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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Agron.</journal-id>
<journal-title>Frontiers in Agronomy</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Agron.</abbrev-journal-title>
<issn pub-type="epub">2673-3218</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fagro.2025.1648839</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Agronomy</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>
<italic>Tridax coronopifolia</italic> var. <italic>alboradiata</italic> (Asteraceae) essential oil: chemical characterization and repellent potential against <italic>Sitophilus zeamais</italic> (Coleoptera: Curculionidae)</article-title>
</title-group>
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<contrib contrib-type="author">
<name>
<surname>G&#xf3;mez-Sosa</surname>
<given-names>Lilibeth</given-names>
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<sup>1</sup>
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<surname>P&#xe9;rez-Pacheco</surname>
<given-names>Rafael</given-names>
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<sup>1</sup>
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<surname>Z&#xe1;rate-Nicol&#xe1;s</surname>
<given-names>Baldomero Hortencio</given-names>
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<sup>1</sup>
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<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
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<surname>Ortiz-Hern&#xe1;ndez</surname>
<given-names>Yolanda Donaj&#xed;</given-names>
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<sup>1</sup>
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<given-names>Alfonso</given-names>
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<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<sup>1</sup>
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<given-names>Beatriz</given-names>
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<sup>1</sup>
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<surname>Martinez-Tomas</surname>
<given-names>Sabino H.</given-names>
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<sup>1</sup>
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<surname>Arroyo-Bal&#xe1;n</surname>
<given-names>Fabi&#xe1;n</given-names>
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<sup>2</sup>
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<surname>Fonseca-Mu&#xf1;oz</surname>
<given-names>Alicia</given-names>
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<xref ref-type="aff" rid="aff3">
<sup>3</sup>
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<name>
<surname>Granados-Echegoyen</surname>
<given-names>Carlos</given-names>
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<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>Instituto Polit&#xe9;cnico Nacional, Centro Interdisciplinario de Investigaci&#xf3;n para el Desarrollo Integral Regional (CIIDIR), Unidad Oaxaca</institution>, <addr-line>Santa Cruz Xoxocotlan, Oaxaca</addr-line>,&#xa0;<country>Mexico</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>The Secretariat of Science, Humanities, Technology, and Innovation (SECIHTI), The Center for Studies in Sustainable Development and Wildlife Management (CEDESU), Universidad Aut&#xf3;noma de Campeche</institution>, <addr-line>San Francisco de Campeche, Campeche</addr-line>,&#xa0;<country>Mexico</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Facultad de Sistemas Biol&#xf3;gicos e Innovaci&#xf3;n Tecnol&#xf3;gica, Universidad Aut&#xf3;noma Benito Ju&#xe1;rez de Oaxaca</institution>, <addr-line>Oaxaca</addr-line>,&#xa0;<country>Mexico</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>The Secretariat of Science, Humanities, Technology, and Innovation (SECIHTI), Instituto Polit&#xe9;cnico Nacional, Centro Interdisciplinario de Investigaci&#xf3;n para el Desarrollo Integral Regional (CIIDIR), Unidad Oaxaca</institution>, <addr-line>Santa Cruz Xoxocotlan Oaxaca</addr-line>,&#xa0;<country>Mexico</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/63522/overview">Cesar Rodriguez-Saona</ext-link>, Rutgers, The State University of New Jersey, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1771547/overview">Yahel Ben-Zvi</ext-link>, Rutgers, The State University of New Jersey, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3124204/overview">Chase Stratton</ext-link>, Delaware State University, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Carlos Granados-Echegoyen, <email xlink:href="mailto:cgranadose@ipn.mx">cgranadose@ipn.mx</email>; Baldomero Hortencio Z&#xe1;rate-Nicol&#xe1;s, <email xlink:href="mailto:bzaraten@ipn.mx">bzaraten@ipn.mx</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>10</day>
<month>09</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>7</volume>
