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	<front>
		<journal-meta>
			<journal-id journal-id-type="publisher-id">rmfi</journal-id>
			<journal-title-group>
				<journal-title>Revista mexicana de fitopatología</journal-title>
				<abbrev-journal-title abbrev-type="publisher">Rev. mex. fitopatol</abbrev-journal-title>
			</journal-title-group>
			<issn pub-type="ppub">0185-3309</issn>
			<issn pub-type="epub">2007-8080</issn>
			<publisher>
				<publisher-name>Sociedad Mexicana de Fitopatología A.C.</publisher-name>
			</publisher>
		</journal-meta>
		<article-meta>
			<article-id pub-id-type="doi">10.18781/R.MEX.FIT.2024-18</article-id>
			<article-categories>
				<subj-group subj-group-type="heading">
					<subject>Articles</subject>
				</subj-group>
			</article-categories>
			<title-group>
				<article-title>Potential biological control Mechanisms of <italic>Bacillus paralicheniformis</italic> TRQ65 against phytopathogenic fungi</article-title>
			</title-group>
			<contrib-group>
				<contrib contrib-type="author">
					<name>
						<surname>Valenzuela Ruiz</surname>
						<given-names>Valeria</given-names>
					</name>
					<xref ref-type="aff" rid="aff1">¹</xref>
				</contrib>
				<contrib contrib-type="author">
					<name>
						<surname>Parra Cota</surname>
						<given-names>Fannie Isela</given-names>
					</name>
					<xref ref-type="aff" rid="aff2">² </xref>
				</contrib>
				<contrib contrib-type="author">
					<name>
						<surname>Santoyo</surname>
						<given-names>Gustavo</given-names>
					</name>
					<xref ref-type="aff" rid="aff3">³</xref>
				</contrib>
				<contrib contrib-type="author">
					<name>
						<surname>Estrada Alvarado</surname>
						<given-names>María Isabel</given-names>
					</name>
					<xref ref-type="aff" rid="aff4">⁴</xref>
				</contrib>
				<contrib contrib-type="author">
					<name>
						<surname>Cira Chávez</surname>
						<given-names>Luis Alberto</given-names>
					</name>
					<xref ref-type="aff" rid="aff5">⁵</xref>
				</contrib>
				<contrib contrib-type="author">
					<name>
						<surname>Castro Longoria</surname>
						<given-names>Ernestina</given-names>
					</name>
					<xref ref-type="aff" rid="aff6">⁶</xref>
				</contrib>
				<contrib contrib-type="author">
					<name>
						<surname>de los Santos Villalobos</surname>
						<given-names>Sergio</given-names>
					</name>
					<xref ref-type="aff" rid="aff7">⁷ </xref>
				</contrib>
			</contrib-group>
			<aff id="aff1">
				<institution content-type="original">¹Instituto Tecnológico de Sonora, 5 de febrero 818 sur, 85000, Cd. Obregón, Sonora, México.</institution>
				<institution content-type="normalized">Instituto Tecnológico de Sonora</institution>
				<institution content-type="orgname">Instituto Tecnológico de Sonora</institution>
				<addr-line>
					<postal-code>85000</postal-code>
					<city>Cd. Obregón</city>
					<state>Sonora</state>
				</addr-line>
				<country country="MX">Mexico</country>
			</aff>
			<aff id="aff2">
				<institution content-type="original">²Campo Experimental Norman E. Borlaug, 85000, Cd. Obregón, Sonora, México.</institution>
				<institution content-type="normalized">Campo Experimental Norman E. Borlaug</institution>
				<institution content-type="orgname">Campo Experimental Norman E. Borlaug</institution>
				<addr-line>
					<postal-code>85000</postal-code>
					<city>Cd. Obregón</city>
					<state>Sonora</state>
				</addr-line>
				<country country="MX">Mexico</country>
			</aff>
			<aff id="aff3">
				<institution content-type="original">³Instituto de Investigaciones Químico Biológicas, Universidad Michoacana de San Nicolás de Hidalgo, Morelia, Michoacán, México.</institution>
				<institution content-type="normalized">Instituto de Investigaciones Químico Biológicas</institution>
				<institution content-type="orgname">Instituto de Investigaciones Químico Biológicas</institution>
				<addr-line>
					<city>Morelia</city>
					<state>Michoacán</state>
				</addr-line>
				<country country="MX">Mexico</country>
			</aff>
			<aff id="aff4">
				<institution content-type="original">⁴Instituto Tecnológico de Sonora, 5 de febrero 818 sur, 85000, Cd. Obregón, Sonora, México.</institution>
				<institution content-type="normalized">Instituto Tecnológico de Sonora</institution>
				<institution content-type="orgname">Instituto Tecnológico de Sonora</institution>
				<addr-line>
					<postal-code>85000</postal-code>
					<city>Cd. Obregón</city>
					<state>Sonora</state>
				</addr-line>
				<country country="MX">Mexico</country>
			</aff>
			<aff id="aff5">
				<institution content-type="original">⁵Instituto Tecnológico de Sonora, 5 de febrero 818 sur, 85000, Cd. Obregón, Sonora, México.</institution>
				<institution content-type="normalized">Instituto Tecnológico de Sonora</institution>
				<institution content-type="orgname">Instituto Tecnológico de Sonora</institution>
				<addr-line>
					<postal-code>85000</postal-code>
					<city>Cd. Obregón</city>
					<state>Sonora</state>
				</addr-line>
				<country country="MX">Mexico</country>
			</aff>
			<aff id="aff6">
				<institution content-type="original">⁶Departamento de Microbiología, Centro de Investigación Científica y de Educación Superior de Ensenada, Baja California (CICESE), Ensenada, México.</institution>
				<institution content-type="normalized">Centro de Investigación Científica y de Educación Superior de Ensenada</institution>
				<institution content-type="orgname">Centro de Investigación Científica y de Educación Superior de Ensenada</institution>
				<addr-line>
					<city>Ensenada</city>
				</addr-line>
				<country country="MX">Mexico</country>
			</aff>
			<aff id="aff7">
				<institution content-type="original">⁷Instituto Tecnológico de Sonora, 5 de febrero 818 sur, 85000, Cd. Obregón, Sonora, México.</institution>
				<institution content-type="normalized">Instituto Tecnológico de Sonora</institution>
				<institution content-type="orgname">Instituto Tecnológico de Sonora</institution>
				<addr-line>
					<postal-code>85000</postal-code>
					<city>Cd. Obregón</city>
					<state>Sonora</state>
				</addr-line>
				<country country="MX">Mexico</country>
			</aff>
			<pub-date date-type="pub" publication-format="electronic">
				<day>18</day>
				<month>12</month>
				<year>2024</year>
			</pub-date>
			<pub-date date-type="collection" publication-format="electronic">
				<year>2024</year>
			</pub-date>
			<volume>42</volume>
			<issue>4</issue>
			<elocation-id>RMEXFIT202418</elocation-id>
			<history>
				<date date-type="received">
					<day>01</day>
					<month>07</month>
					<year>2024</year>
				</date>
				<date date-type="accepted">
					<day>28</day>
					<month>11</month>
					<year>2024</year>
				</date>
			</history>
			<permissions>
				<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by-nc/4.0/" xml:lang="en">
					<license-p>This is an open-access article distributed under the terms of the Creative Commons Attribution License</license-p>
				</license>
			</permissions>
			<abstract>
				<title>Abstract:</title>
				<sec>
					<title>Background/Objetive. </title>
					<p><italic>Bacillus paralicheniformis</italic> TRQ65 was isolated from wheat (<italic>Triticum turgidum</italic> subsp<italic>. durum</italic>) rhizosphere in commercial fields in the Yaqui Valley, Mexico. This strain was one of the most abundant bacteria in the rhizosphere. The objective of this study is to explore the potential biological control action mechanisms of <italic>Bacillus paralicheniformis</italic> TRQ65 against phytopathogenic fungi of agricultural importance, through genome sequencing and mining.</p>
				</sec>
				<sec>
					<title>Materials and methods. </title>
					<p>The biocontrol activity of this strain was quantified through <italic>in vitro</italic> dual assays evaluating inhibition zones against 11 agronomically important fungi. A whole-genome analysis was conducted as genomic mining to evaluate its potential for biological control.</p>
				</sec>
				<sec>
					<title>Results. </title>
					<p>Strain TRQ65 showed biocontrol activity against 45% of the studied fungi, where the highest inhibition was against <italic>Botrytis cinerea</italic>, 43.8% ± 9% on day 5. Based on genome sequencing and mining (antiSMASH), this bioactivity could be associated with the biosynthesis of lichenysin, bacillibactin, and/or fengycin.</p>
				</sec>
				<sec>
					<title>Conclusion. </title>
