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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2023.1135487</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The genome of <italic>Bacillus tequilensis</italic> EA-CB0015 sheds light into its epiphytic lifestyle and potential as a biocontrol agent</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Cuellar-Gaviria</surname><given-names>Tatiana Z.</given-names></name><xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2226026/overview"/>
</contrib>
<contrib contrib-type="author"><name><surname>Garc&#x00ED;a-Botero</surname><given-names>Camilo</given-names></name><xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1015867/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Ju</surname><given-names>Kou-San</given-names></name><xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="aff4" ref-type="aff"><sup>4</sup></xref>
<xref rid="aff5" ref-type="aff"><sup>5</sup></xref>
<xref rid="aff6" ref-type="aff"><sup>6</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2157318/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Villegas-Escobar</surname><given-names>Valeska</given-names></name><xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2076490/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>CIBIOP Group, Department of Biological Sciences, Universidad EAFIT</institution>, <addr-line>Medellin</addr-line>, <country>Colombia</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Microbiology, The Ohio State University</institution>, <addr-line>Columbus, OH</addr-line>, <country>United States</country></aff>
<aff id="aff3"><sup>3</sup><institution>Banana Research Center, Augura, Conjunto Residencial Los Almendros</institution>, <addr-line>Carepa</addr-line>, <country>Colombia</country></aff>
<aff id="aff4"><sup>4</sup><institution>Division of Medicinal Chemistry and Pharmacognosy, The Ohio State University</institution>, <addr-line>Columbus, OH</addr-line>, <country>United States</country></aff>
<aff id="aff5"><sup>5</sup><institution>Center for Applied Plant Sciences, The Ohio State University</institution>, <addr-line>Columbus, OH</addr-line>, <country>United States</country></aff>
<aff id="aff6"><sup>6</sup><institution>Infectious Diseases Institute, The Ohio State University</institution>, <addr-line>Columbus, OH</addr-line>, <country>United States</country></aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by">
<p>Edited by: Sijun Zheng, Yunnan Academy of Agricultural Sciences, China</p>
</fn>
<fn id="fn0002" fn-type="edited-by">
<p>Reviewed by: Gang Fu, Guangxi Academy of Agricultural Sciences, China; Chunyu Li, Guangdong Academy of Agricultural Sciences, China</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Kou-San Ju, <email>ju.109@osu.edu</email>; Valeska Villegas-Escobar, <email>vvilleg2@eafit.edu.co</email></corresp>
<fn id="fn0003" fn-type="other">
<p>This article was submitted to Microbe and Virus Interactions With Plants, a section of the journal Frontiers in Microbiology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>03</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1135487</elocation-id>
<history>
<date date-type="received">
<day>31</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>06</day>
<month>03</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Cuellar-Gaviria, Garc&#x00ED;a-Botero, Ju and Villegas-Escobar.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Cuellar-Gaviria, Garc&#x00ED;a-Botero, Ju and Villegas-Escobar</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Different <italic>Bacillus</italic> species have successfully been used as biopesticides against a broad range of plant pathogens. Among these, <italic>Bacillus tequilensis</italic> EA-CB0015 has shown to efficiently control Black sigatoka disease in banana plants, presumably by mechanisms of adaptation that involve modifying the phyllosphere environment. Here, we report the complete genome of strain EA-CB0015, its precise taxonomic identity, and determined key genetic features that may contribute to its effective biocontrol of plant pathogens. We found that <italic>B. tequilensis</italic> EA-CB0015 harbors a singular 4&#x2009;Mb circular chromosome, with 3,951 protein-coding sequences. Multi-locus sequence analysis (MLSA) and average nucleotide identity (ANI) analysis classified strain EA-CB0015 as <italic>B. tequilensis</italic>. Encoded within its genome are biosynthetic gene clusters (BGCs) for surfactin, iturin, plipastatin, bacillibactin, bacilysin, subtilosin A, sporulation killing factor, and other natural products that may facilitate inter-microbial warfare. Genes for indole-acetic acid (IAA) synthesis, the use of diverse carbon sources, and a multicellular lifestyle involving motility, biofilm formation, quorum sensing, competence, and sporulation suggest EA-CB0015 is adept at colonizing plant surfaces. Defensive mechanisms to survive invading viral infections and preserve genome integrity include putative type I and type II restriction modification (RM) and toxin/antitoxin (TA) systems. The presence of bacteriophage sequences, genomic islands, transposable elements, virulence factors, and antibiotic resistance genes indicate prior occurrences of genetic exchange. Altogether, the genome of EA-CB0015 supports its function as a biocontrol agent against phytopathogens and suggest it has adapted to thrive within phyllosphere environments.</p>
</abstract>
<kwd-group>
<kwd><italic>Bacillus tequilensis</italic></kwd>
<kwd>comparative genomics</kwd>
<kwd>biocontrol</kwd>
<kwd>natural products</kwd>
<kwd>banana epiphyte</kwd>
</kwd-group>
<contract-num rid="cn1">GM137135</contract-num>
<contract-sponsor id="cn1">National Institutes for Health</contract-sponsor>
<counts>
<fig-count count="5"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="126"/>
<page-count count="14"/>
<word-count count="11055"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<title>Introduction</title>
<p>Endospore forming bacteria of the genus <italic>Bacillus</italic> are ubiquitous within terrestrial and aquatic environments (<xref ref-type="bibr" rid="ref79">Nicholson, 2002</xref>). Industrially important species, including <italic>B. subtilis</italic>, <italic>B. amyloliquefaciens</italic>, <italic>B. velezensis, B. licheniformis</italic>, and <italic>B. pumilus,</italic> form a phylogenetically coherent group known as the <italic>B. subtilis</italic> species complex (<xref ref-type="bibr" rid="ref30">Fritze, 2004</xref>). In addition to being an important source of industrial enzymes, vitamins, and cofactors (<xref ref-type="bibr" rid="ref42">Harwood et al., 2018</xref>), many of these species are used as the active ingredient in several commercial biopesticides and biofertilizers (<xref ref-type="bibr" rid="ref114">Velivelli et al., 2014</xref>; <xref ref-type="bibr" rid="ref77">Ngalimat et al., 2021</xref>). Well known strains including <italic>B. amyloliquefaciens</italic> FZB42 (reclassified as <italic>B. velezensis</italic>; <xref ref-type="bibr" rid="ref16">Chen et al., 2009</xref>), <italic>B. subtilis</italic> QST713 (recently reclassified as <italic>B. velezensis</italic>; <xref ref-type="bibr" rid="ref85">Pandin et al., 2018</xref>), <italic>B. amyloliquefaciens</italic> GB03 (<xref ref-type="bibr" rid="ref17">Choi et al., 2014</xref>), and <italic>B. subtilis</italic> MBI600 (<xref ref-type="bibr" rid="ref96">Samaras et al., 2021</xref>) are used to control soil and foliar bacterial and fungal diseases. These strains provide a natural alternative to synthetic agrochemicals that have detrimental effects to human health and the environment.</p>