<elocation-id>1648839</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>08</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 G&#xf3;mez-Sosa, P&#xe9;rez-Pacheco, Z&#xe1;rate-Nicol&#xe1;s, Ortiz-Hern&#xe1;ndez, V&#xe1;squez-L&#xf3;pez, Aquino-Bola&#xf1;os, Quiroz-Gonz&#xe1;lez, Martinez-Tomas, Arroyo-Bal&#xe1;n, Fonseca-Mu&#xf1;oz and Granados-Echegoyen.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>G&#xf3;mez-Sosa, P&#xe9;rez-Pacheco, Z&#xe1;rate-Nicol&#xe1;s, Ortiz-Hern&#xe1;ndez, V&#xe1;squez-L&#xf3;pez, Aquino-Bola&#xf1;os, Quiroz-Gonz&#xe1;lez, Martinez-Tomas, Arroyo-Bal&#xe1;n, Fonseca-Mu&#xf1;oz and Granados-Echegoyen</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>Currently, on a global level, there are major difficulties in pest control during the storage of grains and cereals. The most widely used method is the use of synthetic insecticides, a practice that pollutes the environment and causes health problems for consumers. As a result of this problem, this study evaluated the repellent effect of essential oil from <italic>Tridax coronopifolia</italic> var. <italic>alboradiata</italic> against <italic>Sitophilus zeamais</italic>. The oil was extracted via microwave-assisted hydrodistillation and characterized using gas chromatography. Repellency bioassays were conducted at concentrations of 50, 100, 200, 400, 600, and 800 ppm, with both positive and negative controls. The essential oil exhibited significant repellent activity against <italic>S. zeamais</italic>. At 800 ppm, the selection index was 0.27, indicating high repellency and a clear preference of insects for untreated maize grains. Chemical analysis revealed sixteen terpenes, accounting for 98.43% of the total volatile content. The predominant compounds were 2-carene (24.1%), camphene (12.6%), &#x3b1;-pinene (10.23%), and hexadecanal (9.11%). These results confirm the efficacy of <italic>T. coronopifolia</italic> var. <italic>alboradiata</italic> essential oil as a repellent against <italic>S. zeamais</italic> and underscore its potential as a botanical insecticide. The chemical profile provides valuable information to support its development as a sustainable alternative for managing stored grain pests.</p>
</abstract>
<kwd-group>
<kwd>
<italic>Tridax coronopifolia</italic> var. <italic>alboradiata</italic>
</kwd>
<kwd>essential oils</kwd>
<kwd>repellency</kwd>
<kwd>maize weevils</kwd>
<kwd>IPM (integrated pest management)</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="2"/>
<equation-count count="1"/>
<ref-count count="55"/>
<page-count count="9"/>
<word-count count="3327"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Pest Management</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Due to population growth, securing the global food supply has become a pressing challenge; according to <xref ref-type="bibr" rid="B37">Organizaci&#xf3;n de las Naciones Unidas para la Alimentaci&#xf3;n y la Agricultura (FAO) (2024)</xref>, agricultural production will need to increase by nearly 50% compared with ten years ago. One major threat to crop yields is the damage caused by insect pests, particularly during grain storage, which leads to significant economic losses. Among these pests, <italic>Sitophilus zeamais</italic> Motschulsky (Coleoptera: Curculionidae), commonly known as the maize weevil, is considered the most serious pest of maize worldwide (<xref ref-type="bibr" rid="B49">Silva et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B8">Bohinc et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B27">Khandagale et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B51">Tangadi et&#xa0;al., 2021</xref>). Infestations can reduce both grain weight and quality (<xref ref-type="bibr" rid="B1">Abdullahi et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B32">Mbata et&#xa0;al., 2018</xref>), decrease moisture content, and promote fungal colonization, resulting in germ browning, heating, and overall deterioration of stored maize.</p>
<p>Synthetic chemical insecticides remain a common control method because of their effectiveness and rapid action (<xref ref-type="bibr" rid="B34">Oerke, 2006</xref>). Products frequently used against <italic>S. zeamais</italic> include malathion, deltamethrin, and fumigants such as methyl bromide, aluminum phosphide, sulfur fluoride, and propylene oxide (<xref ref-type="bibr" rid="B9">Boyer et&#xa0;al., 2012</xref>). However, these chemicals present several drawbacks, including grain contamination with residues, insect resistance&#x2014;which often necessitates higher doses or product mixtures to maintain efficacy (<xref ref-type="bibr" rid="B54">Vilaseca et&#xa0;al., 2008</xref>)&#x2014;as well as risks to the environment, soil, and water (<xref ref-type="bibr" rid="B43">Reyes et&#xa0;al., 2010</xref>) and adverse health effects (<xref ref-type="bibr" rid="B22">Hassaan et al., 2020</xref>; <xref ref-type="bibr" rid="B47">Schmidt et&#xa0;al., 2023</xref>). Their toxicity and persistence have led to increasing demand for safer, more sustainable pest management strategies.</p>