					<p>This research provides the first insight into the potential biological control activity of strain TRQ65. Further studies need to be carried out to validate <italic>Bacillus paralicheniformis</italic> TRQ65 as an active ingredient in sustainable bacterial inoculants for eco-friendly agriculture.</p>
				</sec>
			</abstract>
			<kwd-group xml:lang="en">
				<title>Keywords:</title>
				<kwd>Biological Control Agents</kwd>
				<kwd>Agriculture</kwd>
				<kwd>Bacillus</kwd>
				<kwd>Fengycins</kwd>
				<kwd>Lichenysins</kwd>
				<kwd>Bacillibactin.</kwd>
			</kwd-group>
			<counts>
				<fig-count count="4"/>
				<table-count count="2"/>
				<equation-count count="0"/>
				<ref-count count="74"/>
				<page-count count="0"/>
			</counts>
		</article-meta>
	</front>
	<body>
		<sec sec-type="intro">
			<title>Introduction</title>
			<p>Sustainable agricultural practices are crucial since the growing population is estimated to reach ~ 10 billion people by 2050 (FAO, 2018). The conventional methods for food production have highly impacted agricultural land availability, agronomical soil degradation, the loss of agrochemical efficiency, and increased incidence of plant diseases (<xref ref-type="bibr" rid="B47">Lowry <italic>et al</italic>., 2019</xref>; Pellegrini and Fernández, 2018). Plant diseases generate yield losses of 15-25% but in some cases, up to 85% of crop yield have also been reported (<xref ref-type="bibr" rid="B36">Gupta <italic>et al.</italic>, 2018</xref>; Mehta 2014). The most important phytopathogenic organisms agronomically are usually fungi, representing approximately 70% of plant diseases (FAO, 2016). Thus, among the most important phytopathogenic fungi due to their incidence, severity, and economic losses in subtropical and tropical regions, especially in Mexico, are <italic>Rhizoctonia</italic>, <italic>Botryosphaeria</italic>, <italic>Bipolaris</italic>, and <italic>Fusarium</italic> (<xref ref-type="bibr" rid="B56">Rodríguez-Guadarrama <italic>et al</italic>., 2018</xref>; <xref ref-type="bibr" rid="B71">Villa-Rodriguez <italic>et al</italic>., 2021</xref>; <xref ref-type="bibr" rid="B48">Mondragón-Flores <italic>et al.,</italic> 2021</xref>).</p>
			<p>Plant disease management worldwide in traditional agriculture is mainly focused on the intensification of the applied pesticides. Where, the use of pesticides worldwide has increased by almost 100% from 1992 to 2016 (FAO, 2018), while in Mexico the increase has been 76% in the same period (Roser <italic>et al.,</italic> 2019). However, only about 0.1% reaches the agricultural crop (Gill <italic>et al.,</italic> 2014); thus, the remaining pesticide is lost, resulting in negative impacts including environmental degradation, destruction of non-target organisms, the contamination of soils and aquifers with recalcitrant residues, soil degradation, and salinization (<xref ref-type="bibr" rid="B66">Tudi <italic>et al</italic>., 2021</xref>). The loss of biodiversity and chemical and microbial degradation in soil result in an increase in sensitivity and/or tolerance to potential external effects generating serious economic and environmental impacts (<xref ref-type="bibr" rid="B15">Chappell <italic>et al.,</italic> 2019</xref>; <xref ref-type="bibr" rid="B31">Gálvez-Gamboa <italic>et al.,</italic> 2018</xref>). Therefore, sustainable yield-focused strategies must be developed under an integral ecosystem approach to ensure the efficiency, quality, and yield of crops (Dietemann <italic>et al.,</italic> 2024).</p>
			<p>|In this sense, biopesticides have been a topic of interest worldwide (Thaku <italic>et al.,</italic> 2024). In Mexico, 6.2% of commercial pesticides used are of biological origin (biological control agents), among which the most frequently used biological control agents are <italic>Bacillus thuringiensis, Phaecilomyces fumoroseus</italic> and <italic>Bauveria bassiana</italic> (<xref ref-type="bibr" rid="B55">Pérez-Olvera <italic>et al.,</italic> 2011</xref>). The genus <italic>Bacillus</italic> occupies 85% of the commercially available bacterial biopesticides (Villarreal-Delgado <italic>et al.,</italic> 2017). Biological control agents are beneficial organisms that help reduce the harmful effects of plant pathogens. They achieve this through antagonistic actions using various mechanisms; such as mycoparasitism, production of lytic enzymes, induction of systemic response of the plant, and/or production of δ-endotoxins, siderophores, and lipopeptides among others (Valenzuela Ruiz <italic>et al.,</italic> 2020).</p>
			<p>In recent decades, the introduction of genomic, phylogenomic, and bioinformatics tools has contributed significantly to a better understanding of the interactions between microorganisms and plants (<xref ref-type="bibr" rid="B61">Sharma <italic>et al.,</italic> 2020</xref>). The study of microbial species at the genetic level has not only allowed the identification of mechanisms and genes involved in root colonization, the adaptation of the host, and the improvement of plant growth (Sheppard <italic>et al.,</italic> 2018; <xref ref-type="bibr" rid="B74">Youseif, 2018</xref>) but also, it has allowed the realization of very important advances in the characterization and taxonomic affiliation of taxa associated with beneficial effects in crops (<xref ref-type="bibr" rid="B37">Jagadeesan <italic>et al.,</italic> 2019</xref>). Thus, the objective of this study is to explore the potential biological control action mechanisms of <italic>Bacillus paralicheniformis</italic> TRQ65 against phytopathogenic fungi of agricultural importance, through genome sequencing and mining.</p>
		</sec>
		<sec sec-type="materials|methods">
			<title>Materials and Methods</title>
			<sec>
				<title>Microbial strains and culture conditions</title>
				<p><italic>Bacillus paralicheniformis</italic> TRQ65 was isolated from the wheat (<italic>Triticum turgidum</italic> subsp. <italic>durum</italic>) rhizosphere in commercial fields of the Yaqui Valley, Mexico (27.3692°, 110.3886°). The strain is stored in the Colección de Microorganismos Edáficos y Endófitos Nativos (COLMENA) in Mexico <ext-link ext-link-type="uri" xlink:href="http://www.itson.edu.mx/">(www.itson.edu.mx/</ext-link> COLMENA) (<xref ref-type="bibr" rid="B21">de los Santos Villalobos et al., 2021</xref>). To prepare bacterial cultures, 1 x 10<sup>4</sup> colony-forming units (CFU) of TRQ65 were inoculated into 10 mL of Nutrient Broth (NB). After 24 hours of incubation at 28 °C and 180 rpm, the suspension was centrifuged at 4000 rpm for 5 minutes. The bacterial pellet was then re-suspended in sterile distilled water (autoclaved at 121 °C and 15 psi for 15 minutes) and adjusted to a concentration of 1 x 10<sup>8</sup> CFU/mL (<xref ref-type="bibr" rid="B71">Villa-Rodriguez <italic>et al.,</italic> 2021</xref>). The antagonistic activity of TRQ65 was tested against 11 phytopathogenic fungi: <italic>Fusarium brachygibbosum, Botryosphaeria rhodina, Penicillium expansum, Penicillium crustosum, Geotrichum candidum,</italic> and <italic>Cladosporium</italic> sp. (provided by the Michoacan University of San Nicolás de Hidalgo); <italic>Botrytis cinerea, Mucor rouxii,</italic> and <italic>Rhizoctonia solani</italic> (provided by the Ensenada Center for Scientific Research and Higher Education); and <italic>Neocosmospora solani</italic> and <italic>Bipolaris sorokiniana</italic> (from COLMENA). The fungi were grown on Potato Dextrose Agar (PDA) and incubated in light for 120 hours at 28°C. Spores were collected using distilled water with 0.01% Tween 20 and adjusted to a concentration of 1 x 10<sup>8</sup> spores/mL (Villa-Rodriguez <italic>et al</italic>., 2019).</p>
				<p><bold>
 <italic>In vitro</italic> dual confrontation assay of <italic>Bacillus paralicheniformis</italic> TRQ65 against phytopathogenic fungi</bold> A qualitative dual assay was carried out on Petri dishes containing Potato Dextrose Agar (PDA), where strain TRQ65 was tested against the fungal strains listed earlier. Each fungal strain was inoculated with 1 x 10<sup>8</sup> spores at the center of the Petri dish, while 1 x 10<sup>8</sup> CFU of TRQ65 was placed at equidistant points, 2 cm away from the fungal inoculum (<xref ref-type="bibr" rid="B20">de los Santos Villalobos <italic>et al</italic>., 2012</xref>). The inhibition zones formed around the fungal pathogens were measured quantitatively over 7 days, with three replicates for each condition. Statistical analysis was performed using Statgraphics Plus version 5.1 software. Data were analyzed using one-way ANOVA and Tukey’s Range Test (HSD) (p ≥ 0.05), and the results are presented as the mean of the replicates or independent experiments.</p>