<p>The utility of <italic>Bacilli</italic> as biocontrol and bioaugmentation agents derives from traits inherent to their natural lifestyle as microbial endo- and epiphytes. These bacteria localize to plants <italic>via</italic> directed movement to phytochemicals (e.g., chemotaxis to organic acids such as malic and fumaric acid; <xref ref-type="bibr" rid="ref110">Tsai et al., 2020</xref>; <xref ref-type="bibr" rid="ref68">Ma et al., 2021</xref>) and then use catabolic pathways to consume these compounds as carbon, nitrogen, and energy sources for growth. Colonization of plant surfaces and tissues occurs through the establishment of biofilms (<xref ref-type="bibr" rid="ref95">Rudrappa et al., 2008</xref>). Equally significant are the natural products <italic>Bacilli</italic> produce and their effects on modulating plant development and the composition of resident microbiomes. <italic>Bacilli</italic> produce phytohormones including auxins (indole acetic acid, IAA), cytokinins, and gibberellins that regulate plant growth and differentiation. These compounds are important modulators of many plant processes ranging from abiotic stress response to flowering, fruit development, and seed germination (<xref ref-type="bibr" rid="ref87">Poveda and Gonz&#x00E1;lez-Andr&#x00E9;s, 2021</xref>). Other antimicrobial natural products such as cyclic lipopeptides (surfactin, iturin, and fengycin/plipastatin), siderophores (bacillibactin), bacteriocins (sublancin, subtilosin; <xref ref-type="bibr" rid="ref105">Stein, 2005</xref>) may provide ecological advantages to the <italic>Bacilli</italic> by suppressing fungal and bacterial competitors. The importance of these compounds is further underscored by the abundance and conservation of natural product biosynthetic gene clusters (BGCs) within the genomes of plant-associated <italic>Bacilli</italic>. Indeed, <italic>B. velezensis</italic> QST713 harbors 15 natural product BGCs (<xref ref-type="bibr" rid="ref85">Pandin et al., 2018</xref>), while <italic>B. amyloliquefaciens</italic> GB03 and <italic>B. subtilis</italic> MBI600 harbor 8 and 7 BGCs, respectively (<xref ref-type="bibr" rid="ref17">Choi et al., 2014</xref>; <xref ref-type="bibr" rid="ref96">Samaras et al., 2021</xref>).</p>
<p>While most species in the <italic>B. subtilis</italic> complex have been well characterized, significantly less is understood about the physiology and ecology of <italic>B. tequilensis</italic>. First described in 2006, emergent interest in <italic>B. tequilensis</italic> has been driven by its natural ability to suppress diverse fungal pathogens of commercial grains, vegetables, fruits, and ornamentals (<xref ref-type="bibr" rid="ref108">Tam et al., 2020</xref>; <xref ref-type="bibr" rid="ref123">Xu et al., 2021</xref>; <xref ref-type="bibr" rid="ref125">Zhou et al., 2021</xref>; <xref ref-type="bibr" rid="ref58">Kwon et al., 2022</xref>). Among <italic>B. tequilensis</italic>, one of the best characterized strains is EA-CB0015. Originally isolated in Uraba, Colombia, EA-CB0015 was discovered as a natural antagonist of <italic>Pseudocercospora fijiensis</italic> (<xref ref-type="bibr" rid="ref14">Ceballos et al., 2012</xref>), the causative agent of black Sigatoka. This agriculturally devastating disease of banana plants causes necrotic streaks on the leaves, reduces photosynthetic capacity, and promotes premature ripening of the fruit. The resulting loses can be greater than 50% if left untreated (<xref ref-type="bibr" rid="ref80">Noar et al., 2022</xref>). Mitigation of black Sigatoka represents a significant burden to Colombian producers, with a cost $65 million per year due to weekly application of fungicides (S. Zapata, personal communication). EA-CB0015 suppresses black Sigatoka disease through the colonization of banana leaves and the production of antifungal lipopeptides (iturins, plipastatins, and surfactins; <xref ref-type="bibr" rid="ref115">Villegas-Escobar et al., 2013</xref>; <xref ref-type="bibr" rid="ref72">Mosquera et al., 2014</xref>; <xref ref-type="bibr" rid="ref19">Cuellar-Gaviria et al., 2021</xref>). In addition to bananas, the strain also reduced the severity of anthracnose (<italic>Colletotrichum</italic> spp.) in tamarillo fruits and gray mold (<italic>Botrytis cinerea</italic>) in chrysanthemum flowers (<xref ref-type="bibr" rid="ref39">Gutierrez-Monsalve et al., 2015</xref>; <xref ref-type="bibr" rid="ref4">Arroyave-Toro et al., 2017</xref>). Although <italic>B. tequilensis</italic> has yet to be commercialized, these studies collectively demonstrate the significant potential of this species for the control and prevention of agricultural diseases.</p>
<p>Here we sequenced the complete genome of strain EA-CB0015 to understand the genetic features integral to its success as a microbial epiphyte and biocontrol agent. Using different molecular taxonomy approaches, we show that EA-CB0015 is classified as <italic>B. tequilensis</italic>. Our analysis and comparisons of its genome with other plant associated <italic>Bacilli</italic> identified mechanisms for plant colonization and the inhibition of phytopathogens. These include genes for sporulation, biofilm formation, and the ability to metabolize diverse nutrient sources. Distinct mechanisms of protection against abiotic and biotic factors were present, including genes that direct biosynthesis of an arsenal of natural products. Lastly, features related to horizontal gene transfer including the presence of genomic islands (GEIs), insertion sequences (IS), toxin antitoxin (TA) systems, restriction modification (RM) system, and prophages are described.</p>
</sec>
<sec id="sec2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="sec3">
<title>Genome sequencing and assembly</title>
<p><italic>Bacillus tequilensis</italic> EA-CB0015 was deposited in ATCC as PTA-123533. The strain was revived from glycerol stocks onto half strength tryptic soy agar [20&#x2009;g/L of TSA (Oxoid) and 9&#x2009;g/l of Bacto agar (BD)] and incubated at 37&#x00B0;C for 24&#x2009;h. A single colony was inoculated into a 100&#x2009;mL Erlenmeyer containing 20&#x2009;mL of tryptic soy broth (Oxoid) and grown for 8&#x2009;h in a shaking incubator (250&#x2009;rpm, 37&#x00B0;C). Genomic DNA was extracted using the UltraClean Microbial DNA Isolation kit (MoBio) for Illumina sequencing and DNeasy Blood &#x0026; Tissue kit (Qiagen) for Single Molecule Real-Time (SMRT) sequencing. Samples were sequenced on an Illumina HiSeq 2000 (100&#x2009;bp paired end reads) and PacBio RS II (Macrogen, Inc). Contigs less than 100&#x2009;bp were discarded. Unicycler v0.4.8.0 was used for hybrid assembly using the normal bridging mode (<xref ref-type="bibr" rid="ref117">Wick et al., 2017</xref>).</p>
</sec>
<sec id="sec4">
<title>General annotation</title>
<p>The assembled genome was annotated using the NCBI Prokaryotic Genome Annotation Pipeline (PGAP) v6.0 (<xref ref-type="bibr" rid="ref40">Haft et al., 2018</xref>) and deposited under accession no. NZ_CP048852. <italic>Skew</italic>DB was used to predict replication origins and termini (<xref ref-type="bibr" rid="ref46">Hubert, 2022</xref>). Genome figures were created using the CGView Server (<xref ref-type="bibr" rid="ref38">Grant and Stothard, 2008</xref>). Predicted proteins were classified into clusters of orthologous groups (COGs) using WebMGA (<xref ref-type="bibr" rid="ref121">Wu et al., 2011</xref>), and analyzed in the Kyoto Encyclopedia of Genes and Genomes database (KEGG; entry T07089) to assign roles in metabolic pathways (<xref ref-type="bibr" rid="ref52">Kanehisa et al., 2016</xref>).</p>
</sec>
<sec id="sec5">
<title>Multi-locus sequence analysis</title>
<p>All strains analyzed in this study are listed in <xref ref-type="supplementary-material" rid="SM2">Supplementary Table S1</xref>. Reference strains included <italic>B. subtilis</italic> species complex (<italic>B. pumilus, B. subtilis</italic>, <italic>B. tequilensis</italic>, <italic>B. mojavensis</italic>, <italic>B. atrophaeus</italic>, <italic>B. velezensis</italic>, and <italic>B. amyloliquefaciens, B. licheniformis</italic>), the <italic>B. cereus</italic> species complex (<italic>B. cereus, B. thuringiensis, B. anthracis</italic>, <italic>B. mycoides</italic>), and <italic>B. coagulans</italic>. <italic>Clostridium kluyveri</italic> DSM 555<sup>T</sup> served as the outgroup.</p>
<p>Genomes were downloaded from public sequence repositories and annotated using Prokka v1.14.6 (<xref ref-type="bibr" rid="ref99">Seemann, 2014</xref>). Genes encoding <italic>groEL</italic> (chaperonin, large subunit), <italic>gyrA</italic> (DNA gyrase, subunit A), <italic>rpoB</italic> (RNA polymerase, beta subunit)<italic>, polC</italic> (DNA polymerase III, alpha subunit), and <italic>purH</italic> (phosphoribosylaminoinidazole carboxamide formyltransferase) were retrieved from each strain, aligned using MAFFT v7.4 (<xref ref-type="bibr" rid="ref53">Katoh, 2002</xref>), manually trimmed, and concatenated head to tail using AMAS v0.98 (<xref ref-type="bibr" rid="ref9">Borowiec, 2016</xref>). The matrix (12,483 positions; 1,647 from <italic>groEL,</italic> 2,517 from <italic>gyrA,</italic> 3,030 from <italic>polC,</italic> 1,542 from <italic>purH</italic>, and 3,747 from <italic>rpoB</italic>) was analyzed using ModelTest-NG v0.1.6 (<xref ref-type="bibr" rid="ref20">Darriba et al., 2020</xref>) to determine the best substitution model for each partition. Phylogenetic trees were constructed using maximum-likelihood (ML) and Bayesian inference (BI) methods. The ML phylogeny using the GTR&#x2009;+&#x2009;I&#x2009;+&#x2009;G4 model was best for <italic>groEL, gyrA, purH</italic> and <italic>rpoB,</italic> and GTR&#x2009;+&#x2009;G4 for <italic>polC,</italic> with bootstrapping (1,000) using IQ-TREE v1.6.9 (<xref ref-type="bibr" rid="ref78">Nguyen et al., 2015</xref>). The BI phylogeny was calculated using Markov Chain Monte Carlo (MCMC) analysis and the GTR&#x2009;+&#x2009;I&#x2009;+&#x2009;G4 model using Mr. Bayes v.3.2 (<xref ref-type="bibr" rid="ref93">Ronquist et al., 2012</xref>). Two independent runs were performed for 10 million generations (1 sampling every 1,000 generations). Effective sample size, convergency, and stationarity values were evaluated using Tracer v1.7.1 (<xref ref-type="bibr" rid="ref88">Rambaut et al., 2018</xref>). The final phylogenetic tree was generated using DendroPy v4.4.0 (<xref ref-type="bibr" rid="ref106">Sukumaran and Holder, 2010</xref>) and visualized using iToL v5.0 (<xref ref-type="bibr" rid="ref60">Letunic and Bork, 2019</xref>).</p>
