as highly abundant in roots during <italic>M. incognita</italic> infection (<xref ref-type="bibr" rid="B43">Kaur et&#xa0;al., 2017</xref>). The abundance of these miRNAs may favor their uptake in high amounts during feeding. <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> presents the biological processes and putatively cross-kingdom targeted genes in relation to these three miRNAs. The data shows that sly-miR166(b,c) has the most abundant number of putative targets, distributed in GO terms related to response to stress and developmental processes. Although <italic>M. incognita</italic> genome has been sequenced (<xref ref-type="bibr" rid="B1">Abad et&#xa0;al., 2008</xref>), its annotation is not completed. To understand the roles of these putative targets we have looked at orthologues in related species. Among the genes involved in neuromuscular developmental processes, <italic>rGCs</italic> (guanylyl cyclases) plays a role in sensory processing (<xref ref-type="bibr" rid="B60">Maruyama, 2017</xref>), <italic>lev-11</italic> (LEVamisole resistant) encodes a conserved CUB-domain containing transmembrane protein (<xref ref-type="bibr" rid="B30">Gally et&#xa0;al., 2004</xref>), <italic>snt-1</italic> (SyNapTotagmin) functions as a Ca<sup>2+</sup> sensor (<xref ref-type="bibr" rid="B51">Li L. et&#xa0;al., 2018</xref>), and <italic>nep-2</italic> (NEPrilysin metallopeptidase family) is a homolog of the extracellular peptidase neprilysin whose loss-of-function leads to movement anomalies (<xref ref-type="bibr" rid="B82">Soh et&#xa0;al., 2020</xref>). Impaired movement can be also caused by dysfunctions in the genes coding for proteins that are part of the collagen extracellular matrix. This may be the case of <italic>dpy-17</italic> (DumPY: shorter than wild-type), involved in cuticle development (<xref ref-type="bibr" rid="B49">Lang and Lundquist, 2021</xref>), and <italic>emb-9</italic> (abnormal EMBroygenesis), an alpha1(IV) collagen gene with embryo lethal effects when mutated (<xref ref-type="bibr" rid="B33">Guo et&#xa0;al., 1991</xref>; <xref ref-type="bibr" rid="B54">Li-Leger et&#xa0;al., 2021</xref>). Other putative target genes of sly-miR166 are involved in cell cycle regulation, like <italic>cdc48</italic> (<xref ref-type="bibr" rid="B28">Franz et&#xa0;al., 2014</xref>), <italic>rpt-2</italic> (<xref ref-type="bibr" rid="B68">Papaevgeniou and Chondrogianni, 2014</xref>), and <italic>flub-2</italic> (<xref ref-type="bibr" rid="B35">Haskell and Zinovyeva, 2021</xref>), nutrient availability (<italic>rpb-7</italic>, <xref ref-type="bibr" rid="B21">Collins et al., 2016</xref>), and gonad development (<italic>gon-1</italic>, <xref ref-type="bibr" rid="B11">Blelloch et al., 1999</xref>). Regarding sly-miR156a, this was predicted to target <italic>dhc1</italic>, encoding for the dynein heavy chain protein, and <italic>smrc-1</italic>, belonging to the Swi/snf chromatin remodeling complex. Dynein is an ATP-powered microtubule-based molecular motor, whose function includes the transport of cargo around the cell, while the loss-of-function of this gene inhibits apoptosis (<xref ref-type="bibr" rid="B34">Harders et&#xa0;al., 2018</xref>). The <italic>smrc-1</italic> gene is involved in the protection against DNA replication stress and its loss-of-function leads to the accumulation of chronic replication stress (<xref ref-type="bibr" rid="B96">Yang et&#xa0;al., 2019</xref>). Finally, sly-miR319a was predicted to target the <italic>dlat-1</italic> gene, encoding an enzyme with acetyltransferase activity; its lack of function leads to an early embryonic arrest (<xref ref-type="bibr" rid="B54">Li-Leger et&#xa0;al., 2021</xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>List of representative <italic>S. lycopersicum</italic> miRNAs putatively targeting genes in <italic>M. incognita</italic> obtained from the cross-kingdom hybridization approach.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">GO_ID</th>
<th valign="top" align="left">GO Term</th>
<th valign="top" align="left">
<italic>S. lycopersicum</italic> miRNA</th>
<th valign="top" align="left">
<italic>M. incognita</italic>Gene Accession</th>
<th valign="top" align="left">Orthologue Gene Name</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="2" align="left">
<bold>GO:0001101</bold>
</td>
<td valign="top" rowspan="2" align="left">Response to acid chemical</td>
<td valign="top" rowspan="6" align="left">sly-miR166b</td>
<td valign="top" align="left">Minc3s01925g27230<break/>(Minc10092)</td>
<td valign="top" align="left">Guanylate cyclase (<italic>M.hapla</italic>, <italic>G. pallida, C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">Minc3s03236g33246</td>
<td valign="top" align="left">F53F4.10 (<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">