			</sec>
		</sec>
		<sec>
			<title>Bacterial genome sequencing and mining</title>
			<p>Genomic DNA was isolated from a fresh culture of strain TRQ65, which was grown in Nutrient Broth (NB) at 28°C with shaking at 180 rpm for 24 hours, reaching a concentration of 1 x 10<sup>8</sup> CFU/mL, as described by Valenzuela- Aragon <italic>et al</italic>. (2019). The extracted DNA was then sequenced using the Illumina MiSeq platform (2 x 300 bp) at a 30x coverage depth, and the Next Generation Sequencing library preparation was carried out by using the TruSeq DNA Nano Kit for Illumina<sup>®</sup> Platforms, following the manufacturer’s specified protocols (LANGEBIO-CINVESTAV unidad Irapauto). The quality of the sequencing reads was evaluated using FastQC version 0.11.5 (<xref ref-type="bibr" rid="B1">Andrews, 2010</xref>). To remove adapter sequences and low-quality bases, Trimmomatic version 0.32 (<xref ref-type="bibr" rid="B11">Bolger <italic>et al.,</italic> 2014</xref>) was applied. For de novo assembly, SPAdes version 3.10.1 (<xref ref-type="bibr" rid="B8">Bankevich <italic>et al</italic>., 2012</xref>) was used with the “--careful” option to minimize errors. The assembled contigs were arranged using Mauve Contig Mover version 2.4.0 (<xref ref-type="bibr" rid="B19">Darling <italic>et al</italic>., 2004</xref>). To detect plasmids within the genome, PLACNETw (https://castillo.dicom.unican.es/ upload/) (<xref ref-type="bibr" rid="B70">Vielva <italic>et al.,</italic> 2017</xref>) was utilized. Genome annotation was performed using the RAST server version 2.0 <ext-link ext-link-type="uri" xlink:href="http://rast.nmpdr.org/">(http://rast.nmpdr.org)</ext-link> (Aziz <italic>et al</italic>., 2008; <xref ref-type="bibr" rid="B54">Overbeek <italic>et al</italic>., 2013</xref>), employing the RASTtk pipeline with default settings. Contigs were scaffolded using MeDuSa, a multi-draft-based scaffolder (Bosi <italic>et al.,</italic> 2015). Lastly, antiSMASH version 5.0 (https://antismash.secondarymetabolites.org) (<xref ref-type="bibr" rid="B10">Blin <italic>et al.,</italic> 2019</xref>) was used to identify potential biosynthetic gene clusters related to biocontrol activity in the genome of the studied bacterial strains.</p>
		</sec>
		<sec sec-type="results|discussion">
			<title>Results and Discussion</title>
			<sec>
				<title><bold>In vitro dual assay of <italic>Bacillus paralicheniformis</italic> TRQ65 against phytopathogenic fungi</bold></title>
				<p>Strain TRQ65 showed biocontrol activity against 45% of the studied phytopathogenic fungi (<italic>Fusarium brachygibbosum, Neocosmospora solani, Botryosphaeria rhodina, Botrytis cinerea</italic>, and <italic>Bipolaris sorokiniana</italic>) (<xref ref-type="table" rid="t1">Table 1</xref>). <italic>Bacillus paralicheniformis</italic> TRQ65 inhibited the mycelial growth of <italic>Botrytis cinerea</italic> in 43.8% ± 9%. This biocontrol activity started on day 4 and decreased until day 7. Furthermore, <xref ref-type="bibr" rid="B63">Świątczak <italic>et al</italic>. (2023</xref>), reported <italic>Bacillus paralicheniformis</italic> as a biological control agent against <italic>Botrytis cinerea</italic> in canola plants with 13% on inhibition. Similarly, <xref ref-type="bibr" rid="B6">Asif <italic>et al.</italic> (2023</xref>), evidenced biological control of <italic>B. paralicheniformis</italic> against <italic>Elsinoe</italic> sp., <italic>Phytophthora capsica, Botrytis cinerea, Rhizoctonia solani, Coniellla</italic> sp<italic>., Thielaviopsis</italic> sp<italic>.,</italic> and <italic>Phytophthora sojae</italic> attributing its phytopathogen inhibition mainly to fengycin and bacillibactin production.</p>
				<p>
					<table-wrap id="t1">
						<label>Table 1</label>
						<caption>
							<title>Inhibition zone (percentage) of <italic>Bacillus paralicheniformis</italic> TRQ65 against agriculturally important fungal plant pathogens.</title>
						</caption>
						<table border="1" cellpadding="5" cellspacing="0" style="border-collapse: collapse; width: 100%; text-align: center;">
							<thead>
								<tr>
									<th>Phytopathogen</th>
									<th>Day 1</th>
									<th>Day 2</th>
									<th>Day 3</th>
									<th>Day 4</th>
									<th>Day 5</th>
									<th>Day 6</th>
									<th>Day 7</th>
								</tr>
							</thead>
							<tbody>
								<tr>
									<td style="font-style:italic">Fusarium brachygibbosum</td>
									<td>ND</td>
									<td>ND</td>
									<td>ND</td>
									<td>13% ± 0%</td>
									<td>16% ± 1%</td>
									<td>ND</td>
									<td>ND</td>
								</tr>
								<tr>
									<td style="font-style:italic">Neocosmospora solani</td>
									<td>22% ± 3%</td>
									<td>17% ± 1%</td>
									<td>19% ± 5%</td>
									<td>7.6% ± 3%</td>
									<td>ND</td>
									<td>ND</td>
									<td>ND</td>
								</tr>
								<tr>
									<td style="font-style:italic">Botryosphaeria rhodina</td>
									<td>ND</td>
									<td>ND</td>
									<td>7% ± 1%</td>
									<td>ND</td>
									<td>ND</td>
									<td>ND</td>
									<td>ND</td>
								</tr>
								<tr>
									<td style="font-style:italic">Botrytis cinerea</td>
									<td>ND</td>
									<td>ND</td>
									<td>ND</td>
									<td>ND</td>
									<td>43.8% ± 9%</td>
									<td>34% ± 5%</td>
									<td>31% ± 5%</td>
								</tr>
								<tr>
									<td style="font-style:italic">Bipolaris sorokiniana</td>
									<td>ND</td>
									<td>ND</td>
									<td>ND</td>
									<td>14% ± 3%</td>
									<td>11% ± 2%</td>
									<td>8% ± 0%</td>
									<td>ND</td>
								</tr>
							</tbody>
						</table>
						<table-wrap-foot>
							<fn id="TFN1">
								<p>Tukey HSD test (<italic>n</italic>=3, <italic>p</italic> ≥ 0.05). The variations correspond to the standard deviation. ND = Not detected.</p>
							</fn>
						</table-wrap-foot>
					</table-wrap>
				</p>
				<p>|On the other hand, the biocontrol of <italic>B. paralicheniformis</italic> TRQ65 against <italic>Fusarium brachygibbosum, Neocosmospora solani, Botryosphaeria rhodina,</italic> and <italic>Bipolaris sorokiniana</italic> showed variable results, where this activity started being quantifiable on day four, one, three, and four, respectively, and disappear on day five, four, three, and six, respectively (<xref ref-type="table" rid="t1">Table 1</xref>). In this sense, De la Lastra <italic>et al</italic>. (2021), reported <italic>B. paralicheniformis</italic> ability to inhibit the fungal radial growth of the pathogenic <italic>Fusarium</italic> isolates, reaching from 73 to 84% inhibition. This biocontrol activity may be associated with diffusible metabolites biosynthesized by strain TRQ65 (<xref ref-type="bibr" rid="B41">Kulimushi <italic>et al</italic>., 2017</xref>; <xref ref-type="bibr" rid="B14">Cawoy <italic>et al</italic>., 2015</xref>), where its inhibition success is highly dependent on the interacting fungal species (<xref ref-type="bibr" rid="B2">Andrić <italic>et al</italic>., 2020</xref>; <xref ref-type="bibr" rid="B9">Beauvais and Latgé 2018</xref>). However, research has shown that phytopathogens exhibit remarkable adaptability to antimicrobial metabolites produced by biological control agents, despite initial growth inhibition (<xref ref-type="bibr" rid="B13">Bonaterra <italic>et al.,</italic> 2022</xref>). Initially, these phytopathogens may be susceptible to antibiosis or competitive exclusion by biocontrol agents (Khan <italic>et al.,</italic> 2018), then they exert sophisticated mechanisms to counteract the initial inhibitory effects of biological control agents, including the synthesis of degradative enzymes capable of catabolizing or modifying inhibitory compounds, the upregulation of efflux pump systems to extrude toxic metabolites, and alterations in target site morphology or biochemistry to reduce susceptibility (<xref ref-type="bibr" rid="B39">Köhl <italic>et al.,</italic> 2019</xref>). For instance, some <italic>Fusarium</italic> species have demonstrated the ability to produce detoxifying enzymes that neutralize antifungal metabolites produced by biological control agents (<xref ref-type="bibr" rid="B17">Costa Almeida <italic>et al.,</italic> 2022</xref>). Thus, the efficacy of biological control can be compromised over time due to various factors, including environmental fluctuations, depletion of inhibitory compounds, complex microbial interactions within the rhizosphere, and the development of resistance by phytopathogens (Lal <italic>et al.,</italic> 2020). The dynamic nature of these interactions emphasizes the importance of unraveling the molecular mechanisms behind pathogen adaptation to explain the observed loss of efficacy (<xref ref-type="bibr" rid="B7">Barber <italic>et al</italic>., 2024</xref>).</p>