</sec>
<sec id="sec6">
<title>Growth assays</title>
<p>The ability of strain EA-CB0015 to utilize different carbon sources was performed using a BioLog GEN III Microplate (Biolog Inc.). EA-CB0015 was grown on Universal Growth Agar (BUG; Biolog Inc.) and incubated at 30&#x00B0;C for 24&#x2009;h. Isolated colonies were resuspended in the &#x201C;Inoculation Fluid-A&#x201D; (IF-A; Biolog Inc.) following manufacturer&#x2019;s instructions and this suspension was inoculated into the Gen III microplate. After 24&#x2009;h incubation at 30&#x00B0;C, the microplate was analyzed qualitatively for color development using a MicroStation&#x2122; 2 Reader (Biolog Inc.), measuring OD at 595&#x2009;and 750&#x2009;nm.</p>
</sec>
<sec id="sec7">
<title>Sporulation, motility, and biofilm formation assays</title>
<p>Colonies grown on TSA plates were stained for endospores using Schaeffer-Fulton method (<xref ref-type="bibr" rid="ref33">Gerhardt et al., 1994</xref>). Micrographs were recorded using an Axiostar Plus microscope (Carl Zeiss) at 100X equipped with an AxioCam ICc3 (Carl Zeiss) and ZEN 2.3 lite software (Carl Zeiss). Biofilm formation was examined by inoculating a diluted culture of EA-CB0015 into 12-well plates with LBGM media. These were incubated for 48&#x2009;h at 30&#x00B0;C (statically) and photographed (7.1 MP digital camera, Kodak EasyShare P712). Motility was assayed by inoculating 3&#x2009;&#x03BC;l EA-CB0015 grown on tryptic soy broth TSB (Oxoid; OD 1.0, 600&#x2009;nm) onto the center of 10% LB plates solidified with either 0.7% (swarming) or 0.3% agar (swimming), and incubated at 30&#x00B0;C for 24&#x2009;h (<xref ref-type="bibr" rid="ref54">Kearns and Losick, 2003</xref>; <xref ref-type="bibr" rid="ref34">Ghelardi et al., 2012</xref>). Flagella were visualized using Ryu stain (<xref ref-type="bibr" rid="ref43">Heimbrook et al., 1989</xref>).</p>
</sec>
<sec id="sec8">
<title>Analysis of natural product biosynthetic gene clusters</title>
<p>Genomes were analyzed using antiSMASH v5.1.2 (<xref ref-type="bibr" rid="ref7">Blin et al., 2019</xref>). BGCs with similarity scores &#x003E; 70% were reported for all 58 <italic>Bacillus</italic> strains. Regions encoding with similarity scores less than &#x003C;70% were further analyzed for strain EA-CB0015 using BLAST (<xref ref-type="bibr" rid="ref49">Johnson et al., 2008</xref>) and HMMER v3.3.1 (<xref ref-type="bibr" rid="ref25">Eddy, 2011</xref>). BGCs for natural products known to be produced by <italic>Bacilli</italic> but not detected by antiSMASH were manually identified by BLAST.</p>
</sec>
<sec id="sec9">
<title>Analysis of virulence factors, antibiotic resistance, and genetic exchange</title>
<p>Putative phage and phage-like regions were identified using PHASTER (<xref ref-type="bibr" rid="ref124">Zhou et al., 2011</xref>; <xref ref-type="bibr" rid="ref3">Arndt et al., 2016</xref>). Data ordering, sub-setting and reshaping was performed using Tidyverse v1.3.0 (<xref ref-type="bibr" rid="ref118">Wickham et al., 2019</xref>) and an in-house script uploaded on GitHub<xref rid="fn0004" ref-type="fn"><sup>1</sup></xref> (<xref ref-type="bibr" rid="ref31">Garc&#x00ED;a-Botero et al., 2021</xref>). GEIs were identified using IslandViewer 4 (<xref ref-type="bibr" rid="ref6">Bertelli et al., 2017</xref>) and ISs identified using ISfinder (e-value cutoff of 1e-07; <xref ref-type="bibr" rid="ref103">Siguier et al., 2006</xref>). Integrative or conjugative elements (ICEBs1) were predicted with ICEBerg 2.0 (<xref ref-type="bibr" rid="ref65">Liu M. et al., 2019</xref>). Antimicrobial resistance genes were identified using ResFinder-4.0 (70% identity threshold; minimum length of 70%; <xref ref-type="bibr" rid="ref10">Bortolaia et al., 2020</xref>), and putative virulence factors from the Virulence Factors of Pathogenic Database (VFDB; <xref ref-type="bibr" rid="ref66">Liu B. et al., 2019</xref>). RM systems were retrieved from REBASE (<xref ref-type="bibr" rid="ref92">Roberts et al., 2015</xref>). Cluster BLAST analysis of identified RM systems were performed using Cblaster v1.3.0 (<xref ref-type="bibr" rid="ref35">Gilchrist et al., 2021</xref>). Potential TA systems identified using TAfinder (<xref ref-type="bibr" rid="ref122">Xie et al., 2018</xref>) and manually BLAST searches. Finally, CRISPRCasFinder (<xref ref-type="bibr" rid="ref18">Couvin et al., 2018</xref>) was used to identify CRISPRs and Cas genes.</p>
</sec>
<sec id="sec10">
<title>Comparative genomics</title>
<p>Synteny was analyzed using Easyfig v2.2.2 (<xref ref-type="bibr" rid="ref107">Sullivan et al., 2011</xref>). ANI values (<xref ref-type="bibr" rid="ref90">Richter and Rossell&#x00F3;-M&#x00F3;ra, 2009</xref>) were calculated using GTDB-Tk v0.3.2 (<xref ref-type="bibr" rid="ref15">Chaumeil et al., 2019</xref>). Comparisons between <italic>B. subtilis</italic> 168, <italic>B. tequilensis</italic> ATCC BAA 819<sup>T</sup> and <italic>B. tequilensis</italic> EA-CB0015 were performed using proteome and protein family functions in PATRIC (<xref ref-type="bibr" rid="ref22">Davis et al., 2020</xref>). Presence or absence of predicted genes and proteins in EA-CB0015 were compared to <italic>B. subtilis</italic> 168 (NBCI Reference Sequence: NC_000964.3) using SubtiWiki (<xref ref-type="bibr" rid="ref126">Zhu and St&#x00FC;lke, 2018</xref>). E-values &#x003C; 1e-5 and sequence identities &#x003E; 70% were used as cutoffs.</p>
</sec>
</sec>
<sec id="sec11" sec-type="results">
<title>Results</title>
<sec id="sec12">
<title>The genome of EA-CB0015</title>
<p>Hybrid assembly of Illumina and SMRT sequencing reads produced a single circularized chromosome of 4,012,371&#x2009;bp with an average GC content of 43.7%. In total, 4,112 CDS (3,951 genes, 161 pseudogenes), 10 copies of rRNAs (5S, 16S, and 23S), 86 tRNAs, and 5 ncRNAs were present. The forward strand encoded 2,134 genes and the reverse strand 1,978 genes (<xref rid="fig1" ref-type="fig">Figure 1</xref>). GC-skew suggests single symmetrical, bi-directional replication of the genome (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>). COG analysis assigned these into 5,163 protein families, most of which belonged to general or unknown function (categories R and S). Besides these, the largest groups of proteins are dedicated for amino acid transport and metabolism (E), energy production and conversion (C), translation, ribosomal structure, and biogenesis (J), DNA replication, recombination, and repair (L), and transcription (K; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S2</xref>).</p>
<fig position="float" id="fig1"><label>Figure 1</label>
<caption>
<p>The genome of <italic>Bacillus tequilensis</italic> EA-CB0015. GenBank features (CDS) in the forward strand (blue) and reverse strand (yellow); GC skew (green and purple) and GC content (black). Image created with Proksee.</p>
</caption>
<graphic xlink:href="fmicb-14-1135487-g001.tif"/>
</fig>
</sec>
<sec id="sec13">
<title>Molecular taxonomy classifies EA-CB0015 as <italic>Bacillus tequilensis</italic></title>
<p>EA-CB0015 was originally identified as <italic>B. subtilis</italic> (<xref ref-type="bibr" rid="ref14">Ceballos et al., 2012</xref>) and later referred to as <italic>B. tequilensis</italic> (<xref ref-type="bibr" rid="ref19">Cuellar-Gaviria et al., 2021</xref>). This ambiguity derived from the use of 16S rRNA gene phylogenies, which do not provide sufficient resolution at the species level for strains within the <italic>B. subtilis</italic> complex (<xref ref-type="bibr" rid="ref94">Rooney et al., 2009</xref>). To definitively determine the species identity of the strain, we performed multilocus sequence analysis (MLSA) using established marker genes shown to effectively determine speciation in <italic>Bacillus</italic>. EA-CB0015 was more closely related to <italic>B. tequilensis</italic> ATCC BAA 819<sup>T</sup> than to other <italic>B. subtilis</italic> subspecies, including <italic>subtilis</italic>, <italic>natto</italic>, <italic>stercoris</italic>, <italic>spizizenii</italic> and <italic>inaquosorum</italic> (<xref rid="fig2" ref-type="fig">Figure 2A</xref>). This is supported by high ANI values between the genomes of strain EA-CB0015 and <italic>B. tequilensis</italic> ATCC BAA 819<sup>T</sup> (98.6%), vs. <italic>B. subtilis</italic> subsp. <italic>inaquosorum</italic> KCTC 13429<sup>T</sup> (92.3%) <italic>B. subtilis</italic> subsp. <italic>subtilis</italic> 168 (91.4%; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S2</xref>). Thus, EA-CB0015 belongs to the phylogenetically homogeneous <italic>B. subtilis</italic> species complex and is classified as <italic>B. tequilensis</italic>.</p>