<p>Plant-derived natural products offer a promising alternative to synthetic insecticides (<xref ref-type="bibr" rid="B48">Silva et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B36">Ordo&#xf1;ez-Beltr&#xe1;n et&#xa0;al., 2019</xref>). Plants produce diverse secondary metabolites that serve as natural defenses against herbivores, insects, and microbial pathogens (<xref ref-type="bibr" rid="B53">Tofel et&#xa0;al., 2017</xref>). These compounds fall into three main chemical groups: phenolics (e.g., coumarins, flavonoids, tannins), nitrogen-containing compounds (e.g., alkaloids), and hydrocarbons such as terpenoids (<xref ref-type="bibr" rid="B16">Ferrero et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B14">Duplais et&#xa0;al., 2020</xref>). Many secondary metabolites affect insect behavior and physiology through multiple mechanisms, including toxicity, inhibition of growth, reproduction, and oviposition, as well as feeding deterrence or repellency (<xref ref-type="bibr" rid="B44">Rioja-Soto, 2020</xref>). They may also disrupt nervous system function by targeting essential enzymes, block metabolic pathways, and contribute to long-term pest suppression, while offering reduced environmental impact and greater target selectivity (<xref ref-type="bibr" rid="B44">Rioja-Soto, 2020</xref>; <xref ref-type="bibr" rid="B29">Lustre-S&#xe1;nchez, 2022</xref>; <xref ref-type="bibr" rid="B51">Tangadi et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B50">Soto-C&#xe1;ceres et&#xa0;al., 2022</xref>).</p>
<p>The push toward sustainable agriculture has driven the search for alternative pest control methods, including the use of biocontrol agents (BCAs) or biopesticides, which provide ecological benefits and reduced reliance on synthetic pesticides (<xref ref-type="bibr" rid="B42">Regnault-Roger, 2020</xref>). Essential oils from aromatic plants have shown strong repellent activity against various insect pests (<xref ref-type="bibr" rid="B14">Duplais et&#xa0;al., 2020</xref>), including <italic>S. zeamais</italic> in both laboratory and field studies (<xref ref-type="bibr" rid="B20">Granados-Echegoyen et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B15">Ferreira et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B24">Jayasundara and Arampath, 2021</xref>). <italic>Tridax coronopifolia</italic> var. <italic>alboradiata</italic> (A. Gray) B.L. Rob. &amp; Greenm. (Asterales: Asteraceae), commonly known as &#x201c;rabbit grass&#x201d; in southeastern Mexico, is an aromatic and edible plant traditionally used to flavor beans, broths, stews, tamales, sauces, and moles (<xref ref-type="bibr" rid="B46">Rosado-Aguilar et&#xa0;al., 2017</xref>). It can grow as an annual or perennial and is often found along roadsides and in irrigated areas (<xref ref-type="bibr" rid="B11">Comisi&#xf3;n Nacional para el Conocimiento y Uso de la Biodiversidad (CONABIO), 2023</xref>). Several species of the <italic>Tridax</italic> genus have been reported to possess antiseptic, insecticidal, parasiticidal, and antimicrobial properties (<xref ref-type="bibr" rid="B30">Manzanero-Medina et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B18">Gomez et&#xa0;al., 2021</xref>).</p>
<p>The present study aimed to (i) evaluate the repellent efficacy of <italic>T. coronopifolia</italic> var. <italic>alboradiata</italic> essential oil against the maize weevil <italic>S. zeamais</italic> using a selection index bioassay, and (ii) identify its chemical constituents through gas chromatography&#x2013;mass spectrometry (GC&#x2013;MS).</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Insect rearing</title>
<p>Infested &#x2018;Criollo&#x2019; maize grains were collected from farmers&#x2019; fields in Villa de Zaachila, Oaxaca, Mexico (16&#xb0;57&#x2032;03&#x2033; N, 96&#xb0;44&#x2032;57&#x2033; W) and transported to the Centro de Investigaci&#xf3;n para el Desarrollo Regional Integral (CIIDIR-OAX). Insects were identified using the taxonomic keys of <xref ref-type="bibr" rid="B21">Haines (1991)</xref> and <xref ref-type="bibr" rid="B33">Munyaneza and Henne (2013)</xref>. To establish a laboratory colony, 100 pairs of adult <italic>S. zeamais</italic> were placed into 20 L plastic containers, each containing 2,500 g of maize grains. Containers were kept in a well-ventilated area and covered with anti-aphid mesh to ensure adequate gas exchange and insect respiration. After a 14-day oviposition period, all adult insects were removed using a fine sieve. The containers were maintained under controlled laboratory conditions (25 &#xb1; 2 &#xb0;C; 70 &#xb1; 10% RH) until the F<sub>1</sub> generation emerged. Individuals from this generation were used in experimental bioassays (<xref ref-type="bibr" rid="B25">Ju&#xe1;rez-Flores et&#xa0;al., 2010</xref>).</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Essential oil extraction</title>
<p>Mature leaves of <italic>T. coronopifolia</italic> var. <italic>alboradiata</italic> were collected during the flowering stage in Villa de Zaachila, Oaxaca, Mexico. Plants were selected based on their aromatic properties, local availability, and traditional use in the region (<xref ref-type="bibr" rid="B21">Haines, 1991</xref>; <xref ref-type="bibr" rid="B25">Ju&#xe1;rez-Flores et&#xa0;al., 2010</xref>). Taxonomic identification was confirmed by staff at the CIIDIR Oaxaca herbarium, where voucher specimens were deposited under reference number OAX-FLO-129&#x2013;0402 to ensure traceability for future studies. Collected leaves were thoroughly washed and prepared for essential oil extraction.</p>