			</sec>
		</sec>
		<sec>
			<title>Bacterial genome analysis</title>
			<p>During the last decades, biological control bacteria from the genus <italic>Bacillus</italic> with protective activities toward economically important plant pathogens have been highlighted (<xref ref-type="bibr" rid="B27">Finkel <italic>et al.,</italic> 2017</xref>; <xref ref-type="bibr" rid="B28">Fira <italic>et al.,</italic> 2018</xref>; <xref ref-type="bibr" rid="B39">Köhl <italic>et al.,</italic> 2019</xref>). Thus, several studies have been carried out to explore their potential action modes. In this sense, the genome of <italic>B. paralicheniformis</italic> TRQ65 was sequenced and mined to identify promising biosynthetic gene clusters associated with its biocontrol activity.</p>
			<p>After sequencing, the genome of <italic>B. paralicheniformis</italic> TRQ65 showed 5,079,308 total reads [2×300 base pairs (bp)]. In the quality analysis and adapter remotion, only 8.42% was dropped. After <italic>de novo</italic> assembly, a draft genome of strain TRQ65 consisted of 4,475,481 bp; 45.5% G+C content; 676,421 bp N50; 3 L50; and 32 contigs (&gt;200 bp). The ordered and scaffolding generated 25 scaffolds. In addition, no plasmids were observed, to our understanding, the presence of plasmids has not been reported for this species (<xref ref-type="bibr" rid="B70">Vielva <italic>et al.,</italic> 2017</xref>).</p>
			<p>The RAST server’s genome annotation of <italic>B. paralicheniformis</italic> TRQ65 showed 91 RNAs, and 4809 predicted coding DNA sequences (CDS) distributed into 340 subsystems. The most abundant subsystem was amino acids and derivatives (341 CDS), followed by carbohydrates (338 CDS), protein metabolism (198 CDS), cofactors, vitamins, prosthetic groups, and pigments (147 genes), nucleosides and nucleotides (101), and dormancy and sporulation (96) (<xref ref-type="fig" rid="f1">Figure 1</xref>). Furthermore, relating to biocontrol secondary metabolism (9 CDS) were identified including the production of auxin biosynthesis (4 CDS). A previous study carried out by <xref ref-type="bibr" rid="B57">Rojas Padilla <italic>et al</italic>. (2020</xref>), signaled that strain TRQ65 can produce indole acetic acid by 39.29 ± 0.30 ppm, and solubilize phosphate by 1.37 ± 0.05 %. In addition, iron acquisition and metabolism (44 CDS), including the production of siderophores (33 CDS) as bacillibactin, was detected in the genome of <italic>B. paralicheniformis</italic> TRQ65.</p>
			<p>
				<fig id="f1">
					<label>Figure 1</label>
					<caption>
						<title>Subsystem category distribution of coding DNA sequences (CDS) in the <italic>B. paralicheniformis</italic> TRQ65 genome, following the RAST pipeline.</title>
					</caption>
					<graphic xlink:href="2007-8080-rmfi-42-04-RMEXFIT202418-gf1.jpg"/>
				</fig>
			</p>
			<p>
				<xref ref-type="bibr" rid="B28">Fira <italic>et al.</italic> (2018</xref>) state that bacteria belonging to the genus <italic>Bacillus</italic> are well- known as producers of a wide array of antagonistic compounds of different structures, among the most important are non-ribosomally synthesized peptides and lipopeptides. To explore potential biosynthetic gene clusters associated with biocontrol activity, the genome of <italic>B. paralicheniformis</italic> TRQ65 was mined by antiSMASH (https://antismash.secondarymetabolites.org) (<xref ref-type="bibr" rid="B10">Blin <italic>et al.,</italic> 2019</xref>). In the genome of strain TRQ65, gene clusters associated with biocontrol were detected:</p>
			<p>i) lichenysin (100% identity), an anionic lipopeptide biosurfactant with cytotoxic, antimicrobial, and hemolytic activities (<xref ref-type="bibr" rid="B16">Coronel <italic>et al.,</italic> 2017</xref>); ii) bacitracin (88% identity), cyclic lipopeptide antibiotic that is active against Gram-positive and some Gram-negative bacteria by inhibiting bacterial cell-wall biosynthesis (<xref ref-type="bibr" rid="B45">Liu <italic>et al.,</italic> 2018</xref>); iii) fengycin (93% identity), a lipopeptide with fungi-toxic activity against filamentous fungi, which interact with lipid layers and alter the structure of the cell membrane and permeability (Li <italic>et al.,</italic> 2019); iv) the siderophore bacillibactin (100% identity) a cyclic compound that contains catecholate groups, which have a high affinity for iron (Fe<sup>3+</sup>), in which it makes a non-suitable environment for phytopathogen colonization as it competes for iron (Félix-Pablos <italic>et al.,</italic> 2022); and v) amyloliquecidin (93% identity) an antimicrobial peptide against Gram-positive bacteria. (<xref ref-type="bibr" rid="B34">Gerst <italic>et al.,</italic> 2022</xref>). Based on the action modes of the biosynthetic gene clusters mentioned before, only lichenysin, fengycin and bacillibactin (<xref ref-type="fig" rid="f2">Figure 2</xref>) have shown antifungal activities. Thus, we inferred that these three compounds could be involved in the biocontrol of the studied phytopathogenic fungi, these molecules are now being strongly studied by our team.</p>
			<p>
				<fig id="f2">
					<label>Figure 2</label>
					<caption>
						<title>A) Bacillibactin structure (National Center for Biotechnology Information, 2024). Bacillibactin is built around a trilactone core formed by the cyclization of three molecules of 2,3-dihydroxybenzoic acid (DHB) linked to a central scaffold of threonine residues. The trilactone ring is formed through ester bonds between the hydroxyl groups of the threonine and the carboxyl groups of DHB. Each DHB moiety in bacillibactin contains catechol (2,3-dihydroxybenzoate) functional groups. These catechol groups are responsible for the high-affinity binding of Fe³⁺. B) Lichenysin structure (National Center for Biotechnology Information, 2024). Lichenysin contains a cyclic peptide ring consisting of 13 amino acid residues. Attached to the cyclic peptide core is a lipid tail, typically a β-hydroxy fatty acid chain. The peptide chain forms a cyclic structure through an amide bond between the carboxyl group of one amino acid and the amine group of another, creating a stable ring structure. C) Fengycin structure (National Center for Biotechnology Information, 2024). Fengycin consists of a decapeptide forming a cyclic structure through a lactone linkage. Attached to the peptide ring is a β-hydroxy fatty acid, which can vary in length, usually between 14 and 18 carbon atoms. The exact sequence of amino acids can vary slightly depending on the specific isoform of fengycin.</title>
					</caption>
					<graphic xlink:href="2007-8080-rmfi-42-04-RMEXFIT202418-gf2.jpg"/>
				</fig>
			</p>