<fig position="float" id="fig2"><label>Figure 2</label>
<caption>
<p>Phylogeny of EA-CB0015 and related <italic>Bacilli</italic> with their natural product BGCs, prophages and RM systems. <bold>(A)</bold> Consensus MLSA phylogeny from maximum likelihood (ML) and Bayesian inference (BI). Node supports with posterior probability values &#x003C;0.95 and bootstrap support values &#x003C; 75 are shown. <bold>(B)</bold> Natural product BGCs predicted by antiSMASH. NRPs, non-ribosomally synthetized peptides; PKs, polyketides; RiPPs, ribosomally produced post-translationally modified peptides. <bold>(C)</bold> Number of regions annotated as prophages according to PHASTER. Green bars indicate intact prophages (scores &#x003E; 90); blue bars, questionable (70&#x2013;90); orange bars, incomplete (&#x003C;70). <bold>(D)</bold> Distribution and abundance of RM-Systems according to REBASE or manually searched.</p>
</caption>
<graphic xlink:href="fmicb-14-1135487-g002.tif"/>
</fig>
</sec>
<sec id="sec14">
<title>Comparative genomics of <italic>Bacillus tequilensis</italic> EA-CB0015, <italic>Bacillus tequilensis</italic> ATCC BAA 819<sup>T</sup>, and <italic>Bacillus subtilis</italic> 168</title>
<p>The phylogenetic analysis suggests <italic>B. tequilensis</italic> and <italic>B. subtilis</italic> share a close evolutionary history. To understand the nature of this relationship, we identified genetic similarities and differences between EA-CB0015, ATCC BAA 819<sup>T</sup>, and 168. The GC content of all three strains were similar (43.5%&#x2013;44.0%) and they contained the identical number of rRNA and tRNA encoding genes. The <italic>B. tequilensis</italic> genomes were comparable in size (4 Mbp) and the number of protein coding sequences, but both were smaller than <italic>B. subtilis</italic> 168 (4.2 Mbp; <xref ref-type="supplementary-material" rid="SM4">Supplementary Table S3</xref>). Except for an extra 1.4 kbp plasmid in ATCC BAA 819<sup>T</sup>, both <italic>B. tequilensis</italic> genomes were largely syntenic (<xref rid="fig3" ref-type="fig">Figure 3A</xref>). Although less conservation was observed between 168 and EA-CB0015, large segments of their genomes remained homologous with each other. A 132 kbp inversion corresponding to bacteriophage SP&#x03B2; was near the replication terminus (<italic>terC</italic>) of both strains (<xref rid="fig3" ref-type="fig">Figure 3A</xref>). In strain 168, the prophage was encoded on the complementary strand 134&#x2009;kb upstream <italic>terC</italic>, while in strain EA-CB0015 it was on the positive strand 186&#x2009;kb downstream of <italic>terC</italic>. Interestingly, this region was highly variable between 168 and EA-CB0015, and completely absent from the genome of <italic>B. tequilensis</italic> ATCC BAA 819<sup>T</sup>. Compared to 168, the SP&#x03B2; prophage region of EA-CB0015 lacked the sublancin BGC and its immunity gene (<xref ref-type="bibr" rid="ref23">Denham et al., 2019</xref>), a gene encoding for DNA cytosine-5-methyltransferase (<italic>mtbP</italic>), and numerous hypothetical proteins with unknown function. Most of the encoded proteins and their families were shared between all three strains (<xref rid="fig3" ref-type="fig">Figure 3B</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S4</xref>).</p>
<fig position="float" id="fig3"><label>Figure 3</label>
<caption>
<p>Comparison of <italic>Bacillus subtilis</italic> 168, <italic>Bacillus tequilensis</italic> EA-CB0015 and <italic>B. tequilensis</italic> ATCC BAA 819<sup>T</sup> <bold>(A)</bold> Global genome alignments. Gray lines and blocks indicate regions and degree of shared similarity. Blue represents inversions <bold>(B)</bold> Shared and unique proteins between the three strains.</p>
</caption>
<graphic xlink:href="fmicb-14-1135487-g003.tif"/>
</fig>
</sec>
<sec id="sec15">
<title>Motility and biofilm formation</title>
<p>Multicellular behavior is used by <italic>B. subtilis</italic> to afford survival in its natural environment. These mechanisms include motility, biofilm formation, cannibalism, quorum sensing, competence, and sporulation (<xref ref-type="bibr" rid="ref36">Gonz&#x00E1;lez-Pastor, 2017</xref>). As <italic>B. subtilis</italic> 168 is well studied for its ability to assemble multicellular communities and closely related to EA-CB0015 (<xref ref-type="bibr" rid="ref82">O&#x2019;Toole et al., 2000</xref>; <xref ref-type="bibr" rid="ref36">Gonz&#x00E1;lez-Pastor, 2017</xref>), we examined if genes for these phenotypes were also present in our strain.</p>
<p>Genes for flagellum-mediated motility including chemotaxis and swarming were present in the EA-CB0015 genome. All thirty-two genes required to form the flagellar basal body and hook were encoded within a 27-kb <italic>fla/che</italic> operon, as well as all the genes needed for filament formation (flagellin monomer protein Hag, FliD, FlgK, FlgL), assembly, and rotation (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S5A</xref>; <xref ref-type="bibr" rid="ref73">Mukherjee and Kearns, 2014</xref>). Other genes required for the basal body formation (FlhO and FlhP), torque in flagellar rotation (MotA, MotB), cell separation (LytC), bistable regulation (SigD, SwrA, SwrB, DegS/DegU, YmdB, and SlrA/SinR/SlrR), chemotaxis and associated chemoreceptors (2 soluble and 7 membrane-bound) were also present (<xref ref-type="supplementary-material" rid="SM1">Supplementary Tables S5A,B</xref>). Microscopy showed motile, polarly flagellated cells (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S3</xref>). These results suggest EA-CB0015 can sense and swim toward a wide range of attractants (pH, amino acids, oxygen, etc.) that are present in its local environment.</p>
<p>To form a biofilm, cells must transition from motile to sessile states, aggregate, and embed themselves within a self-produced extracellular matrix (EM; <xref ref-type="bibr" rid="ref2">Arnaouteli et al., 2021</xref>). EA-CB0015 formed biofilms in static culture (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S3</xref>), and as expected, the genome of EA-CB0015 encoded genes essential for this process including exopolysaccharide biosynthesis (<italic>epsA-O</italic>), protein fiber TasA (<italic>tapAsipWtasA</italic> operon), the hydrophobin-like protein BslA, and genes for poly-&#x03B3;-glutamic acid (&#x03B3;-PGA) biosynthesis (<italic>pgsBCAE</italic>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S5C</xref>). Production of EM is also linked to multiple regulatory proteins that were all present within the genome (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S5C</xref>). The Spo0A pathway (KinC, KinD, Spo0A, SinI/SinR/SlrR, AbrB) controls the expression of more than 100 genes including biofilm matrix gene expression and sporulation, while the YwcC-SlrA stress response pathway facilitates adaptation to changing environmental conditions. The DegS&#x2013;DegU two-component system regulates competence, motility and secretion of degradative enzymes. Lastly, genes that mediate expression of <italic>slrR</italic>, an essential regulator of biofilm formation were also present (<italic>abh</italic>, <italic>ymdB</italic>, <italic>remA</italic>, <italic>remB</italic>; <xref ref-type="bibr" rid="ref116">Vlamakis et al., 2014</xref>).</p>
<p>Interestingly, EA-CB0015 does not harbor the <italic>yitPOM</italic> operon. The paralogous <italic>sdpABC</italic> operon, is also absent from the genome of the strain. The <italic>yitPOM</italic> operon expresses the biofilm associated toxin (YitM) and the extracellular protease (NprB), both of which suppress competitors in <italic>B. subtilis</italic> biofilms (<xref ref-type="bibr" rid="ref55">Kobayashi and Ikemoto, 2019</xref>). In addition, surfactin, encoded in the <italic>srfA</italic> operon (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S5B</xref>), may induce potassium leakage that stimulates the sensor kinase KinC. This may also activate expression of biofilm formation genes (<xref ref-type="bibr" rid="ref67">L&#x00F3;pez et al., 2009</xref>).</p>
</sec>
<sec id="sec16">
<title>Cannibalism</title>