<p>Essential oil was obtained via microwave-assisted hydrodistillation with saturated steam at atmospheric pressure, following <xref ref-type="bibr" rid="B13">Dezfooli et&#xa0;al. (2012)</xref>. An adapted Clevenger-type apparatus was used in conjunction with a standard household microwave oven (Samsung MW1235WB, 2450 MHz) set at 70% power. A weight-to-volume ratio of 1:2 was applied, with 500 g of fresh leaves placed in a round-bottom flask containing 1,000 ml of distilled water. The extraction was carried out for 120 min, yielding 0.0095% (w/w). The oil was separated by decantation, dehydrated with anhydrous sodium sulfate (Na<sub>2</sub>SO<sub>4</sub>), and stored in amber glass vials at 4 &#xb0;C until further analysis (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Essential oil extraction process.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fagro-07-1648839-g001.tif">
<alt-text content-type="machine-generated">Illustration of a process for extracting essential oil from plants. Starting with identification and collection of plant species, followed by weighing plant material. Five hundred grams of fresh leaves are placed in a flask with one thousand milliliters of distilled water. The mixture undergoes microwave-assisted hydrodistillation using a Clevenger-type apparatus. The resulting liquid is separated using a separatory funnel, with oil and water layers visible. The oil is dehydrated using sodium sulfate (Na&#x2082;SO&#x2084;) and finally stored in an amber glass vial.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Volatile compound identification</title>
<p>Chemical analysis of the essential oil was performed using gas chromatography&#x2013;mass spectrometry (GC&#x2013;MS) on a Model 7890B gas chromatograph coupled to a Model 5977B quadrupole mass selective detector (electron impact ionization, EI) and a Model 7697A headspace sampler. Volatile compounds were separated on an HP-5MS UI capillary column (30 m &#xd7; 0.25 mm &#xd7; 0.25 &#xb5;m). A 1 &#xb5;L aliquot of the essential oil, diluted in isopropanol, was injected for compound identification. The oven temperature was programmed from 80&#xb0;C to 300&#xb0;C at a rate of 10&#xb0;C/min, with a total run time of ~10 min. Helium was used as the carrier gas at a constant flow rate of 1 mL/min. Compounds were identified by comparing retention times and mass spectra with those in the NIST HP-5MS library (<xref ref-type="bibr" rid="B26">Keffeous and Lynda, 2022</xref>). The relative abundance of each component was expressed as a percentage of the total ion current.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Selection index test</title>
<p>Repellent activity of <italic>T. coronopifolia</italic> var. <italic>alboradiata</italic> essential oil was assessed using maize grains as the substrate. Fifty grams of maize were placed in 20 cm porcelain plates, and the essential oil was diluted in 10 mL ethanol to prepare solutions of 50, 100, 200, 400, 600, and 800 ppm. One milliliter of each solution was applied to the maize using a micropipette to ensure uniform coverage. Plates were left for 20 min to allow complete ethanol evaporation before testing.</p>
<p>The bioassay apparatus consisted of three plastic containers connected by tubes (10 cm long &#xd7; 1 cm diameter). The two side containers each contained 50 g of maize: one treated with essential oil and one untreated. The central container housed 20 unsexed adult <italic>S. zeamais</italic> that had been starved for 24 h. Piperonyl butoxide with commercial deltamethrin (K-Obiol 2.5, Bayer Mexico) at 10 &#x3bc;L/cm&#xb2; served as the positive control. After 24 h, the number of insects in each container was recorded, and the selection index (Si) was calculated following <xref ref-type="bibr" rid="B31">Mazzonetto and Vendramin (2003)</xref>:</p>
<disp-formula>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mi>i</mml:mi>
<mml:mo>=</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mi>G</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo stretchy="false">/</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>G</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where G is the percentage of insects in the treated container and C is the percentage in the untreated container. The repellent/attractant effect of the essential oil was classified according to <xref ref-type="bibr" rid="B6">Arivoli and Tennyson (2013)</xref> as follows: neutral (Si = 1.00), non-repellent (Si &gt; 1.00), low repellency (0.75&#x2013;0.99), medium repellency (0.50&#x2013;0.74), high repellency (0.25&#x2013;0.49), and very high repellency (0.00&#x2013;0.24).</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Experimental design and data analysis</title>