			<p>Furthermore, bacillibactin is a high-affinity siderophore with a trilactone core composed of 2,3-dihydroxybenzoic acid (DHB) units linked to threonine residues, where catechol groups chelate Fe³⁺ ions with high specificity, forming stable complexes that support essential metabolic processes under iron-limited conditions (<xref ref-type="bibr" rid="B38">Khan <italic>et al</italic>., 2016</xref>; <xref ref-type="bibr" rid="B26">Dimopoulou <italic>et al.,</italic> 2021</xref>; <xref ref-type="bibr" rid="B65">Timofeeva <italic>et al</italic>., 2022</xref>). Lichenysin, an amphiphilic lipopeptide surfactant with a cyclic peptide ring and hydrophobic fatty acid chain, exhibits stability under extreme conditions and has demonstrated inhibition of fungal pathogens such as <italic>Fusarium oxysporum</italic>, <italic>Alternaria alternata</italic>, <italic>Aspergillus fumigatus</italic>, <italic>Aspergillus niger</italic>, and <italic>Neocosmospora keratoplastica</italic> (<xref ref-type="bibr" rid="B35">Gudiña and Teixeira, 2022</xref>; <xref ref-type="bibr" rid="B73">Yeak <italic>et al</italic>., 2022</xref>; <xref ref-type="bibr" rid="B51">Olmedo <italic>et al</italic>., 2022</xref>; <xref ref-type="bibr" rid="B4">Armenova <italic>et al</italic>., 2024</xref>). Fengycins, particularly fengycin A and B, are lipodecapeptides with antifungal activity against filamentous fungi, disrupting fungal cell membranes, perturbing mycelial growth, and inducing systemic resistance in plants. Studies have demonstrated their effectiveness against <italic>Botrytis cinerea</italic>, <italic>Pythium ultimum</italic>, and <italic>Monilinia fructicola</italic>, showcasing their ability to suppress spore germination and cause fungal cytoplasm leakage (<xref ref-type="bibr" rid="B69">Vanittanakom <italic>et al</italic>., 1986</xref>; Koumoutsi <italic>et al</italic>., 2004; <xref ref-type="bibr" rid="B23">Deleu <italic>et al</italic>., 2005</xref>; <xref ref-type="bibr" rid="B52">Ongena <italic>et al</italic>., 2005</xref>; <xref ref-type="bibr" rid="B44">Liu <italic>et al.</italic>, 2011</xref>; <xref ref-type="bibr" rid="B32">Geissler <italic>et al.,</italic> 2019</xref>; <xref ref-type="bibr" rid="B2">Andrić <italic>et al</italic>., 2020</xref>). This study provides the first insight into the potential biological control mechanism used by <italic>Bacillus paralicheniformis</italic> TRQ65 as a biological control agent; however, this study’s results indicate moderate biological control against the studied fungi. Thus, further research is necessary to explore the biological control ability, identified through genomic mining to complement the confrontation analysis results of low inhibition.</p>
		</sec>
		<sec sec-type="conclusions">
			<title>Conclusions</title>
			<p><italic>Bacillus paralicheniformis</italic> TRQ65 is a biological control agent that inhibits the mycelial growth of <italic>Fusarium brachygibbosum, Neocosmospora solani, Botryosphaeria rhodina,</italic> and <italic>Bipolaris sorokiniana.</italic> Based on genome mining, this bioactivity could be related to the biosynthesis of lichenysin, fengycin, and/or bacillibactin. Thus, further studies are currently being conducted by our research team to improve the ability of <italic>B. paralicheniformis</italic> TRQ65 and validate its use as an active ingredient in bacterial inoculants to migrate toward sustainable agriculture.</p>
		</sec>
	</body>
	<back>
		<ack>
			<title>Acknowledgments</title>
			<p>The authors would like to thank the funds granted by the Technological Institute of Sonora (PROFAPI_2024_0001), as well as the members of the Biotechnology Laboratory of the Microbial Resource (www.itson.mx/LBRM).</p>
		</ack>
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	<sub-article article-type="translation" id="s1" xml:lang="es">
		<front-stub>
			<article-categories>
				<subj-group subj-group-type="heading">
					<subject>Articles</subject>
				</subj-group>
			</article-categories>
			<title-group>
				<article-title>Potenciales mecanismos de control biológico de <italic>Bacillus paralicheniformis</italic> TRQ65 contra hongos fitopatógenos</article-title>
			</title-group>
			<abstract>
				<title>Resumen:</title>
				<sec>
					<title>Antecedentes/Objetivo. </title>
					<p><italic>Bacillus paralicheniformis</italic> TRQ65 fue aislada de la rizósfera del trigo (<italic>Triticum turgidum</italic> subsp. <italic>durum</italic>) en campos comerciales en el Valle del Yaqui, México. El objetivo del presente estudio es explorar los posibles mecanismos de acción de control biológico de <italic>Bacillus paralicheniformis</italic> TRQ65 contra hongos fitopatógenos de importancia agrícola, por medio de la secuenciación y explotación del genoma.</p>
				</sec>
				<sec>
					<title>Materiales y Métodos. </title>
					<p>La actividad de biocontrol de esta cepa se cuantificó mediante ensayos <italic>in vitro</italic> de cultivos duales, evaluando zonas de inhibición contra 11 hongos de importancia agronómica. Se realizó un análisis del genoma completo como minería genómica para evaluar su potencial de control biológico.</p>
				</sec>
				<sec>
					<title>Resultados. </title>
					<p>La cepa TRQ65 mostró actividad de biocontrol contra el 45% de los hongos estudiados, con la mayor inhibición observada contra <italic>Botrytis cinerea</italic> (43.8% ± 9% al día 5). Basado en la secuenciación y análisis del genoma (antiSMASH), esta bioactividad podría estar asociada con la biosíntesis de lichenisina, bacilibactina y/o fengicina.</p>
				</sec>
				<sec>
					<title>Conclusión. </title>
					<p>Esta investigación proporciona el primer acercamiento al potencial de actividad de control biológico de la cepa TRQ65. Se necesitan estudios adicionales para validar el uso de <italic>Bacillus paralicheniformis</italic> TRQ65 como ingrediente activo en inoculantes bacterianos sostenibles para una agricultura amigable con el medio ambiente.</p>
				</sec>
			</abstract>
			<kwd-group xml:lang="es">
				<title>Palabras clave:</title>
				<kwd>Agentes de Control Biológico</kwd>
				<kwd>Agricultura</kwd>
				<kwd>Bacillus</kwd>
				<kwd>Fengicinas</kwd>
				<kwd>Liquenisinas</kwd>
				<kwd>Bacilibactina</kwd>
			</kwd-group>
		</front-stub>
		<body>
			<sec sec-type="intro">
				<title>Introducción</title>
				<p>Las prácticas agrícolas sostenibles son fundamentales, ya que se estima que la población mundial alcanzará ~ 10 mil millones de personas para el año 2050 (FAO, 2018). Los métodos convencionales para la producción de alimentos han tenido un gran impacto sobre la disponibilidad de tierras agrícolas, la degradación de los suelos agrícolas, la pérdida de la eficiencia agroquímica y el aumento en la incidencia de las enfermedades vegetales (<xref ref-type="bibr" rid="B47">Lowry <italic>et al</italic>., 2019</xref>; Pellegrini y Fernández, 2018). Las enfermedades generan pérdidas en el rendimiento de entre 15 y 25%, aunque en algunos casos se han reportado pérdidas de hasta 85% (<xref ref-type="bibr" rid="B36">Gupta <italic>et al.</italic>, 2018</xref>; Mehta 2014). Los organismos fitopatogénicos más importantes suelen ser hongos, que representan aproximadamente 70% de las enfermedades vegetales (FAO, 2016). Así, algunos de los hongos fitopatógenos de mayor importancia debido a su incidencia, severidad y pérdidas económicas en regiones tropicales y subtropicales, especialmente en México, son <italic>Rhizoctonia</italic>, <italic>Botryosphaeria</italic>, <italic>Bipolaris</italic> y <italic>Fusarium</italic> (<xref ref-type="bibr" rid="B56">Rodríguez-Guadarrama <italic>et al</italic>., 2018</xref>; <xref ref-type="bibr" rid="B71">Villa-Rodriguez <italic>et al</italic>., 2021</xref>; <xref ref-type="bibr" rid="B48">Mondragón-Flores <italic>et al.,</italic> 2021</xref>).</p>
				<p>El manejo de las enfermedades vegetales a nivel mundial en la agricultura tradicional se concentra, principalmente, en la intensificación de los pesticidas aplicados. Mientras que el uso de pesticidas a nivel mundial ha aumentado casi al 100% entre 1992 y el 2016 (FAO, 2018), en México, el aumento ha sido del 76% en el mismo periodo (Roser <italic>et al.,</italic> 2019). Sin embargo, solo alrededor del 0.1% llega al cultivo agrícola (Gill <italic>et al.,</italic> 2014). Así, el pesticida restante se pierde, lo cual resulta en impactos negativos, que incluyen la degradación ambiental, la destrucción de organismos no objetivo, la contaminación de suelos y acuíferos con residuos recalcitrantes, la degradación del suelo y la salinización (<xref ref-type="bibr" rid="B66">Tudi <italic>et al</italic>., 2021</xref>). La pérdida de la biodiversidad y la degradación química y microbiana en el suelo resultan en un aumento en la susceptibilidad y/o tolerancia a potenciales efectos externos, lo cual conduce a impactos ambientales y económicos graves (<xref ref-type="bibr" rid="B15">Chappell <italic>et al.,</italic> 2019</xref>; <xref ref-type="bibr" rid="B31">Gálvez-Gamboa <italic>et al.,</italic> 2018</xref>). Por lo tanto, se deben desarrollar estrategias sostenibles bajo un enofque de ecosistema integral para asegurar la eficiencia, calidad y rendimiento de los cultivos (Dietemann <italic>et al.,</italic> 2024).</p>