<bold>GO:0002119</bold>
</td>
<td valign="top" rowspan="2" align="left">Nematode larval development</td>
<td valign="top" align="left">Minc3s02352g29617</td>
<td valign="top" align="left">dpy-17, DumPY: shorter than wild-type (<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">Minc3s02644g31015</td>
<td valign="top" align="left">dpy-17 (<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">
<bold>GO:0003006</bold>
</td>
<td valign="top" rowspan="2" align="left">Developmental process involved in reproduction</td>
<td valign="top" align="left">Minc3s02193g28780</td>
<td valign="top" align="left">emb-9, abnormal EMBroygenesis (<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">Minc3s00798g17488</td>
<td valign="top" align="left">gon-1,abnormal GONad development (<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0002119</bold>
</td>
<td valign="top" align="left">Nematode larval development</td>
<td valign="top" rowspan="9" align="left">sly-miR166c</td>
<td valign="top" align="left">Minc3s01495g24259</td>
<td valign="top" align="left">rpb-7, RNA Polymerase II (B) subunit (<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0006950</bold>
</td>
<td valign="top" align="left">Response to stress</td>
<td valign="top" align="left">Minc3s01397g23468</td>
<td valign="top" align="left">cdc-48.1, cdc-48.2 (<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0007275</bold>
</td>
<td valign="top" align="left">Multicellular organism development</td>
<td valign="top" align="left">Minc3s00400g11662</td>
<td valign="top" align="left">rpt-2,proteasome Regulatory Particle, ATPase-like (<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0008219</bold>
</td>
<td valign="top" align="left">Cell death</td>
<td valign="top" align="left">Minc3s00015g00977</td>
<td valign="top" align="left">lev-10,(LEVamisole resistant) (<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">
<bold>GO:0009605</bold>
</td>
<td valign="top" rowspan="2" align="left">Response to external stimulus</td>
<td valign="top" align="left">Minc3s00180g06927</td>
<td valign="top" align="left">Y54F10AR.1 (<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">Minc3s02523g30444</td>
<td valign="top" align="left">Cre-snt-1 (<italic>C. remanei</italic>)</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">
<bold>GO:0032101</bold>
</td>
<td valign="top" rowspan="2" align="left">Regulation of response to external stimulus</td>
<td valign="top" align="left">Minc3s00007g00476</td>
<td valign="top" align="left">Bma-lst-6 (<italic>B. malayi</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">Minc3s00643g15541</td>
<td valign="top" align="left">nep-2 NEPrilysin metallopeptidase family (<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0031047</bold>
</td>
<td valign="top" align="left">Gene silencing by RNA</td>
<td valign="top" align="left">Minc3s00047g02560</td>
<td valign="top" align="left">fubl-2 FUBp (FUBP) Like (<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0002119</bold>
</td>
<td valign="top" align="left">Nematode larval development</td>
<td valign="top" rowspan="2" align="left">sly-miR156a</td>
<td valign="top" align="left">Minc3s01128g20986</td>
<td valign="top" align="left">dhc-1 Dynein Heavy Chain (<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0000003</bold>
</td>
<td valign="top" align="left">Reproduction</td>
<td valign="top" align="left">Minc3s00513g13571</td>
<td valign="top" align="left">smrc-1, Swi/snf (SWI/SNF) related (<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0007275</bold>
</td>
<td valign="top" align="left">Multicellular organism development</td>
<td valign="top" align="left">sly-miR319a</td>
<td valign="top" align="left">Minc3s00613g15138</td>
<td valign="top" align="left">dlat1, Dihydro- Lipoyllysine-residue AcetylTransferase (<italic>C. elegans</italic>)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Gene Ontology (GO) ID and terminology are provided along with gene names and corresponding accessions.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>In the subsequent analysis, tomato miRNAs that share sequence homology with <italic>M. incognita</italic> miRNAs were analyzed via the seed region-based approach. Annotated orthologues of some predicted targets are collected in <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>. Among the targeted biological processes, neurological development is much represented by putative targets such as <italic>tgs-1</italic> (trimethyl guanosine synthase), <italic>gcy-9</italic> (receptor-type guanylate cyclase), <italic>mig-6</italic> (abnormal cell MIGration, papilin), <italic>kal-1</italic> (human KALlmann syndrome homolog), as well as chemosensory genes like <italic>Mi-odr-1</italic> (Minc3s00015g01026, Minc3s00056g02910). A