<p>Cannibalistic behavior delays the entry into sporulation within a subpopulation of cells. This is controlled by the production of sporulation delaying protein-Sdp and sporulation killing factor-Skf, which lyse and kill sensitive siblings (<xref ref-type="bibr" rid="ref37">Gonz&#x00E1;lez-Pastor et al., 2003</xref>). Interestingly, EA-CB0015 contained genes for Skf (<italic>skfA-H</italic>), but not Sdp (<italic>sdpABC</italic> and <italic>sdpRI</italic> operons were absent; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S5D</xref>). These results suggest EA-CB0015 cells may exhibit an accelerated sporulating phenotype. As Spo0A-inactive cells are not lysed, the pool of nutrients released into the environment from cell death is reduced. Thus, neighboring cells experience starvation to initiate spore formation (<xref ref-type="bibr" rid="ref37">Gonz&#x00E1;lez-Pastor et al., 2003</xref>).</p>
</sec>
<sec id="sec17">
<title>Quorum sensing and competence</title>
<p>Genes encoding mechanisms of quorum sensing were present in the EA-CB0015 genome (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S5E</xref>). These may allow strain EA-CB0015 to coordinate physiological processes such as the synthesis of exoproteases and other extracellular enzymes in response to cell density. The lipopeptide surfactin is also positively regulated by the phosphorylated form of ComA, which is part of the quorum sensing (QS) system (ComQXPA) in <italic>B. subtilis</italic> (<xref ref-type="bibr" rid="ref75">Nakano et al., 1991</xref>; <xref ref-type="bibr" rid="ref51">Kalamara et al., 2018</xref>). Interestingly, the putative ComQ, ComX, and ComP proteins shared low sequence identity with their corresponding homologs in 168 (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S5E</xref>). This suggests the Com system may handle separate social communication groups or pherotypes (<xref ref-type="bibr" rid="ref104">Stefanic and Mandic-Mulec, 2009</xref>; <xref ref-type="bibr" rid="ref83">Oslizlo et al., 2014</xref>). The genome also encoded six putative receptor-signal pairs of the Rap-Phr system (Rap-Phr A, C, E, F, H; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S5E</xref>). Similar to 168, accumulation of Phr peptides in EA-CB0015 may suppress effects of Rap proteins to allow expression of genes for swarming motility, biofilm formation, exoprotease secretion and genetic competence (<xref ref-type="bibr" rid="ref51">Kalamara et al., 2018</xref>). Related to quorum sensing, EA-CB0015 also contained genes for the acquisition and incorporation of extracellular DNA into the host cell (genetic competence). These include the master competence regulator <italic>comK</italic>, genes encoding proteins essential for DNA binding and import (<italic>comC</italic>, operons <italic>comE</italic>, <italic>comF</italic>, <italic>comG, bdbD, bdbC</italic>), and cytosolic proteins that modulate recombination and transformation efficiency (RecA, SsbB, DprA, CoiA, NucA). Genes encoding proteins for transcriptional (Rok, CodY, Kre) and post-translational regulation (MecA, ComS) of ComK were also present (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S5F</xref>).</p>
</sec>
<sec id="sec18">
<title>Sporulation</title>
<p>Endospores were visible when cells were subjected to Ryu stain (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S3</xref>). Indeed, genes needed for sporulation were present in the genome (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S5G</xref>). These included genes encoding for morphogenetic proteins (SpoIVA, SpoVM, SpoVID, SafA, CotE, CotX/CotY/CotZ), their interacting partners during spore coat assembly, and spore crust proteins. Interestingly, some shared &#x003C; 60% sequence identity with the homologs in 168, while others were completely absent (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S5G</xref>). The biosynthetic genes for legionaminic acid, which is used in crust formation, were notably missing (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S5G</xref>). Their absence suggests that the surface of EA-CB0015 spores may be reduced in hydrophilicity and charge (<xref ref-type="bibr" rid="ref24">Dubois et al., 2020</xref>).</p>
<p>Most of the genes encoding signal transduction proteins (histidine sensor kinases KinA-E, master regulator Spo0A, phosphotransferases Spo0F and Spo0B, etc) related to sporulation were identified (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S5G</xref>). Homologs of <italic>lrpAB</italic> were missing, but other studies have indicated negligible effects on <italic>glyA</italic> transcription or sporulation through KinB (<xref ref-type="bibr" rid="ref21">Dartois et al., 1997</xref>). The absence of <italic>sivC</italic> may result in a greater sporulation efficiency, as it functions as an inhibitor of the KinB and KinC pathway (<xref ref-type="bibr" rid="ref32">Garti-levi et al., 2013</xref>). As expected, genes encoding proteins involved with major events in spore gemination were also present (<xref ref-type="bibr" rid="ref100">Setlow et al., 2017</xref>). These include genes needed for germinant sensing (germinant receptors), release of dipicolinic acid (DPA) related to heat resistance (spoVA proteins, GerD), and hydrolysis of cortex peptidoglycan (CwlJ, SleB, SleL; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S5G</xref>). Altogether, these data suggest EA-CB0015 endospores can fully germinate once in favorable environmental conditions.</p>
</sec>
<sec id="sec19">
<title>Pathways for carbon assimilation</title>
<p>Nutrient availability on leaves, especially for organic compounds, is spatially heterogeneous and limited (<xref ref-type="bibr" rid="ref61">Leveau and Lindow, 2001</xref>; <xref ref-type="bibr" rid="ref63">Lindow and Brandl, 2003</xref>). A major carbon source that leach from the interior of the plant are common sugars (<xref ref-type="bibr" rid="ref119">Wildman and Parkinson, 1981</xref>; <xref ref-type="bibr" rid="ref28">Fiala et al., 1990</xref>; <xref ref-type="bibr" rid="ref63">Lindow and Brandl, 2003</xref>). EA-CB0015 encodes all the genes necessary for glucose assimilation into the TCA cycle (KEGG pathway map ID bteq00020) by glycolysis (bteq00010). Likewise, genes for the metabolism sucrose and starch (bteq00500), and fructose (<italic>via</italic> fructose-1P and frutokinase (bteq00051)) were present. Pathways for galactose, maltose, and raffinose catabolism were also predicted (bteq00052, bteq00500). However, not all the genes needed for inositol utilization were present (bteq00562), such as those that encode transporters (<italic>iolF, iolT</italic>). Genes needed for scyllo-inosose transformation (<italic>iolE, iolD, iolB, iolC, iolJ</italic>) were also absent (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S6</xref>).</p>
<p>In addition to sugars, organic acids (e.g., <sc>l</sc>-lactic acid, citric acid, and <sc>l</sc>-malic acid) are common on the foliage of plants (<xref ref-type="bibr" rid="ref71">Morgan and Tukey, 1964</xref>). EA-CB0015 utilized these and other compounds as carbon sources in API 50 CHB/E (<xref ref-type="bibr" rid="ref115">Villegas-Escobar et al., 2013</xref>) and Biolog GEN III Microplate growth assays (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S7</xref>). Although methanol is readily available on plant surfaces (<xref ref-type="bibr" rid="ref57">Kutschera, 2007</xref>), the absence of genes for methanol dehydrogenase suggest EA-CB0015 is unable to consume it as carbon source. However, genes for formaldehyde fixation (<italic>hxlA</italic>, <italic>hxlB</italic>) shared high sequence identity (&#x003E;90%) with their corresponding homologs in 168, suggesting formaldehyde may be assimilated through the ribulose monophosphate pathway (bteq_M00345, <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S6</xref>). This may allow EA-CB0015 to scavenge formaldehyde produced by neighboring methylotrophs during growth on plant surfaces.</p>
</sec>
<sec id="sec20">
<title>Hydrolytic enzymes</title>
<p>EA-CB0015 contained genes for &#x03B2;-glucanases (<italic>bglC</italic>, <italic>bglS</italic>), chitinase (<italic>Csn</italic>), extracellular proteases (<italic>aprE</italic>, <italic>nprE</italic>), bacillopeptidase F protein degradation (Bpr), endolevanase (<italic>levC</italic>), xylanase (<italic>xynA, B, and C</italic>), &#x03B1;-amylase (<italic>amyE, amyX</italic>), and pectate lyases (<italic>pel</italic>, <italic>pelB</italic>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S8</xref>). These enzymes are be used to liberate sugars from complex polysaccharides that are then be assimilated by the strain. Chitinase may also function to inhibit nearby fungi by hydrolyzing their cell walls and inhibiting formation of hyphae (<xref ref-type="bibr" rid="ref55">Kobayashi and Ikemoto, 2019</xref>; <xref ref-type="bibr" rid="ref59">Legein et al., 2020</xref>). Lastly, a gene encoding for the quorum quenching enzyme YtnP (lactonase-homolog protein) was also found in the genome. This may degrade quorum sensing autoinducers of competitive strains in the same plant environment (<xref ref-type="bibr" rid="ref98">Schneider et al., 2012</xref>).</p>