				<p>En este sentido, los biopesticidas han sido un tema de interés mundial (Thakur <italic>et al.,</italic> 2024). En México, 6.2% de los pesticidas comerciales son de origen biológico (agentes de control biológico), entre los cuales los agentes de control biológico usados con mayor frecuencia son <italic>Bacillus thuringiensis, Phaecilomyces fumoroseus</italic> y <italic>Bauveria bassiana</italic> (<xref ref-type="bibr" rid="B55">Pérez-Olvera <italic>et al.,</italic> 2011</xref>). El género <italic>Bacillus</italic> ocupa 85% de los biopesticidas comercialmente disponibles (Villarreal-Delgado <italic>et al.,</italic> 2017). Los agentes de control biológico son organismos benéficos que ayudan a reducir los efectos dañinos de los fitopatógenos. Logran esto por medio de acciones antagónicas usando varios mecanismos, tales como el micoparasitismo, la producción de enzimas líticas, la inducción de respuestas sistémicas de la planta y/o la producción de δ-endotoxinas, sideróforos y lipopéptidos, entre otros (Valenzuela Ruiz <italic>et al.,</italic> 2020).</p>
				<p>En las últimas décadas, la introducción de herramientas genómicas, filogenómicas y bioinformáticas ha contribuido de forma significativa para entender mejor las interacciones entre microorganismos y plantas (<xref ref-type="bibr" rid="B61">Sharma <italic>et al.,</italic> 2020</xref>). El estudio de las especies microbianas a nivel genético no solo ha permitido identificar mecanismos y genes involucrados en la colonización de raíces, adaptación de hospedantes y el mejoramiento del crecimiento de la planta (Sheppard <italic>et al.,</italic> 2018; <xref ref-type="bibr" rid="B74">Youseif, 2018</xref>), sino que también ha permitido realizar avances muy importantes en la caracterización y la afiliación taxonómica de taxa asociados con los efectos benéficos en los cultivos (<xref ref-type="bibr" rid="B37">Jagadeesan <italic>et al.,</italic> 2019</xref>). Así, el objetivo del presente estudio es explorar los posibles mecanismos de acción de control biológico de <italic>Bacillus paralicheniformis</italic> TRQ65 contra hongos fitopatógenos de importancia agrícola, por medio de la secuenciación y explotación del genoma.</p>
			</sec>
			<sec sec-type="materials|methods">
				<title>Materiales y métodos:</title>
				<sec>
					<title>Cepas microbiales y condiciones de cultivo</title>
					<p>Se aisló a <italic>Bacillus paralicheniformis</italic> TRQ65 de la rizósfera del trigo (<italic>Triticum turgidum</italic> subsp. <italic>durum</italic>) en campos comerciales del Valle del Yaqui, México (27.3692°, 110.3886°). La cepa se conserva en la Colección de Microorganismos Edáficos y Endófitos Nativos (COLMENA) en México <ext-link ext-link-type="uri" xlink:href="http://www.itson.edu.mx/">(www.itson.edu.mx/</ext-link> COLMENA) (<xref ref-type="bibr" rid="B21">de los Santos Villalobos et al., 2021</xref>). Para la preparación de cultivos bacterianos, se inocularon 1 x 10<sup>4</sup> unidades formadoras de colonia (UFC) de TRQ65 en 10 mL de caldo nutritivo (NB). Después de 24 horas de incubación a 28°C y 180 rpm, la suspensión se centrifugó a 4000 rpm durante 5 minutos. Luego, el pellet bacteriano se re-suspendió en agua destilada estéril (autoclaveada a 121°C y 15 psi durante 15 minutos) y se ajustó a una concentración de 1 x 10<sup>8</sup> CFU/ mL (<xref ref-type="bibr" rid="B71">Villa-Rodriguez <italic>et al.,</italic> 2021</xref>). La actividad antagónica de TRQ65 se probó contra 11 hongos fitopatogénicos: <italic>Fusarium brachygibbosum, Botryosphaeria rhodina, Penicillium expansum, Penicillium crustosum, Geotrichum candidum</italic> y <italic>Cladosporium</italic> sp. (proporcionados por la Universidad Michoacana de San Nicolás de Hidalgo); <italic>Botrytis cinerea, Mucor rouxii</italic> y <italic>Rhizoctonia solani</italic> (proporcionados por el Centro de Investigación Científica y de Educación Superior de Ensenada); y <italic>Neocosmospora solani</italic> y <italic>Bipolaris sorokiniana</italic> (de COLMENA). Los hongos fueron cultivados en Agar Dextrosa Papa (PDA) e incubados bajo la luz por 120 horas a 28°C. Se colectaron esporas usando agua destilada con 0.01% Tween 20 y ajustada a una concentración de 1 x 10<sup>8</sup> esporas/mL (Villa-Rodriguez <italic>et al</italic>., 2019).</p>
				</sec>
				<sec>
					<title><bold>Ensayo de confrontación dual <italic>in vitro</italic> de <italic>Bacillus paralicheniformis</italic> TRQ65 contro hongos fitopatógenos</bold></title>
					<p>Se realizó una prueba dual cualitativa en placas de Petri que contenían PDA, donde la cepa TRQ65 fue evaluada frente a las cepas fúngicas mencionadas anteriormente. De cada cepa fúngica se le inocularon 1 x 10<sup>8</sup> esporas al centro de la placa de Petri, mientras que 1 x 10<sup>8</sup> CFU de TRQ65 se colocaron en puntos equidistantes, a 2 cm del inóculo fúngico (<xref ref-type="bibr" rid="B20">de los Santos Villalobos <italic>et al</italic>., 2012</xref>). Las zonas de inhibición formadas alrededor de los patógenos fúngicos se midieron quantitativamente a lo largo de 7 días, con tres réplicas para cada condición. Se realizó un análisis estadístico usando el software Statgraphics Plus, versión 5.1. Los datos se analizaron usando un ANOVA de una vía y la prueba de rangos de Tukey (HSD) (p ≥ 0.05) y los resultados se presentan como la media de las réplicas o experimentos independientes.</p>
				</sec>
				<sec>
					<title>Secuenciación y explotación del genoma bacterial</title>
					<p>Se aisló el AND genómico de un cultivo fresco de la cepa TRQ65, que se cultivó en un caldo nutritivo (NB) a 28°C agitando a 180 rpm durante 24 horas, alcanzando una concentración de 1 x 10<sup>8</sup> CFU/mL, según lo descrito por <xref ref-type="bibr" rid="B68">Valenzuela-Aragon <italic>et al</italic>. (2019</xref>). Después, el ADN se extrajo con la plataforma Illumina MiSeq (2 x 300 bp) a una profundidad de cobertura de 30x, y la preparación de la biblioteca de Next Generation Sequencing se realize usando el TruSeq DNA Nano Kit plara plataformas Illumina<sup>®</sup>, siguiendo los protocolos especificados ppor el fabricante (LANGEBIO-CINVESTAV, Irapauto unit). La calidad de las lecturas de secuenciación fue evaluada utilizando FastQC versión 0.11.5 (<xref ref-type="bibr" rid="B1">Andrews, 2010</xref>). Para eliminar secuencias de adaptadores y bases de baja calidad, se aplicó Trimmomatic, versión 0.32 (<xref ref-type="bibr" rid="B11">Bolger <italic>et al.,</italic> 2014</xref>). Para el ensamble <italic>de novo</italic>, se utilizó SPAdes, versión 3.10.1 (<xref ref-type="bibr" rid="B8">Bankevich <italic>et al</italic>., 2012</xref>) con la opción “- - careful” para minimizar errores. Los contigs ensamblados se organizaron usando Mauve Contig Mover, versión 2.4.0 (<xref ref-type="bibr" rid="B19">Darling <italic>et al</italic>., 2004</xref>). Para detectar plásmidos dentro del genoma, se usó PLACNETw (https://castillo.dicom.unican.es/upload/) (<xref ref-type="bibr" rid="B70">Vielva <italic>et al.,</italic> 2017</xref>).</p>
					<p>La anotación del genoma se realizó usando el servidor RAST, versión 2.0 (http:// rast.nmpdr.org) (Aziz <italic>et al</italic>., 2008; <xref ref-type="bibr" rid="B54">Overbeek <italic>et al</italic>., 2013</xref>), utilizando el pipeline RASTtk con los parámetros predeterminados. Los contigs fueron ensamblados con MeDuSa, un ensamblador basado en borradores múltiples (Bosi <italic>et al.,</italic> 2015). Por último, se usó antiSMASH, versión 5.0 (https://antismash.secondarymetabolites. org) (<xref ref-type="bibr" rid="B10">Blin <italic>et al.,</italic> 2019</xref>) para identificar posibles clústeres génicos biosintéticos relacionados con la actividad de biocontrol en el genoma de las cepas bacterianas estudiadas.</p>
				</sec>
			</sec>
			<sec sec-type="results|discussion">
				<title>Resultados y discusión:</title>
				<p><bold>Ensayo dual <italic>in vitro</italic> de <italic>Bacillus paralicheniformis</italic> TRQ65 contra hongos</bold> fitopatógenos</p>
				<p>La cepa TRQ65 presentó actividad de biocontrol contra 45% de los hongos patógenos estudiados (<italic>Fusarium brachygibbosum, Neocosmospora solani, Botryosphaeria rhodina, Botrytis cinerea</italic> y <italic>Bipolaris sorokiniana</italic>) (<xref ref-type="table" rid="t2">Cuadro 1</xref>). <italic>Bacillus paralicheniformis</italic> TRQ65 inhibió el crecimiento mycelial de <italic>Botrytis cinerea</italic> en 43.8% ± 9%. Esta actividad de biocontrol comenzó el día 4 y disminuyó hasta el día 7. Asimismo, <xref ref-type="bibr" rid="B63">Świątczak <italic>et al</italic>. (2023</xref>), reportó <italic>Bacillus paralicheniformis</italic> como un agente de control biológico contra <italic>Botrytis cinerea</italic> en plantas de canola un una inhibición de 13%. De forma similar, <xref ref-type="bibr" rid="B6">Asif <italic>et al.</italic> (2023</xref>), evidenciaron</p>
				<p>