<p>Bioassays were conducted individually in a completely randomized design. G*Power software was used to calculate statistical power, determine sample size, and ensure result reliability. Data were analyzed by one-way ANOVA, and treatment means were compared using Tukey&#x2019;s test at p &lt; 0.05. Statistical analyses were performed in Minitab (version 20.3). Selection index results are presented as means &#xb1; standard deviation. All experiments were replicated four times to ensure statistical robustness (<xref ref-type="bibr" rid="B3">Alonso-Hern&#xe1;ndez et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B41">P&#xe9;rez-Hern&#xe1;ndez et&#xa0;al., 2023</xref>).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Identification of volatile compounds</title>
<p>Gas chromatography&#x2013;mass spectrometry analysis of <italic>T. coronopifolia</italic> var. <italic>alboradiata</italic> essential oil identified 16 terpenes, representing 98.43% of the total composition (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The extraction yielded 800 &#x3bc;L of oil. The predominant constituents were 2-carene (24.1%), camphene (12.6%), &#x3b1;-pinene (10.23%), hexadecanal (9.11%), &#x3b2;-caryophyllene (8.42%), 2-bornanone (6.29%), iso-sphatulenol (6.06%), phytol (5.57%), and caryophyllene oxide (2.80%) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Compounds from the essential oil of <italic>Tridax coronopifolia</italic> var. <italic>alboradiata</italic> analyzed by gas chromatography&#x2013;mass spectrometry (GC-MS).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Peak</th>
<th valign="middle" align="left">Compounds</th>
<th valign="middle" align="left">(%)</th>
<th valign="middle" align="left">Retention Time</th>
<th valign="middle" align="left">Kovats Retention <break/>Index</th>
<th valign="middle" align="left">Formula</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">1</td>
<td valign="middle" align="left">1-hexanol</td>
<td valign="middle" align="left">2.73</td>
<td valign="middle" align="left">4.82</td>
<td valign="middle" align="left">867</td>
<td valign="middle" align="left">C<sub>6</sub>H<sub>14</sub>O</td>
</tr>
<tr>
<td valign="middle" align="left">2</td>
<td valign="middle" align="left">&#x3b3;-terpinene</td>
<td valign="middle" align="left">0.62</td>
<td valign="middle" align="left">6.55</td>
<td valign="middle" align="left">1060</td>
<td valign="middle" align="left">C<sub>10</sub>H<sub>16</sub>
</td>
</tr>
<tr>
<td valign="middle" align="left">3</td>
<td valign="middle" align="left">Hexyl butanoate</td>
<td valign="middle" align="left">0.05</td>
<td valign="middle" align="left">8.07</td>
<td valign="middle" align="left">1184</td>
<td valign="middle" align="left">C<sub>10</sub>H<sub>20</sub>O</td>
</tr>
<tr>
<td valign="middle" align="left">4</td>
<td valign="middle" align="left">Nerolidol (<italic>E</italic>)</td>
<td valign="middle" align="left">0.34</td>
<td valign="middle" align="left">9.65</td>
<td valign="middle" align="left">1562</td>
<td valign="middle" align="left">C<sub>15</sub>H<sub>26</sub>O</td>
</tr>
<tr>
<td valign="middle" align="left">5</td>
<td valign="middle" align="left">Calarenepoxide</td>
<td valign="middle" align="left">0.87</td>
<td valign="middle" align="left">11.40</td>
<td valign="middle" align="left">1592</td>
<td valign="middle" align="left">C<sub>15</sub>H<sub>24</sub>O</td>
</tr>
<tr>
<td valign="middle" align="left">6</td>
<td valign="middle" align="left">Iso-sphatulenol</td>
<td valign="middle" align="left">6.06</td>
<td valign="middle" align="left">12.29</td>
<td valign="middle" align="left">1631</td>
<td valign="middle" align="left">C<sub>15</sub>H<sub>24</sub>O</td>
</tr>
<tr>
<td valign="middle" align="left">7</td>
<td valign="middle" align="left">&#x3b1;-pinene</td>
<td valign="middle" align="left">10.23</td>
<td valign="middle" align="left">13.30</td>
<td valign="middle" align="left">917</td>
<td valign="middle" align="left">C<sub>10</sub>H<sub>16</sub>
</td>
</tr>
<tr>
<td valign="middle" align="left">8</td>
<td valign="middle" align="left">2-carene</td>
<td valign="middle" align="left">24.10</td>
<td valign="middle" align="left">13.70</td>
<td valign="middle" align="left">1001</td>
<td valign="middle" align="left">C<sub>10</sub>H<sub>16</sub>
</td>
</tr>
<tr>
<td valign="middle" align="left">9</td>
<td valign="middle" align="left">Camphene</td>
<td valign="middle" align="left">12.60</td>
<td valign="middle" align="left">14.01</td>
<td valign="middle" align="left">933</td>
<td valign="middle" align="left">C<sub>10</sub>H<sub>16</sub>
</td>
</tr>
<tr>
<td valign="middle" align="left">10</td>
<td valign="middle" align="left">Hexadecanal</td>
<td valign="middle" align="left">9.11</td>
<td valign="middle" align="left">14.50</td>
<td valign="middle" align="left">1822</td>
<td valign="middle" align="left">C<sub>16</sub>H<sub>32</sub>O</td>
</tr>
<tr>
<td valign="middle" align="left">11</td>
<td valign="middle" align="left">2-bornanone</td>
<td valign="middle" align="left">6.29</td>
<td valign="middle" align="left">16.31</td>
<td valign="middle" align="left">1145</td>
<td valign="middle" align="left">C<sub>10</sub>H<sub>16</sub>O</td>