recent study indicated that <italic>Mi-odr-1</italic> is present in two copies in <italic>M. incognita</italic>, and was found to be expressed in the cell bodies of amphidal neurons and phasmids (<xref ref-type="bibr" rid="B79">Shivakumara et&#xa0;al., 2019</xref>). Silencing the <italic>Mi-odr</italic> and <italic>Mi-gpa</italic> genes could affect the nematode perception and infestation of the tomato root system (<xref ref-type="bibr" rid="B52">Li et&#xa0;al., 2022</xref>). Loss of <italic>tgs-1</italic> function in <italic>C. elegans</italic> leads to neurological phenotypes similar to those caused by the survival motor neuron (SMN) deficiency (<xref ref-type="bibr" rid="B16">Chen et al., 2022</xref>) whereas <italic>gcy-9</italic> mutants have different physiology in relation to adaptation and plasticity (<xref ref-type="bibr" rid="B75">Rossillo and Ringstad, 2020</xref>). The <italic>C. elegans kal-1</italic> gene affects epidermal morphogenesis by regulating the development of the substrate neuroblasts, and <italic>kal-1</italic> mutants show delayed migration of the ventral neuroblasts (<xref ref-type="bibr" rid="B39">Hudson et&#xa0;al., 2006</xref>). Loss-of-function mutants for the extracellular matrix molecule <italic>mig-6</italic> result in defects in dendrite formation (<xref ref-type="bibr" rid="B73">Ramirez-Suarez et al., 2019</xref>). Other important genes, like <italic>unc-52</italic> and <italic>cbp</italic>-1,2,3, are involved in larval development (<xref ref-type="bibr" rid="B63">Merz et&#xa0;al., 2003</xref>) and embryogenesis (<xref ref-type="bibr" rid="B78">Shi and Mello, 1998</xref>). Inhibition of these genes results in defects in myofilament assembly, larval movement deficiencies, or developmental arrest (<xref ref-type="bibr" rid="B74">Rogalski et&#xa0;al., 1995</xref>; <xref ref-type="bibr" rid="B78">Shi and Mello, 1998</xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>List of some representative <italic>S. lycopersicum</italic> miRNAs putatively targeting genes in <italic>M. incognita</italic> obtained from the <italic>seed region-based search</italic> approach.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">GO_ID</th>
<th valign="top" align="left">GO Term</th>
<th valign="top" align="left">
<italic>S. lycopersicum</italic> miRNA</th>
<th valign="top" align="center">Min-miRNAs</th>
<th valign="top" align="center">
<italic>M. incognita</italic> Gene Accession</th>
<th valign="top" align="center">Orthologue Gene Name</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<bold>GO:0050907</bold>
</td>
<td valign="top" align="left">Detection of chemical stimulus involved in sensory perception</td>
<td valign="top" rowspan="5" align="left">sly-miR156a</td>
<td valign="top" rowspan="5" align="left">min_miRNA51</td>
<td valign="top" rowspan="2" align="left">Minc3s00025g01614<break/>(Minc11367)</td>
<td valign="top" rowspan="2" align="left">gcy-9, Receptor-type guanylate cyclase (<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0007168</bold>
</td>
<td valign="top" align="left">Receptor guanylyl cyclase signaling pathway</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0007165</bold>
</td>
<td valign="top" align="left">Signal transduction</td>
<td valign="top" rowspan="3" align="left">Minc3s02931g32115</td>
<td valign="top" rowspan="3" align="left">T08G11.4, Trimethyl Guanosine Synthase homolog<break/>tgs-1 (<italic>C. elegans)</italic>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0008173</bold>
</td>
<td valign="top" align="left">RNA methyltransferase activity</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0031047</bold>
</td>
<td valign="top" align="left">Gene silencing by RNA</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0000902</bold>
</td>
<td valign="top" align="left">Cell morphogenesis</td>
<td valign="top" rowspan="4" align="left">sly-miR319a</td>
<td valign="top" rowspan="4" align="left">min_miRNA306, NOVEL-5</td>
<td valign="top" rowspan="2" align="left">Minc3s01898g27043<break/>(Minc13237)</td>
<td valign="top" rowspan="2" align="left">mig-6, abnormal cell MIGration<break/>(<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0040002</bold>
</td>
<td valign="top" align="left">Collagen and cuticulin-based cuticle development</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0002119</bold>
</td>
<td valign="top" align="left">Nematode larval development</td>
<td valign="top" rowspan="2" align="left">Minc3s01574g24825<break/>(Minc12944)</td>
<td valign="top" rowspan="2" align="left">unc-79, UNCoordinated,<break/>(<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0042493</bold>
</td>
<td valign="top" align="left">Response to drug</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0007044</bold>
</td>