					<table-wrap id="t2">
						<label>Cuadro 1</label>
						<caption>
							<title>Zona de inhibición (porcentaje) de <italic>Bacillus paralicheniformis</italic> TRQ65 contra patógenos fúngicos de plantas de</title>
						</caption>
						<table border="1" cellpadding="5" cellspacing="0" style="border-collapse: collapse; width: 100%; text-align: center;">
							<thead>
								<tr>
									<th>Fitopatógeno</th>
									<th>Día 1</th>
									<th>Día 2</th>
									<th>Día 3</th>
									<th>Día 4</th>
									<th>Día 5</th>
									<th>Día 6</th>
									<th>Día 7</th>
								</tr>
							</thead>
							<tbody>
								<tr>
									<td style="font-style:italic">Fusarium brachygibbosum</td>
									<td>ND</td>
									<td>ND</td>
									<td>ND</td>
									<td>13% ± 0%</td>
									<td>16% ± 1%</td>
									<td>ND</td>
									<td>ND</td>
								</tr>
								<tr>
									<td style="font-style:italic">Neocosmospora solani</td>
									<td>22% ± 3%</td>
									<td>17% ± 1%</td>
									<td>19% ± 5%</td>
									<td>7.6% ± 3%</td>
									<td>ND</td>
									<td>ND</td>
									<td>ND</td>
								</tr>
								<tr>
									<td style="font-style:italic">Botryosphaeria rhodina</td>
									<td>ND</td>
									<td>ND</td>
									<td>7% ± 1%</td>
									<td>ND</td>
									<td>ND</td>
									<td>ND</td>
									<td>ND</td>
								</tr>
								<tr>
									<td style="font-style:italic">Botrytis cinerea</td>
									<td>ND</td>
									<td>ND</td>
									<td>ND</td>
									<td>ND</td>
									<td>43.8% ± 9%</td>
									<td>34% ± 5%</td>
									<td>31% ± 5%</td>
								</tr>
								<tr>
									<td style="font-style:italic">Bipolaris sorokiniana</td>
									<td>ND</td>
									<td>ND</td>
									<td>ND</td>
									<td>14% ± 3%</td>
									<td>11% ± 2%</td>
									<td>8% ± 0%</td>
									<td>ND</td>
								</tr>
							</tbody>
						</table>
						<table-wrap-foot>
							<fn id="TFN2">
								<p>Prueba de Tukey HSD (<italic>n</italic>=3, <italic>p</italic> ≥ 0.05). Las variaciones corresponden a la desviación estándar. ND = No detectado.</p>
							</fn>
						</table-wrap-foot>
					</table-wrap>
				</p>
				<p>control biológico de <italic>B. paralicheniformis</italic> contra <italic>Elsinoe</italic> sp., <italic>Phytophthora capsici, Botrytis cinerea, Rhizoctonia solani, Coniellla</italic> sp<italic>., Thielaviopsis</italic> sp<italic>.</italic> y <italic>Phytophthora sojae</italic>, atribuyendo su inhibición fitopatogénica principalmente a la producción de fengicina y de bacilibactina.</p>
				<p>Por otra parte, el biocontrol de <italic>B. paralicheniformis</italic> TRQ65 contra <italic>Fusarium brachygibbosum, Neocosmospora solani, Botryosphaeria rhodina</italic> y <italic>Bipolaris sorokiniana</italic> presentó resultados variables, donde esta actividad empezó a ser cuantificable los días cuatro, uno, tres y cuatro, respectivamente, y desaparecieron los días cinco, cuatro, tres y seis, respectivamente (<xref ref-type="table" rid="t2">Cuadro 1</xref>). En este sentido, De la Lastra <italic>et al</italic>. (2021), reportaron la capacidad de <italic>B. paralicheniformis</italic> de inhibir el crecimiento radial fúngico de los aislamientos patógenos de <italic>Fusarium</italic> de alcanzar una inhibición de entre 73 y 84%. Esta actividad de biocontrol podría estar asociada con metabolitos difusible biosintesizados por la cepa TRQ65 (<xref ref-type="bibr" rid="B41">Kulimushi <italic>et al</italic>., 2017</xref>; <xref ref-type="bibr" rid="B14">Cawoy <italic>et al</italic>., 2015</xref>), donde el éxito de su inhibición es altamente dependiente de las especies fúngicas que interactúan (<xref ref-type="bibr" rid="B2">Andrić <italic>et al</italic>., 2020</xref>; <xref ref-type="bibr" rid="B9">Beauvais y Latgé 2018</xref>). Sin embargo, existen estudios que demuestran que los fitopatógenos presentan una destacable adaptabilidad a los metabolitos antimicrobiales producidos por agentes de control biológicos, a pesar de una inhibición inicial al crecimiento (<xref ref-type="bibr" rid="B13">Bonaterra <italic>et al.,</italic> 2022</xref>). Inicialmente, estos fitopatógenos pueden ser susceptible a la antibiosis o a la exclusión competitiva por agentes de biocontrol (Khan <italic>et al.,</italic> 2018), y entonces ejercen mecanismos para contrarrestar los efectos inhibitorios iniciales de los agentes de control biológico, incluídos la síntesis de enzimas degradativas capaces de catabolizar o modificar compuestos inhibitorios, la regulación ascendente de los sistemas de bombas de eflujo para expulsar metabolitos tóxicos y las alteraciones en la morfología o bioquímica del sitio objetivo para reducir la susceptibilidad (<xref ref-type="bibr" rid="B39">Köhl <italic>et al.,</italic> 2019</xref>). Por ejemplo, algunas especies de <italic>Fusarium</italic> han demostrado la capacidad de producir enzimas purificantes que neutralizan a metabolitos antifúngicos producidos por agentes de control biológicos (<xref ref-type="bibr" rid="B17">Costa Almeida <italic>et al.,</italic> 2022</xref>). Así, la eficacia del control biológico puede verse comprometida con el tiempo debido a varios factores, incluyendo fluctuaciones ambientales, la disminución de compuestos inhibitorios, interacciones microbiales complejas dentro de la rizósfera y el desarrollo de resistencia por fitopatógenos (Lal <italic>et al.,</italic> 2020). La naturaleza dinámica de estas interaciones enfatiza la importancia de desentrañar los mecanismos moleculares detrás de la adaptación patógena para explicar la pérdida observada de eficacia (<xref ref-type="bibr" rid="B7">Barber <italic>et al</italic>., 2024</xref>).</p>
			</sec>
			<sec>
				<title>Análisis de genoma bacteriano</title>
				<p>Durante las últimas décadas se ha destacado bacterias de control biológico del género <italic>Bacillus</italic> con actividades protectoras hacia patógenos de plantas de importancia económica (<xref ref-type="bibr" rid="B27">Finkel <italic>et al.,</italic> 2017</xref>; <xref ref-type="bibr" rid="B28">Fira <italic>et al.,</italic> 2018</xref>; <xref ref-type="bibr" rid="B39">Köhl <italic>et al.,</italic> 2019</xref>). Así, varios estudios han intentado explorar sus potenciales mecanismos de acción. En este sentido, se secuenció y analizó el genoma de <italic>B. paralicheniformis</italic> TRQ65 para identificar clústers génicos biosintéticos prometedores asociados con su actividad de biocontrol.</p>
				<p>Después de la secuenciación, el genoma de <italic>B. paralicheniformis</italic> TRQ65 presentó un total de 5,079,308 lecturas [2×300 pares base (pb)]. En el análisis de calidad y la remoción de adaptadores, solo se descartó el 8.42%. Después del ensable <italic>de novo</italic>, un genoma preliminar de la cepa TRQ65 consistió de 4,475,481 pb; 45.5% de contenido G+C; N50 de 676,421; L50 de 3; y 32 contigs (&gt;200 bp). El orden y la estructura generaron 25 <italic>scaffolds</italic>. Además, no se observaron plasmidios y, según nuestro entendimiento, la presencia de plasmidios no ha sido reportada para esta especie (<xref ref-type="bibr" rid="B70">Vielva <italic>et al.,</italic> 2017</xref>).</p>
				<p>La anotación del genoma en el servidor RAST de <italic>B. paralicheniformis</italic> TRQ65 presentó 91 ARNs y 4809 secuencias de ADN codificantes predichas (CDS) distribuidas en 340 subsistemas. El subsistema más abundante fue aminoácidos y derivados (341 CDS), seguido de carbohidratos (338 CDS), metabolismo de proteína (198 CDS), cofactores, vitaminas, grupos protésicos y pigmentos (147 genes), nucleósidos y nucleótidos (101), y dormancia y esporulación (96) (<xref ref-type="fig" rid="f3">Figura 1</xref>).</p>
				<p>
					<fig id="f3">
						<label>Figura 1</label>
						<caption>
							<title>Distribución por categorías de subsistemas de las secuencias de ADN codificantes (CDS) en el genoma de <italic>B. paralicheniformis</italic> TRQ65, siguiendo el pipeline RAST</title>
						</caption>
						<graphic xlink:href="2007-8080-rmfi-42-04-RMEXFIT202418-gf3.gif"/>
					</fig>
				</p>
				<p>Además, se identificaron genes relacionados con el metabolism secundario de biocontrol (9 CDS), incluída la biosíntesis de auxinas (4 CDS). Un estudio previo desarrollado por <xref ref-type="bibr" rid="B57">Rojas Padilla <italic>et al</italic>. (2020</xref>) indicó que la cepa TRQ65 puede producir ácido indolacético 39.29 ± 0.30 ppm, solubilizar el fosfato en un 1.37 ± 0.05%. Además, en el genoma de <italic>B. paralicheniformis</italic> TRQ65 se detectaron genes relacionados con la adquisición y el metabolism del hierro (44 CDS), incluída la producción de sideróforos (33 CDS) como la bacilibactina.</p>