</sec>
<sec id="sec21">
<title>Nitrogen and phosphorous</title>
<p>EA-CB0015 contained genes required to reduce nitrate to ammonia <italic>via</italic> the dissimilatory nitrate reduction pathway (bteq_M00530, <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S7</xref>). The strain lacks genes for a nitrogenase enzyme complex, and thus is unable to fix atmospheric dinitrogen. Genes required for metabolism of aspartate/glutamate (bteq00250), arginine/proline (bteq00330), glycine/threonine/serine (bteq00260) were present (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S7</xref>), all of which have been detected in the foliage of plants (<xref ref-type="bibr" rid="ref71">Morgan and Tukey, 1964</xref>; <xref ref-type="bibr" rid="ref86">Parangan-Smith and Lindow, 2013</xref>).</p>
<p>Under phosphate limiting conditions, many microorganisms can solubilize inorganic sources of phosphate or mineralize organophosphorous compounds (<xref ref-type="bibr" rid="ref41">Hanif et al., 2015</xref>). Genes encoding for the <italic>pho</italic> regulon, including alkaline phosphatase, extracellular enzymes to catabolize organophosphorous compounds (PhoA, PhoB, PhoD, GlpQ), phosphate transporters, and the <italic>tat</italic> secretion system for protein export were indeed present within the genome (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S9</xref>; <xref ref-type="bibr" rid="ref1">Allenby et al., 2005</xref>). Interestingly, phytase (<italic>phy</italic>) was only present as a pseudongene (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S9</xref>), suggesting strain is unable to hydrolyze phytate, a major source of organic phosphate.</p>
</sec>
<sec id="sec22">
<title>Iron</title>
<p>EA-CB0015 encoded genes for the biosynthesis of the siderophore bacillibactin (<italic>dhbACEBF</italic>), transporters for importing it into the cell (FeuABC-YusV), and the esterase BesA to release the iron in the cytosol (<xref ref-type="supplementary-material" rid="SM2">Supplementary Table S10</xref>; <xref ref-type="bibr" rid="ref69">Miethke et al., 2006</xref>). Genes encoding hydoxamate (<italic>fhuBCDG</italic>), petrobactin/catecholate (<italic>fpbOPQ</italic>), schizokinen/anthrobactin (<italic>yfhAYZ</italic>) transporters suggest the strain may scavenge siderophores produced by other species (<xref ref-type="supplementary-material" rid="SM2">Supplementary Table S10</xref>). Genes for citrate-iron transporter (<italic>fecCDEF</italic>), high-affinity iron transporter (<italic>efeUOB</italic>), and heme degradation (<italic>hmoAB</italic>) suggest these as additional mechanisms for iron acquisition.</p>
</sec>
<sec id="sec23">
<title>Protective mechanisms against oxidative stress and UV</title>
<p>Residing on plant leaves and surfaces, epiphytes are continually challenged by photooxidative stress. In addition to sporulation, biofilm formation, and motility, EA-CB0015 contained genes to protect itself from desiccation, UV light, and oxidative damage (<xref ref-type="bibr" rid="ref70">Mols and Abee, 2011</xref>). The flavin-dependent photoreceptor (<italic>ytvA</italic>) activates general stress response mechanisms in the presence of blue light. This includes spore-product photolyase (<italic>splB</italic>; <xref ref-type="supplementary-material" rid="SM2">Supplementary Table S11</xref>) to repair thymine dimer adducts produced from UV radiation (<xref ref-type="bibr" rid="ref44">Herrou and Crosson, 2011</xref>; <xref ref-type="bibr" rid="ref113">Vanhaelewyn et al., 2020</xref>). Genes for catalase, superoxide dismutase, thioredoxin reductase, hydroperoxide reductase, peroxiredoxin, and antioxidants including bacillithiol, phytoene, and sporulene (<xref ref-type="supplementary-material" rid="SM2">Supplementary Table S11</xref>), may help EA-CB0015 reduce damage from oxidative stress (<xref ref-type="bibr" rid="ref26">Engelmann and Hecker, 1996</xref>; <xref ref-type="bibr" rid="ref76">Newton et al., 2009</xref>; <xref ref-type="bibr" rid="ref127">Zuber, 2009</xref>; <xref ref-type="bibr" rid="ref48">Jeong et al., 2018</xref>). Production of extracellular polysaccharides and the siderophore bacillibactin (a UV-B absorbing compound) may further allow EA-CB0015 to avoid damage from UV exposure (<xref ref-type="supplementary-material" rid="SM2">Supplementary Table S11</xref>).</p>
</sec>
<sec id="sec24">
<title>Biosynthetic pathways for natural products</title>
<p>Epiphytic bacteria scavenge nutrients, influence development of plants, and the composition of local microbial communities through their natural products (<xref ref-type="bibr" rid="ref59">Legein et al., 2020</xref>). To identify the repertoire of molecules EA-CB0015 may produce, we first analyzed its genome using antiSMASH. We found seven BGCs for known natural products and two of unknown function (<xref ref-type="supplementary-material" rid="SM2">Supplementary Table S12</xref>). Encoded within the genome were non-ribosomal peptide synthetase (NRPS) BGCs for lipopeptides (plipastatin/fengycin C, surfactin, iturin) and the siderophore bacillibactin. The BGCs for subtilosin A (thiopeptide), sporulation killing factor (SKF; sactipeptide), and bacilysin were also detected (<xref rid="fig4" ref-type="fig">Figure 4</xref>). Annotation of the NRPS domains for fengycin C (<xref ref-type="bibr" rid="ref115">Villegas-Escobar et al., 2013</xref>), suggests the strain actually produces plipastatin. Specifically, the lack of an epimerization domain in module 3 of <italic>fenB</italic> suggests incorporation of <sc>l</sc>-Tyr instead of <sc>d</sc>-Tyr. Moreover, the domain annotation of module 9 predicts epimerization, suggesting <sc>d</sc>-Thr instead of a <sc>l</sc>-Thr in the final peptide natural product (<xref ref-type="bibr" rid="ref47">Hussein, 2019</xref>). The neighborhoods from EA-CB0015 were all conserved to reference BGCs for these natural products (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S4</xref>).</p>
<fig position="float" id="fig4"><label>Figure 4</label>
<caption>
<p>BGCs of known natural products within <italic>Bacillus tequilensis</italic> EA-CB0015. Predicted domains for NRPSs and amino acid specificity are shown. The third adenylation domain in the putative PpsD protein is predicted to load threonine (fengycin C) instead of tyrosine (plipastatin B). The BGCs are located on the following positions on the chromosome: SKF (209,791&#x2013;215,884); surfactin (359,914&#x2013;386,063); iturin&#x002A; (1,919,24&#x2013;1,955,499); plipastatin (fengycin C)&#x002A; (1,969,256&#x2013;2,007,030); bacillibactin&#x002A; (3,075,812&#x2013;3,087,611); subtilosin A&#x002A; (3,667,130&#x2013;3,674,071); bacilysin&#x002A; (3,701,710&#x2013;3,708,994). (&#x002A;Encoded on negative strand).</p>
</caption>
<graphic xlink:href="fmicb-14-1135487-g004.tif"/>
</fig>
<p>Two genomic regions were annotated to encode for potential terpene and polyketide compounds. The first region (2,107,965 to 2,129,124&#x2009;bp) contained a gene annotated as squalene-hopene cyclase, but its neighborhood lacked commonly associated genes for condensation of farnesyl diphosphate to squalene (SQase, or <italic>hpnD</italic>, <italic>hpnC</italic>, <italic>hpnE</italic>; <xref ref-type="supplementary-material" rid="SM2">Supplementary Table S13</xref>; <xref ref-type="bibr" rid="ref111">van der Donk, 2015</xref>). The second region (2,174,022 and 2,213,530&#x2009;bp) contained a putative type III polyketide synthase (chalcone synthase; BpsA) and an isoprenylcysteine carboxyl methyltraferase (BpsB), suggesting a role for biosynthesis of aliphatic polyketides, such as triketide pyrones, tetraketide pyrones and alkylresorcinols (<xref ref-type="supplementary-material" rid="SM2">Supplementary Table S14</xref>; <xref ref-type="bibr" rid="ref74">Nakano et al., 2009</xref>).</p>