<td valign="top" align="left">Cell-substrate junction assembly</td>
<td valign="top" rowspan="2" align="left">sly-miR169f, sly_miRNA3291</td>
<td valign="top" rowspan="2" align="left">NOVEL-40, min_miRNA37</td>
<td valign="top" align="left">Minc3s00001g00015<break/>(Minc00111)</td>
<td valign="top" align="left">unc-52, UNCoordinated<break/>(<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0006941</bold>
</td>
<td valign="top" align="left">Striated muscle contraction</td>
<td valign="top" align="left">Minc3s00053g0281 (Minc11499)</td>
<td valign="top" align="left">Cbr-unc-52 (<italic>C.briggsae</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0009792</bold>
</td>
<td valign="top" align="left">Embryo development ending in birth or egg hatching</td>
<td valign="top" rowspan="7" align="left">sly-miR169e-3p</td>
<td valign="top" rowspan="4" align="left">miR-72</td>
<td valign="top" rowspan="2" align="left">Minc3s00145g05964<break/>(Minc02858)</td>
<td valign="top" rowspan="2" align="left">kal-1, human KALlmann syndrome homolog (<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0048730</bold>
</td>
<td valign="top" align="left">Epidermis, morphogenesis</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0003724</bold>
</td>
<td valign="top" align="left">RNA helicase activity</td>
<td valign="top" rowspan="2" align="left">Minc3s02703g31258</td>
<td valign="top" rowspan="2" align="left">ddx-27, DEAD boX helicase homolog (<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0016887</bold>
</td>
<td valign="top" align="left">ATP hydrolysis activity</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0007275</bold>
</td>
<td valign="top" align="left">Multicellular organism development</td>
<td valign="top" rowspan="3" align="left">miR-72_1</td>
<td valign="top" align="left">Minc3s01556g24691</td>
<td valign="top" align="left">T09B9.4 (<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0009790</bold>
</td>
<td valign="top" align="left">Embryo development</td>
<td valign="top" rowspan="2" align="left">Minc3s00060g03099</td>
<td valign="top" rowspan="2" align="left">cbp-3, cbp-2, CBP/p300 homolog (<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0006915</bold>
</td>
<td valign="top" align="left">Apoptotic process</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0007018</bold>
</td>
<td valign="top" align="left">Microtubule-based movement</td>
<td valign="top" rowspan="2" align="left">sly_miRNA4126</td>
<td valign="top" rowspan="2" align="left">min_miRNA32</td>
<td valign="top" rowspan="2" align="left">Minc3s01128g20986<break/>(Minc02896)</td>
<td valign="top" rowspan="2" align="left">dhc-1, Dynein Heavy Chain (<italic>C. elegans</italic>)</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO:0005524</bold>
</td>
<td valign="top" align="left">ATP binding</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Gene Ontology (GO) ID and terminology are provided along with sly-miRNAs, min-miRNAs, M. incognita accessions and orthologous from related species (e.g., Caenorhabditis elegans, Caenorhabditis briggsae).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Hence, most <italic>M. incognita</italic> genes putatively targeted by sly-miRNAs have important roles in nematode development, leading to adverse effects on digestion, mobility, and reproduction, often with lethal outcomes. This finding is of utmost importance for the agricultural sector in view of developing plant miRNA-based technologies to control nematode diffusion.</p>
<p>When considering the use of different computational methods to predict miRNA targets in a cross-kingdom manner, such as the ones used in this work, it is important to underline that these rely on different assumptions on targeting rules and are still necessary to face our currently limited knowledge in miRNA trans-species interactions. Experimental confirmations are therefore needed to understand the actual targeting roles of the illustrated miRNAs. The availability of these computational methods is however useful to guide researchers in the selection of miRNA candidates for further investigation, despite the target prediction algorithm outcomes could be different due to the different underlying assumptions.</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>
<italic>In vitro</italic> experimental validation of tomato miRNAs influencing <italic>M. incognita</italic> infection</title>