</tr>
<tr>
<td valign="middle" align="left">12</td>
<td valign="middle" align="left">Phytol</td>
<td valign="middle" align="left">5.57</td>
<td valign="middle" align="left">16.39</td>
<td valign="middle" align="left">2122</td>
<td valign="middle" align="left">C<sub>20</sub>H<sub>40</sub>O</td>
</tr>
<tr>
<td valign="middle" align="left">13</td>
<td valign="middle" align="left">&#x3b2;-caryophyllene</td>
<td valign="middle" align="left">8.42</td>
<td valign="middle" align="left">19.05</td>
<td valign="middle" align="left">1598</td>
<td valign="middle" align="left">C<sub>15</sub>H<sub>24</sub>4</td>
</tr>
<tr>
<td valign="middle" align="left">14</td>
<td valign="middle" align="left">Safrole</td>
<td valign="middle" align="left">1.62</td>
<td valign="middle" align="left">20.62</td>
<td valign="middle" align="left">1291.4</td>
<td valign="middle" align="left">C<sub>10</sub>H<sub>10</sub>O<sub>2</sub>
</td>
</tr>
<tr>
<td valign="middle" align="left">15</td>
<td valign="middle" align="left">Caryophyllene oxide</td>
<td valign="middle" align="left">2.80</td>
<td valign="middle" align="left">22.73</td>
<td valign="middle" align="left">1578</td>
<td valign="middle" align="left">C<sub>15</sub>H<sub>24</sub>O</td>
</tr>
<tr>
<td valign="middle" align="left">16</td>
<td valign="middle" align="left">
<italic>iso</italic>-methone</td>
<td valign="middle" align="left">2.64</td>
<td valign="middle" align="left">25.18</td>
<td valign="middle" align="left">1164</td>
<td valign="middle" align="left">C<sub>10</sub>H<sub>18</sub>O</td>
</tr>
<tr>
<td valign="middle" align="left">17</td>
<td valign="middle" align="left">Cyclosativene</td>
<td valign="middle" align="left">1.68</td>
<td valign="middle" align="left">26.77</td>
<td valign="middle" align="left">1373.6</td>
<td valign="middle" align="left">C<sub>15</sub>H<sub>24</sub>
</td>
</tr>
<tr>
<td valign="middle" align="left">
<bold>Total</bold>
</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left">
<bold>98.43</bold>
</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Peak: Highest retention point. Compounds: Identified compounds. (%): Presence of the compound in the essential oil. Retention time: Time each analyte needs to travel from the injector to the detector. Kovats retention index: Quantification of the relative elution times of the identified compounds. Formula: Chemical representation of the identified compound.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Chromatogram of the essential oil of <italic>Tridax coronopifolia</italic> var. <italic>alboradiata</italic> obtained by gas chromatography&#x2013;mass spectrometry (GC-MS).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fagro-07-1648839-g002.tif">
<alt-text content-type="machine-generated">A chromatogram showing peaks at various retention times in minutes along the x-axis: significant peaks appear at 13.702, 19.056, 12.294, 16.396, with counts on the y-axis reaching a maximum of around 9.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Selection index test</title>
<p>Repellency increased with oil concentration, as indicated by the decreasing number of weevils in treated maize containers. At the highest concentration (800 ppm), the SI was 0.27 (<italic>F</italic> = 197.64, df = 7.24, <italic>p</italic> &lt; 0.001, r&#xb2; = 0.9829), with 86.25% of weevils found in untreated maize. Concentrations of 600 and 800 ppm (SI = 0.37 and 0.27, respectively) were classified as having high repellent activity (0.25 &#x2264; SI &#x2264; 0.49). At the lowest concentration (50 ppm), the SI was 0.90, indicating low repellency (0.75 &#x2264; SI &#x2264; 0.99), with 55.00% of weevils in untreated maize. All concentrations of <italic>T. coronopifolia</italic> var. <italic>alboradiata</italic> essential oil exhibited repellency against <italic>S. zeamais</italic>, whereas the positive control (commercial chemical repellent) demonstrated very high repellency (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>; <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Selection (preference) index of the grain maize weevil (<italic>Sitophilus zeamais</italic>) exposed to <italic>Tridax coronopifolia</italic> var. <italic>alboradiata</italic> essential oil.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Concentration (ppm)</th>
<th valign="middle" align="left">Treated grain</th>
<th valign="middle" align="left">Untreated grain</th>
<th valign="middle" align="left">Selection index</th>
<th valign="middle" align="left">Rating</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">800</td>
<td valign="middle" align="left">13.75 &#xb1; 2.50 e</td>
<td valign="middle" align="left">86.25 &#xb1; 2.50 b</td>
<td valign="middle" align="left">0.27 &#xb1; 0.05 e</td>
<td valign="middle" align="left">+++</td>
</tr>
<tr>
<td valign="middle" align="left">600</td>
<td valign="middle" align="left">18.75 &#xb1; 2.50 e</td>
<td valign="middle" align="left">81.25&#xb1; 2.50 b</td>
<td valign="middle" align="left">0.37 &#xb1; 0.05 e</td>
<td valign="middle" align="left">+++</td>
</tr>
<tr>