<p>Putative pathways for other natural products were identified by KEGG and manual annotation. EA-CB0015 encoded genes for the antibiotic kanosamine, which is biosynthesized in three steps from glucose-6-phosphate (enzymes NtdC, NtdA, NtdB; KEGG accession bteq00998, <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S8</xref>). Biosynthesis of the plant hormone IAA included genes for tryptophan aminotransferase (<italic>patB</italic>), idole-3-pyruvate decarboxylase (<italic>yclC</italic>), and indole-3-acetaldehyde dehydrogenase (<italic>dhaS</italic>). These would produce indole 3-pyruvic acid pathway (IPyA) the predominant precursor to IAA (<xref ref-type="bibr" rid="ref101">Shao et al., 2015</xref>). Genes related to the tryptamine-TAM pathway (<italic>bsdC,</italic> flavin monamine oxidase, and <italic>dhaS</italic>), known as an alternative pathway for the synthesis of IAA, were found (<xref ref-type="bibr" rid="ref101">Shao et al., 2015</xref>). <italic>YhcX,</italic> predicted to act as a nitrilase in the last step of the indole 3-acetonitrile (IAN) pathway, was also present (<xref ref-type="supplementary-material" rid="SM2">Supplementary Table S15</xref>).</p>
</sec>
<sec id="sec25">
<title>Genetic exchange</title>
<p>Leaf surfaces are proposed as hot spots for lateral gene transfer and important breeding grounds for microbial diversity (<xref ref-type="bibr" rid="ref64">Lindow and Leveau, 2002</xref>). Thus, we sought to understand both the degree to which EA-CB0015 may have been affected by gene transfer events and mechanisms it may have to maintain genome integrity.</p>
<p>EA-CB0015 encoded genes needed to take up DNA by genetic competence (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S5</xref>), but did not contain plasmids nor any complete integrative or conjugative transposons (<xref ref-type="bibr" rid="ref5">Auchtung et al., 2016</xref>). However, some pseudogenes (<italic>immA</italic>, <italic>immR</italic>, <italic>phrI</italic>) or integrases (<italic>int</italic>) for excision of ICEBs were present in the genome (<xref ref-type="supplementary-material" rid="SM2">Supplementary Table S16</xref>). Four prophage regions were predicted, suggesting EA-CB0015 was susceptible to bacteriophages (<xref rid="fig5" ref-type="fig">Figure 5</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S5</xref>). PHASTER analysis classified three as incomplete (<italic>Bacillus</italic> phi4J1, <italic>Brevibacillus</italic> Jimmer2, and <italic>Staphylococcus</italic> SP&#x03B2;-like) and one as questionable (<italic>Bacillus</italic> SP&#x03B2;). While insertions and recombination from prophages may disrupt important genes, they may also introduce phage resistance or prototrophy to improve the competitive fitness (<xref ref-type="bibr" rid="ref56">Kohm and Hertel, 2021</xref>).</p>
<fig position="float" id="fig5"><label>Figure 5</label>
<caption>
<p>Chromosomal map of <italic>Bacillus tequilensis</italic> EA-CB0015 showing genetic exchange features, antimicrobial resistance genes, restriction modification systems, and virulence factors. The outer circle shows the location of insertion sequences (light-blue), antimicrobial resistance genes (pink), restriction modification systems (purple), toxin-antitoxin systems (brown) and virulence factors (gray). Intact (high confidence) prophage regions are shown in the second circle (green). The inner circle shows the location of genomic islands (dark-blue).</p>
</caption>
<graphic xlink:href="fmicb-14-1135487-g005.tif"/>
</fig>
<p>Other hallmarks of horizonal gene transfer include GEIs and transposable elements. GEIs encode cluster of genes for specialized functions (pathogenicity, symbiosis, metabolism, resistance, fitness) presumed to be of foreign origin (<xref ref-type="bibr" rid="ref50">Juhas et al., 2009</xref>). Interestingly, GEIs accounted for 10% of the total genome, with many phage-related genes overlapping the same regions (<xref rid="fig5" ref-type="fig">Figure 5</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figures S5</xref>, <xref ref-type="supplementary-material" rid="SM1">S6</xref>). Fourteen ISs (transposable elements) were present in the genome (<xref ref-type="supplementary-material" rid="SM2">Supplementary Table S17</xref>). However, ISs belonging to IS1182 and IS1595 families were pseudogenes and only those belonging to the IS3 family were complete. The latter was the most abundant, with 8 copies of ISBsuI and 1 copy of ISErh (<xref ref-type="bibr" rid="ref103">Siguier et al., 2006</xref>; <xref rid="fig5" ref-type="fig">Figure 5</xref>). These may offer a selective advantage by accelerating genome rearrangement, introducing virulence factors, or resistance genes to antibiotics (<xref ref-type="bibr" rid="ref64">Lindow and Leveau, 2002</xref>). Genes for putative virulence factors including hemolysin III (<italic>hlyIII</italic>), capsular polyglutamate and bacillibactin were encoded outside of mobile elements (<xref rid="fig5" ref-type="fig">Figure 5</xref>; <xref ref-type="supplementary-material" rid="SM2">Supplementary Table S18</xref>). Resistance genes for streptomycin (<italic>aadK</italic>), spiramycin and telithromycin (<italic>mphK</italic>), and tetracycline (<italic>tetL</italic>; <xref rid="fig5" ref-type="fig">Figure 5</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Tables S18</xref>, <xref ref-type="supplementary-material" rid="SM1">S19</xref>) were also detected. The streptomycin resistance gene was encoded within a genomic island.</p>
<p>Both type I and type II RM systems were encoded in the genome of EA-CB0015. The type I system contained genes for the HsdR endonuclease (R), specificity subunit (S), and DNA methyltransferase (M; <xref rid="fig5" ref-type="fig">Figure 5</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S7</xref>). While genes for the endonuclease and methyltransferase of the type I system were highly conserved (&#x003E;85% sequence identity), the specificity subunit (G4P54_RS16760) exhibited significantly lower sequence identity (33%&#x2013;40%; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S8</xref>). This suggests variability in the recognition site where the restriction endonuclease cleaves DNA. Additionally, a type II RM system with a site-specific DNA methyltransferase (locus tag G4P54_RS15065) was found.</p>
<p>EA-CB0015 contained 22 TA systems (<xref rid="fig5" ref-type="fig">Figure 5</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S9</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S20</xref>). These included two type I TA systems (<italic>bsrG/SR4</italic> and <italic>yonT-yoyJ/SR6</italic> located in SP&#x03B2; region) and three type II TA systems (<italic>ndoA/ndoB, spoIISA/spoIISB/spoIISC</italic> and <italic>yeeF/yezG</italic>) which are also in strain 168. TA systems may provide fitness advantages when the strain experiences stress from pH changes, oxygen deficiency, or iron limitation (<xref ref-type="bibr" rid="ref12">Brantl and M&#x00FC;ller, 2019</xref>). Lastly, no RNA-based defense systems were found using CRISPRCasFinder (<xref ref-type="bibr" rid="ref18">Couvin et al., 2018</xref>).</p>
</sec>
<sec id="sec26">
<title>Natural product BGCs, prophages and restriction modification systems among <italic>Bacillus</italic> spp.</title>
<p>To understand how EA-CB0015 compares with these closely related bacteria and the presence of any distinguishing trends, we cataloged natural product biosynthesis, prophage, and RM across type strains within the <italic>B. subtilis</italic> species complex, <italic>B. cereus</italic> species complex and <italic>B. coagulans</italic> (<xref rid="fig2" ref-type="fig">Figure 2</xref>). In general, strains that are non-pathogenic to humans (<italic>B. subtilis</italic>, <italic>B. tequilensis</italic>, <italic>B. mojavensis</italic>, <italic>B. atrophaeus</italic>, <italic>B. velezensis</italic>, <italic>B. amyloliquefaciens</italic>, <italic>B. licheniformis</italic> and <italic>B. pumilus</italic>) encoded a more natural product BGCs. Among the 22 different natural product BGCs we identified, the largest number (7&#x2013;9) were associated with <italic>B. subtilis</italic>, <italic>B. velezensis</italic>, <italic>B. amyloliquefacies</italic>, and <italic>B. tequilensis</italic> (<xref rid="fig2" ref-type="fig">Figure 2B</xref>). These was consistent with known biological control agents produced by these species (<xref ref-type="bibr" rid="ref16">Chen et al., 2009</xref>; <xref ref-type="bibr" rid="ref39">Gutierrez-Monsalve et al., 2015</xref>; <xref ref-type="bibr" rid="ref85">Pandin et al., 2018</xref>; <xref ref-type="bibr" rid="ref96">Samaras et al., 2021</xref>). Surfactin, bacilysin, bacillibactin, and bacillaene were the most prevalent BGCs. Except for the antifungal phosphonopeptide rhizocticin (<xref ref-type="bibr" rid="ref8">Borisova et al., 2010</xref>), EA-CB0015 and BAA-819 share the same composition of natural product BGCs. The most common BGC in pathogenic bacilli was petrobactin. None of these 22 BGCs were present in <italic>B. coagulans</italic>.</p>