<p>To investigate the hypothesized cross-kingdom miRNAs transfer along with its potential to control the RKN infection, an <italic>in vitro</italic> experimental system was designed based on soaking assay, nematode larvae phenotyping, and gene expression profiling. To this purpose, J2 larvae were fed with solutions containing tomato miRNAs (sly-miR166b, sly-miR156a, sly-miR169f) selected from the bioinformatics data. The sly-miR166b - <italic>Minc3s01925g27230</italic> (formerly named <italic>Minc10092</italic>) pair was chosen from the cross-kingdom hybridization approach (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). No <italic>C. elegans</italic> homolog was found for this gene but a protein orthologue was identified as guanylate cyclase (UniProtKB/TrEMBL accession A0A1I8B0V8_MELHA) in <italic>M. hapla.</italic> The sly-miRNA156a - <italic>Minc3s00025g01614</italic> (formerly named <italic>Minc11367</italic>) pair was selected from the seed-based approach (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). This miRNA has a complete seed-region homology with min_miRNA51 targeting the <italic>Minc11367</italic> gene, as shown in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;1</bold>
</xref>. In plants, it is well known that miR156 targets the SQUAMOSA PROMOTER BINDING PROTEIN-LIKE (SPL) transcription factor, controlling genes involved in the regulation of reactive oxygen species (ROS) (<xref ref-type="bibr" rid="B98">Yin et&#xa0;al., 2019</xref>). In the RKN trans-kingdom approach, this sly-miRNA putative target was predicted as the <italic>C. elegans</italic> homologous <italic>gcy-9</italic> (guanylyl cyclase, WBGene00001536). A homologue of this gene was also identified in the parasitic nematode <italic>Haemonchus contortus</italic>, a close relative of <italic>M. incognita</italic> (<xref ref-type="bibr" rid="B93">Winter et&#xa0;al., 2012</xref>). Lastly, sly-miR169f was predicted to target <italic>Minc3s00001g00015</italic> (formerly named <italic>Minc00111</italic>, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;2</bold>
</xref>), an orthologue of the <italic>C. elegans unc-52</italic> (WBGene00006787) gene. In the GO analysis, this accession was related to functions connected to cell junction organization or muscle system.</p>
<p>Following the selection of tomato miRNAs to be tested in the nematode system, an <italic>in vitro</italic> soaking assay was performed as described in Section 2.4. The motility and vitality of the J2 larvae were observed and compared with those of larvae kept in the control solution. Subsequently, these larvae were used to infect tomato seedlings. <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref> shows the effects of the infection symptoms classified as &#x201c;+&#x201d;, &#x201c;++&#x201d;, &#x201c;+++&#x201d;, along with galls formation on the roots. The values represent the percentage of symptoms normalized to the number of roots where the phenomena were observed. When the effects of the control solution and sly-miRNA156a soaked J2 larvae were compared, the best statistically significant reduction was detected in terms of gall formation. The amount of &#x201c;+/roots&#x201d;, &#x201c;++/roots&#x201d; and &#x201c;+++/roots&#x201d; was also reduced up to 1/3, while the number of &#x201c;galls/roots&#x201d; was reduced up to 1/4. A significant reduction of the same parameters was observed also for the J2s soaked with sly-miR169f, where root enlargements (&#x201c;+/roots&#x201d;, &#x201c;++/roots&#x201d;, &#x201c;+++/roots&#x201d;) were reduced up to 60% compared to control, and the number of &#x201c;galls/roots&#x201d; was halved. In the case of sly-miR166b, the observed reduction was less prominent, ranging from 15% (&#x201c;+/roots&#x201d;) to 25% (&#x201c;galls/roots&#x201d;).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>
<italic>In vitro</italic> assay regarding soaked sly-miRNAs J2 larvae and susceptibility of the tomato root infections. The symptoms of infection (normalized with respect to the number of roots) with increasing apex enlargement, are categorized as &#x201c;+&#x201d;, &#x201c;++&#x201d;, &#x201c;+++&#x201d; and &#x201c;galls&#x201d;. Data represents percentages expressed compared to the soaked J2s control solution, expressed as mean &#xb1; SD of three independent experiments for each plant/miRNA. Statistical differences, in terms of Student&#x2019;s <italic>t</italic>-test, are given (*<italic>P</italic> &#x2264; 0.05; **<italic>P</italic> &#x2264; 0.01). FDR, False Discovery Rate.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1383986-g004.tif"/>
</fig>