				<p>
					<xref ref-type="bibr" rid="B28">Fira <italic>et al.</italic> (2018</xref>) afirman que las bacterias del género <italic>Bacillus</italic> son productoras de una amplia gama de compuestos antagonistas de diferentes estructuras; entre las más importantes se encuentran los péptidos y lipopéptidos sintetizados de forma no ribosomal. Para explorar los potenciales clústers genéticos biosintéticos asociados con la actividad de biocontrol, el genoma de <italic>B. paralicheniformis</italic> TRQ65 fue explotado por antiSMASH (https://antismash.secondarymetabolites.org) (<xref ref-type="bibr" rid="B10">Blin <italic>et al.,</italic> 2019</xref>). En el genoma de la cepa TRQ65 se detectaron los clusters de genes asociados con el biocontrol: i) lichenisina (100% de identidad), un biosurfactante aniónico lipopeptídico con actividades citotóxicas, antimicrobianas y hemolíticas (<xref ref-type="bibr" rid="B16">Coronel <italic>et al.,</italic> 2017</xref>); ii) bacitracina (88% de identidad), un antibiótico lipopeptídico cíclico activo contra bacterias Gram-positivas y algunas Gram-negativas, ya que inhiben la biosíntesis de la pared celular bacteriana (<xref ref-type="bibr" rid="B45">Liu <italic>et al.,</italic> 2018</xref>); iii) fengicina (93% de identidad), un lipopéptido con actividad fungitóxica contra hongos filamentosos que interactúa con las capas lipídicas y altera la estructura de la membrana celular y su permeabilidad (Li <italic>et al.,</italic> 2019); iv) el sideróforo bacilibactina (100% de identidad), un compuesto cíclico que contiene grupos catecolato con alta afinidad por el hierro (Fe<sup>3+</sup>), creando un ambiente inadecuado para la colonización por fitopatógenos al competir por el hierro (Félix-Pablos <italic>et al.,</italic> 2022); y v) amiloliquecidina (93% de identidad), un péptido antimicrobiano activo contra las bacterias Gram-positivas. (<xref ref-type="bibr" rid="B34">Gerst <italic>et al.,</italic> 2022</xref>). Con base en los modos de acción de los grupos de genes biosintéticos mencionados, solo la lichenisina, fengicina y la bacilibactina (<xref ref-type="fig" rid="f4">Figura 2</xref>) han presentado actividades antifúngicas. Por lo tanto, se infirió que esos tres compuestos podrían estar involucrados en el biocontrol de los hongos fitopatógenos estudiados y nuestro equipo los está investigando en la actualidad.</p>
				<p>Además, la bacilibactina es un sideróforo de alta afinidad con un núcleo de trilactona compuesto de unidades de ácido 2,3-dihidroxibenzóico (DHB) enlazadas a residuos de treonina, donde los grupos de catecol quelan iones de Fe³⁺ con alta especificidad, con lo que se forman complejos estables que respaldan procesos metabólicos esenciales en condiciones de hierro limitado (<xref ref-type="bibr" rid="B38">Khan <italic>et al</italic>., 2016</xref>; <xref ref-type="bibr" rid="B26">Dimopoulou <italic>et al.,</italic> 2021</xref>; <xref ref-type="bibr" rid="B65">Timofeeva <italic>et al</italic>., 2022</xref>). Lichenisina, un surfactante lipopeptídico anfifílico con un anillo peptídico cíclico y una cadena de ácido graso hidrofóbica, presenta estabilidad bajo condiciones extremas y ha demostrado que inhibie patógenos fúngicos tales como <italic>Fusarium oxysporum</italic>, <italic>Alternaria alternata</italic>,</p>
				<p>
					<fig id="f4">
						<label>Figura 2</label>
						<caption>
							<title>A) Estructura de la bacilibactina (National Center for Biotechnology Information, 2024). La bacilibactina se construye alrededor de un núcleo de trilactona formado por la ciclización de tres moléculas de ácido 2,3-dihidroxi-benzoico (DHB) enlazadas a un andamiaje central de residuos de treonina. El anillo trilactona se forma mediante enlaces de éster entre los grupos hidróxilo de la treonina y los grupos carboxilo del DHB. Cada parte del DHB en la bacilibactina contiene grupos funcionales de catecol (2,3-dihidroxi-benzoato). Estos grupos de catecol son responsables de la unión de alta afinidad dal Fe³⁺. B) Estructura de la Lichenisina (National Center for Biotechnology Information, 2024). La lichenisina contiene un anillo peptídico cíclico formado por 13 residuos de aminoácidos. A este núcleo peptídico cíclico se le une una cola lipídica, típicamente una cadena de ácido graso β-hidroxilado. La cadena peptídica forma una estructura cíclica mediante un enlace amídico entre el grupo carboxilo de un aminoácido y el grupo amina de otro, lo cual lleva a formar una estructural anular estable.</title>
						</caption>
						<graphic xlink:href="2007-8080-rmfi-42-04-RMEXFIT202418-gf4.jpg"/>
					</fig>
				</p>
				<p>C) Estructura de la Fengicina (National Center for Biotechnology Information, 2024). La fengicina consiste en un decapéptidoque forma una estructura cíclica mediante un enlace lactona. A este anillo peptídico se le une un ácido graso β-hidroxilado, cuya longitud puede variar, generalmente entre 14 y 18 átomos de carbono. La secuencia exacta de aminoácidos puede variar ligeramente dependiendo de la isoforma específica de la fengicina.</p>
				<p><italic>Aspergillus fumigatus</italic>, <italic>Aspergillus niger</italic> y <italic>Neocosmospora keratoplastica</italic> (<xref ref-type="bibr" rid="B35">Gudiña y Teixeira, 2022</xref>; <xref ref-type="bibr" rid="B73">Yeak <italic>et al</italic>., 2022</xref>; <xref ref-type="bibr" rid="B51">Olmedo <italic>et al</italic>., 2022</xref>; <xref ref-type="bibr" rid="B4">Armenova <italic>et al</italic>., 2024</xref>). Por otro lado, las fengicinas, en especial las fengicinas A y B, son lipodecapeptidas con actividad antifúngica contra hongos filamentosos, que alteran las membranas celulares fúngicas, perturban el crecimiento micelial e inducen la resistencia sistémica en plantas. Existen estudios que han demostrado su efectividad contra <italic>Botrytis cinerea</italic>, <italic>Pythium ultimum</italic> y <italic>Monilinia fructicola</italic>, con lo que exhiben su capacidad para suprimir la germinación de esporas y causar la fuga del citoplasma fúngico (<xref ref-type="bibr" rid="B69">Vanittanakom <italic>et al</italic>., 1986</xref>; Koumoutsi <italic>et al</italic>., 2004; <xref ref-type="bibr" rid="B23">Deleu <italic>et al</italic>., 2005</xref>; <xref ref-type="bibr" rid="B52">Ongena <italic>et al</italic>., 2005</xref>; <xref ref-type="bibr" rid="B44">Liu <italic>et al.</italic>, 2011</xref>; <xref ref-type="bibr" rid="B32">Geissler <italic>et al.,</italic> 2019</xref>; <xref ref-type="bibr" rid="B2">Andrić <italic>et al</italic>., 2020</xref>). Este estudio proporciona el primer acercamiento hacia el mecanismo potencial de control biológico de <italic>Bacillus paralicheniformis</italic> TRQ65 como un agente de control biológico. Sin embargo, los resultados de este studio indican un control biológico moderado contra los hongos estudiados. Por lo tanto, se require de más estudios para explorer la capacidad de control biológico, identificado a través de la explotación genómica para complementar los resultados del análisis de confrontación de baja inhibición.</p>
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			<sec sec-type="conclusions">
				<title>Conclusiones</title>
				<p><italic>Bacillus paralicheniformis</italic> TRQ65 es un agente de control biológico que inhibe el crecimiento mycelial de <italic>Fusarium brachygibbosum, Neocosmospora solani, Botryosphaeria rhodina</italic> y <italic>Bipolaris sorokiniana.</italic> Con base al aprovechamiento genómico, esta bioactividad podría estar relacionada con la biosíntesis de lichenisina, fengicina y/o bacilibactina. Así, actualmente se están llevando a cabo más estudios por parte de nuestro equipo de investigación para mejorar la capacidad de <italic>B. paralicheniformis</italic> TRQ65 y validar su uso como ingrediente activo en inoculantes bacterianos para avanzar hacia una agricultura sostenible.</p>
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				<title>Agradecimientos</title>
				<p>Los autores agradecen los fondos brindados por el Instituto Tecnológico de Sonora (PROFAPI_2024_0001), así como los miembros del Laboratorio de Biotecnología del Recurso Microbial (www.itson.mx/LBRM).</p>
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