<p>Prophages account for substantial genetic variation and confer phage resistance (<xref ref-type="bibr" rid="ref13">Casjens, 2003</xref>; <xref ref-type="bibr" rid="ref29">Fortier and Sekulovic, 2013</xref>; <xref ref-type="bibr" rid="ref56">Kohm and Hertel, 2021</xref>). Across all taxa, the number of candidate prophage regions and prophage CDSs was similar within the <italic>B. subtilis</italic> species complex (4.68 regions and 217.74 CDSs) and <italic>B. cereus</italic> group (5.15 regions and 196.95 CDSs; <xref rid="fig2" ref-type="fig">Figure 2C</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S10</xref>). Intact prophages included members of the Siphoviridae, Myoviridae and Tectiviridae families (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S11</xref>). Twelve phages were unique to <italic>B. subtilis</italic> species complex, 8 unique to the <italic>B. cereus</italic> species complex, and 3 were shared between both groups (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figures S10</xref>, <xref ref-type="supplementary-material" rid="SM1">S12</xref>). Altogether, these results indicate phages are evolutionary conserved within species complexes.</p>
<p>As natural selection is one of the most important evolutionary processes, RM systems serve as an important defense against the introduction of foreign DNA (<xref ref-type="bibr" rid="ref11">Bourniquel and Bickle, 2002</xref>). Type II RM systems were the most common among both groups, present in 68 and 81% of the strains from <italic>B. subtilis</italic> and <italic>B. cereus</italic> complexes, respectively. Other types of RM systems were also widely distributed but less abundant than type II systems (<xref rid="fig2" ref-type="fig">Figure 2D</xref>), but no differential patterns were observed between these two groups of strains.</p>
</sec>
</sec>
<sec id="sec27" sec-type="discussions">
<title>Discussion</title>
<p>Successful biocontrol agents have been suggested to require distinct mechanisms that confer survival to its habitat and contribute to the health of its host (<xref ref-type="bibr" rid="ref59">Legein et al., 2020</xref>). In sequencing the genome of <italic>B. tequilensis</italic> EA-CB0015, we uncovered the genetic basis for several physiological adaptations underlying its survival in the phyllosphere including biofilm formation, motility, competence, protection from oxidative stress, and sporulation. Spores of EA-CB0015 are predicted to lack legionaminic acid, and their reduced charge may favor adherence to the naturally hydrophobic surface of leaves. Genes for chemotaxis, and swarming suggest colonization of plant surfaces may be mediated through motility toward optimal growth conditions including microenvironments rich in nutrients. EA-CB0015 may also leverage acquisition of nutrients through its biosynthesis of IAA and surfactin. Production of IAA induces physiological changes in plants including loosening of plant cell walls and the release of nutrients (<xref ref-type="bibr" rid="ref112">Vanderhoef and Dute, 1981</xref>). Surfactin could improve the wettability of leaves and thus facilitate adherence (<xref ref-type="bibr" rid="ref63">Lindow and Brandl, 2003</xref>). Both may increase access of nutrients that could then be assimilated by EA-CB0015 through its diverse pathways for carbon (sugars, organic acids, formaldehyde) nitrogen (dissimilatory nitrate reduction, amino acid catabolism), and phosphorous assimilation.</p>
<p>Microbial natural products contribute the health of host plants by modulating plant hormone concentrations, inducing systemic resistance, and inhibiting both growth and intercellular communication of pathogens (<xref ref-type="bibr" rid="ref59">Legein et al., 2020</xref>). At least seven natural product BGCs were present within the genome of EA-CB0015. In addition to previously characterized lipopeptides surfactin, iturin A and fengycin C (<xref ref-type="bibr" rid="ref115">Villegas-Escobar et al., 2013</xref>; <xref ref-type="bibr" rid="ref72">Mosquera et al., 2014</xref>), four additional natural product BGCs for bacillibactin, bacilysin, subtilosin A, and the sporulation killing factor were identified. These later compounds could contribute to the biological control activities of this strain. In addition to iron scavenging and biofilm formation, bacillibactin has been associated with alternative functions including transport of other metals, sequestration of toxic metals, and protection from oxidative stress (<xref ref-type="bibr" rid="ref91">Rizzi et al., 2019</xref>; <xref ref-type="bibr" rid="ref59">Legein et al., 2020</xref>). Production of bacilysin by <italic>B. velezensis</italic> FZB42 was found to regulate the expression of several virulence genes in <italic>X. oryzae</italic> (<xref ref-type="bibr" rid="ref84">&#x00D6;zcengiz and &#x00D6;&#x011F;&#x00FC;l&#x00FC;r, 2015</xref>; <xref ref-type="bibr" rid="ref120">Wu et al., 2015</xref>), while subtilosin A was inhibitory against a variety of gram-positive and-negative bacteria (<xref ref-type="bibr" rid="ref102">Shelburne et al., 2007</xref>). The cannibalistic peptide, SKF is known to permeabilize of cytoplasmic membranes of <italic>E. coli</italic> cells (<xref ref-type="bibr" rid="ref81">Nonejuie et al., 2016</xref>) and inhibit the growth of plant pathogens such as <italic>X. oryzae</italic> (<xref ref-type="bibr" rid="ref62">Lin et al., 2001</xref>). Determining the production of these compounds by EA-CB0015 on plants will provide valuable insight into their functional role in biocontrol and if beneficial synergistic effects may exist.</p>
<p>We identified significant variations between related <italic>Bacilli</italic> that arose from bacteriophage activity. Long-term associations between temperate phages may provide benefit to bacteria through resistance against infection and introduction of accessory genes for metabolism, stress tolerance, and antibiotic resistance. These may facilitate survival of EA-CB0015 when exposed to natural products produced from other epiphytic microbes and antibiotics commonly applied to commercial crops (<xref ref-type="bibr" rid="ref97">Schnabel and Jones, 1999</xref>; <xref ref-type="bibr" rid="ref27">Feiner et al., 2015</xref>; <xref ref-type="bibr" rid="ref45">Howard-Varona et al., 2018</xref>; <xref ref-type="bibr" rid="ref89">Ramisetty and Sudhakari, 2019</xref>). Moreover, mobile genetic elements in EA-CB0015 and related <italic>Bacilli</italic> may accelerate transfer of genes that are advantageous for their survival in the phyllosphere (<xref ref-type="bibr" rid="ref64">Lindow and Leveau, 2002</xref>). The contribution of phages, mobile elements, and associated TA systems on the competitive fitness of epiphytic <italic>Bacillus</italic> spp., influencing the phyllosphere microbiome, and effecting the physiology of host plants remain important areas of future investigation.</p>
</sec>
<sec id="sec28" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are publicly available. This data can be found at: <ext-link xlink:href="https://www.ncbi.nlm.nih.gov/nuccore/NZ_CP048852.1" ext-link-type="uri">https://www.ncbi.nlm.nih.gov/nuccore/NZ_CP048852.1</ext-link>.</p>
</sec>
<sec id="sec29">
<title>Author contributions</title>
<p>TC-G, K-SJ, and VV-E: conceptualization and writing the manuscript. TC-G, CG-B, K-SJ, and VV-E: methodology, investigation, and formal analysis. K-SJ and VV-E: supervision and funding acquisition. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="sec30" sec-type="funding-information">
<title>Funding</title>
<p>This project was funded with support from Universidad EAFIT (VV-E), Association of Banana Producers of Colombia (AUGURA; VV-E), Colciencias (Convocatoria 617 Doctorados Nacionales for the PhD studies of TC-G), and the National Institutes for Health (GM137135 to K-SJ).</p>
</sec>
<sec id="conf1" 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="sec100" 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>
</body>
<back>
<ack>
<p>This research was made possible by the subscribed Contract Number 166 and 139 with Ministerio de Medio Ambiente y Desarrollo Territorial of Colombia in the categories &#x201C;Contrato de Acceso a Recursos Gen&#x00E9;ticos y Productos Derivados para Investigaci&#x00F3;n Cient&#x00ED;fica&#x201D; and &#x201C;Contrato de Acceso a Recursos Gen&#x00E9;ticos y Productos Derivados con Fines Comerciales,&#x201D; respectively.</p>
</ack>
<sec id="sec32" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2023.1135487/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fmicb.2023.1135487/full#supplementary-material</ext-link></p>
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<p><sup>1</sup><ext-link xlink:href="https://github.com/camilogarciabotero/PHASTER-DataProcessing-scripts" ext-link-type="uri">https://github.com/camilogarciabotero/PHASTER-DataProcessing-scripts</ext-link></p>
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