<td valign="middle" align="left">400</td>
<td valign="middle" align="left">28.75 &#xb1; 4.79 d</td>
<td valign="middle" align="left">71.25 &#xb1; 4.79 c</td>
<td valign="middle" align="left">0.57 &#xb1; 0.09 d</td>
<td valign="middle" align="left">++</td>
</tr>
<tr>
<td valign="middle" align="left">200</td>
<td valign="middle" align="left">37.50 &#xb1; 2.89 c</td>
<td valign="middle" align="left">62.50 &#xb1; 2.89 d</td>
<td valign="middle" align="left">0.75 &#xb1; 0.05 c</td>
<td valign="middle" align="left">+</td>
</tr>
<tr>
<td valign="middle" align="left">100</td>
<td valign="middle" align="left">43.75 &#xb1; 2.50 b</td>
<td valign="middle" align="left">56.25 &#xb1; 2.50 e</td>
<td valign="middle" align="left">0.87 &#xb1; 0.05 b</td>
<td valign="middle" align="left">+</td>
</tr>
<tr>
<td valign="middle" align="left">50</td>
<td valign="middle" align="left">45.00 &#xb1; 0.00 ab</td>
<td valign="middle" align="left">55.00 &#xb1; 0.00 ef</td>
<td valign="middle" align="left">0.90 &#xb1; 0.00 ab</td>
<td valign="middle" align="left">+</td>
</tr>
<tr>
<td valign="middle" align="left">C-</td>
<td valign="middle" align="left">50.00 &#xb1; 0.00 a</td>
<td valign="middle" align="left">50.00 &#xb1; 0.00 f</td>
<td valign="middle" align="left">1.00 &#xb1; 0.00 a</td>
<td valign="middle" align="left">0</td>
</tr>
<tr>
<td valign="middle" align="left">C+</td>
<td valign="middle" align="left">0.00 &#xb1; 0.00 f</td>
<td valign="middle" align="left">100 &#xb1; 0.00 a</td>
<td valign="middle" align="left">0.00 &#xb1; 0.00 f</td>
<td valign="middle" align="left">++++</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Data in columns with different letters are significantly different <italic>p</italic>&lt; 0.05. Neutral activity (Si = 1; rating &#x2018;0&#x2019;), non-repellent activity (Si &gt; 1.00), low repellent activity (0.75 &#x2265; Si &#x2265; 0.99; category &#x2018;+&#x2019;), medium repellent activity (0.50 &#x2265; Si &#x2265; 0.74; rating &#x2018;++&#x2019;), high repellent activity (0.25 &#x2265; Si &#x2265; 0.49; rating &#x2018;+++&#x2019;), very high repellent activity (0.00 &#x2265; Si &#x2265; 0.24; rating &#x2018;++++&#x2019;). Data in columns with different letters are significantly different <italic>p</italic>&lt;0.05; C- is the negative control, without the addition of essential oil; C+ is the positive control, in which piperonyl butoxide with deltamethrin was used as a pyrethroid insecticide, applying 10 &#x3bc;L per cm&#xb2; (K-Obiol 2.5, Bayer Mexico).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Repellency index of the essential oil of <italic>Tridax coronopifolia</italic> var. <italic>alboradiata</italic> on <italic>Sitophilus zeamais.</italic> C-: negative control, without the addition of essential oil; C+: is the positive control, in which piperonyl butoxide with deltamethrin was used as a pyrethroid insecticide, applying 10 &#x3bc;L per cm&#xb2; (K-Obiol 2.5, Bayer Mexico).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fagro-07-1648839-g003.tif">
<alt-text content-type="machine-generated">Bar chart showing the selection index against concentration in parts per million (ppm). As concentration decreases from 800 to zero, the selection index increases from 0.27 to 1, illustrating an inverse relationship.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>This study is the first to report the chemical characterization of the essential oil extracted from <italic>T. coronopifolia</italic> var. <italic>alboradiata</italic>. Analysis identified several metabolites with known biological activities, with 2-carene being the most abundant compound (24.1%). This bicyclic monoterpene occurs naturally in the essential oils of several Lamiaceae species, including oregano (<italic>Origanum vulgare</italic> L.) and rosemary (<italic>Rosmarinus officinalis</italic> L.), both of which have demonstrated 100% mortality against <italic>S. zeamais</italic> in pest management studies (<xref ref-type="bibr" rid="B12">Costa-Becheleni et&#xa0;al., 2020</xref>). Camphene, another major compound, possesses a pungent camphor-like aroma and is present in plants such as citronella (<italic>Cymbopogon nardus</italic> (L.) Rendle), ginger (<italic>Zingiber officinale</italic> Roscoe), and several Lamiales species, with documented insecticidal, antifungal, antibacterial, and antioxidant properties (<xref ref-type="bibr" rid="B55">Wang et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B17">Flores-Villa et&#xa0;al., 2020</xref>). Additionally, &#x3b1;-pinene, found in thyme (<italic>Thymus vulgaris</italic> L.) and various <italic>Salvia</italic> species, has shown insecticidal activity against the bean weevil (<italic>Sitophilus oryzae</italic> L.), achieving up to 98.9% efficacy (<xref ref-type="bibr" rid="B52">Tapia-Borja et&#xa0;al., 2020</xref>). Hexadecanal, a fatty aldehyde identified as a major compound in the oil, is known for its distinctive odor and may function as a chemical signal to attract or repel specific insects, enhancing the plant&#x2019;s defense against herbivores and pathogens. Since these identifications are based solely on HP-5MS library matches, further confirmation using retention indices or authentic standards is recommended.</p>