<p>Because the most prominent reduction of the galling process was observed for the sly-miRNA156a and sly-miRNA169f soaked larvae, these were selected for further molecular analysis. Quantitative RealTime-PCR was employed to measure the relative expression of the <italic>Minc11367</italic> (Minc3s00025g01614) and <italic>Minc00111</italic>(Minc3s00001g00015) genes, putatively targeted by these miRNAs. The obtained data show a downregulation of 54% in the miR156a-J2 and 29% in the miR169f-J2 treated larvae compared to the control (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). This result indirectly indicates that, in the <italic>in vitro</italic> experimental setup applied in this study, sly-miRNA156a and sly-miRNA169f have a cross-kingdom influence on the expression of <italic>Minc11367</italic> and <italic>Minc00111</italic> nematode genes.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Relative expression data in miRNA156a and miRNA169f soaked J2s relative to control (C-J2). Transcript levels for <italic>Minc11367</italic> (Minc3s00025g01614) and <italic>Minc00111</italic> (Minc3s00001g00015) were measured by qRT-PCR after soaking treatment and compared to their transcript level in control samples. Data are shown as mean &#xb1; SD from two independent replicates. Statistical differences, in terms of Student&#x2019;s <italic>t</italic>-test, are given (**<italic>P</italic> &#x2264; 0.01).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1383986-g005.tif"/>
</fig>
<p>To summarize these findings, <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref> shows a schematic representation of how the <italic>in vitro</italic> sly-miRNAs soaking experiments performed on J2 larvae led to a decrease in the <italic>M. incognita</italic> infection symptoms along with the downregulation of putative cross-kingdom targets. To our knowledge, this is the first evidence showing that tomato miRNAs can be used to alter the infection ability of <italic>M. incognita</italic> larvae. Other studies related to the trans-kingdom transfer of tomato miRNAs to pathogens focused mainly on the <italic>Botrytis cinerea</italic> fungal infection. For instance, sly-miR1001 was shown to inhibit fungal virulence and conidiospore germination by targeting genes encoding for an ATP-dependent metallopeptidase and a cysteine-type endopeptidase (<xref ref-type="bibr" rid="B62">Meng et&#xa0;al., 2020</xref>). More recently, a genome-wide study identified multiple sRNAs and miRNAs with antifungal properties (<xref ref-type="bibr" rid="B94">Wu et&#xa0;al., 2023</xref>). The same study demonstrated that exogenous application of sly-miR396a was able to suppress the virulence of <italic>B. cinerea</italic>. Therefore, the data provided in our study together with other experimental evidence form the literature, evidence that tomato miRNAs can be effectively used to limit plant pathogen infection. However, given that most studies provide <italic>in vitro</italic> evidence to support this fact, in the future it would be required to further investigate how this transfer occurs and how is it conditioned by concentration and bioavailability in an <italic>in vivo</italic> system.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Schematic representation of the <italic>in vitro</italic> feeding assay showing the Sly-miRNAs soaking experiments performed on J2 larvae. The inoculation of tomato seedlings with sly-miR caused a decrease in the <italic>M. incognita</italic> infection symptoms and downregulation of putative cross-kingdom targets.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1383986-g006.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="conclusions">
<label>4</label>
<title>Conclusions</title>
<p>Following the increasing availability of omics data, bioinformatic studies are providing powerful tools to aid in setting up pertinent experimental designs based on preliminary predictions. This applies to miRNA-target interactions (both intra- and inter-specific) since different tools are available for target predictability based on sequence complementarity or hybridization energy. In this work, bidirectional bioinformatics analyses were conducted to uncover the potential miRNA-dependent cross-kingdom interactions between tomato and the phytoparasitic nematode <italic>M. incognita</italic> in terms of putative repressed genes and related biological processes. The obtained results are compatible with the host-parasite interactions between tomato and RKNs, suggesting that exogenous miRNAs may play a role in such processes. Although bioinformatics provides solid grounds to formulate hypotheses, some limitations are present considering the use of different computational methods, target prediction algorithms, and the lack of general guidelines applicable specifically for cross-kingdom predictions. Therefore, an <italic>in vitro</italic> experimental system was developed to support the potential cross-kingdom miRNAs effect during the <italic>S. lycopersicum</italic> - <italic>M. incognita</italic> interaction. The presented data evidence that the administration of sly-miR156a and sly-miR169f to J2s larvae was able to significantly lower root infection. This was also coupled with the downregulation of predicted cross-kingdom targets, <italic>Minc11367</italic> and <italic>Minc00111</italic>. Thus, the current study expands the knowledge on the host-parasite interactions between tomato and RKNs paving the way for future application of exogenous miRNAs as tools to control <italic>M. incognita</italic> infection. However, this is still preliminary work and further analyses should be taken into account to understand the highly complex <italic>in vivo</italic> mechanism of plant miRNA-mediated gene control in the context of nematode research.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="s11">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding authors.</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>PL: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Conceptualization, Funding acquisition, Data curation. DD: Writing &#x2013; review &amp; editing, Software. DM: Writing &#x2013; review &amp; editing, Software. PC: Writing &#x2013; review &amp; editing, Software. LP: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Conceptualization, Data curation. AM: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Conceptualization, Data curation.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. PL acknowledges the support from the Project NUTR-AGE (FOE-2021) DSBAD005.225.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>PL would like to thank Campanale Antonia for the technical assistance during the <italic>in vitro</italic> experiments and Vitantonio Pantaleo for critical reading and discussions of the study. LP kindly thanks Gabriela Bindea (INSERM, Laboratory of Integrative Cancer Immunology, Universit&#xe9; Paris Descartes, France) for the help provided for the ClueGO analysis on RKNs.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors 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/fpls.2024.1383986/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2024.1383986/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="Table_1.xlsx" id="ST1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet">
<label>Supplementary Data Sheet 1</label>
<caption>
<p>Complete dataset regarding cross-kingdom prediction based on <italic>M. incognita</italic> miRNAs putatively targeting genes in <italic>S. lycopersicum.</italic> Information regarding miRNA and target sequence, perfect seed complementarity (no GU), seed complementarity (with GU), percentage (%) of the match without seed and GU, % match without seed but with GU, and multiplicity, are provided.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table_2.xlsx" id="ST2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet">
<label>Supplementary Data Sheet 2</label>
<caption>
<p>Complete dataset generated using the <italic>cross-kingdom hybridization</italic> approach regarding <italic>S. lycopersicum</italic> miRNAs putatively targeting genes in <italic>M. incognita.</italic> Information regarding Minimum Free Energy (MFE), miRNA and target sequence, perfect seed complementarity (no GU), seed complementarity (with GU), percentage (%) of the match without seed and GU, % match without seed but with GU, multiplicity, and 3&#x2019;&#xda;TR targeting, are provided.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table_3.xlsx" id="ST3" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet">
<label>Supplementary Data Sheet 3</label>
<caption>
<p>Complete dataset using the <italic>seed region-based search</italic> approach regarding <italic>S. lycopersicum</italic> miRNAs putatively targeting genes in <italic>M. incognita.</italic> Information regarding Minimum Free Energy (MFE), miRNA and target sequence, perfect seed complementarity (no GU), seed complementarity (with GU), percentage (%) of the match without seed and GU, % match without seed but with GU, multiplicity, and 3&#x2019;&#xda;TR targeting, are provided.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table_4.xlsx" id="ST4" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet">
<label>Supplementary Data Sheet 4</label>
<caption>
<p>List of enriched <italic>S. lycopersicum</italic> Biological Process GO terms, with the relevant terms of the functionally grouped term networks provided by ClueGO shown in bold. Genes relative to each term and the miRNAs targeting each gene are shown.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table_5.xlsx" id="ST5" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet">
<label>Supplementary Data Sheet 5</label>
<caption>
<p>List of enriched <italic>M. incognita</italic> Biological Process GO terms, with the relevant terms of the functionally grouped term networks provided by ClueGO shown in bold. Genes relative to each term and the miRNAs targeting each gene are given.</p>
</caption>
</supplementary-material>
</sec>
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