<p>The quality and efficacy of essential oils can be influenced by multiple factors, including the timing of leaf harvest, the plant part used, extraction method, plant origin, and variability in chemical composition. Genetic, environmental, and phenological factors, as well as post-harvest handling, can affect concentrations of bioactive compounds. Storage conditions also influence the stability of essential oil constituents. Such variability can lead to different chemotypes, which may affect the efficacy of oils in integrated pest management strategies (<xref ref-type="bibr" rid="B20">Granados-Echegoyen et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B15">Ferreira et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B24">Jayasundara and Arampath, 2021</xref>). Similar patterns have been observed in <italic>Porophyllum linaria</italic> Cav., where higher concentrations of active compounds correlated with enhanced bioactivity (<xref ref-type="bibr" rid="B23">Hern&#xe1;ndez-Cruz et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B28">Landero-Valenzuela et&#xa0;al., 2022</xref>). These observations support our finding that pest repellency improves with increasing essential oil concentration and prolonged exposure.</p>
<p>Previous studies have evaluated the repellent effectiveness of other essential oils against <italic>S. zeamais</italic>, including oils from boldo (<italic>Peumus boldus</italic> Molina), Chilean laurel (<italic>Laurelia sempervirens</italic> (Ruiz &amp; Pav.) Tul.), and tepa (<italic>Laureliopsis philippiana</italic> (Looser) R. Schodde), which contain safrole, a terpene also present in <italic>T. coronopifolia</italic> var. <italic>alboradiata</italic> (<xref ref-type="bibr" rid="B10">Bustos et&#xa0;al., 2017</xref>). Other natural products, such as powders and extracts of neem (<italic>Azadirachta indica</italic> A. Juss), have demonstrated low biocidal activity but higher repellent effects (<xref ref-type="bibr" rid="B38">Palomino-Reyes et&#xa0;al., 2022</xref>). Preliminary studies on phytol and humulene I and II indicate that these compounds contribute to insecticidal activity (<xref ref-type="bibr" rid="B4">Arceo-Medina et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B45">Rizvi et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B40">Perdomo-Cede&#xf1;o, 2020</xref>). In the present study, the observed repellent effect (SI = 0.27) at concentrations of 600 and 800 ppm qualifies as high repellency (0.25 &#x2264; SI &#x2264; 0.49) according to <xref ref-type="bibr" rid="B31">Mazzonetto and Vendramin (2003)</xref>, with all tested concentrations showing repellency compared to the negative control. Similar results have been reported for <italic>Chenopodium ambrosioides</italic> L. (SI = 0.31) and <italic>Schinus molle</italic> L. (SI = 0.20) (<xref ref-type="bibr" rid="B7">Aros et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B5">Arias et&#xa0;al., 2017</xref>). The mode of action of terpenoids includes repellency and deterrence, interference with juvenile hormone and molting hormone, inhibition of chitin synthesis and digestive enzymes, reduced feeding, and prevention of oviposition (<xref ref-type="bibr" rid="B39">Pavela et&#xa0;al., 2020</xref>). The repellent properties of essential oils are strongly associated with the presence of monoterpenes and sesquiterpenes in their volatile profiles (<xref ref-type="bibr" rid="B2">Albarracin-Gomez et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B35">Opiyo et&#xa0;al., 2022</xref>).</p>
<p>Essential oils represent a sustainable and environmentally friendly alternative to synthetic insecticides. They reduce exposure to toxic chemicals, protect human health, minimize soil and water contamination, and are biodegradable, avoiding long-term ecological damage (<xref ref-type="bibr" rid="B35">Opiyo et&#xa0;al., 2022</xref>). Although synthetic insecticides act rapidly, essential oils offer a viable option when environmental safety, human health, and sustainability are priorities. Cost-effectiveness depends on factors such as equipment type, extraction parameters, and plant material. Hydrodistillation is both efficient and economical, ensuring optimal utilization of natural resources (Albarrac&#xed;n-Montoyo and Gallo-Palma, 2003). Advances in sustainable production technologies are reducing costs while maintaining or improving essential oil quality, which is particularly relevant for stored grain preservation. The organic origin of essential oils also enhances marketability and supports food safety and security objectives (<xref ref-type="bibr" rid="B19">Gonz&#xe1;lez-Puetate et&#xa0;al., 2023</xref>).</p>
</sec>
<sec id="s5">
<label>5</label>
<title>Conclusions and future directions</title>
<p>The results confirm that <italic>T. coronopifolia</italic> var. <italic>alboradiata</italic> essential oil is an effective repellent against the maize weevil (<italic>S. zeamais</italic>) in stored grain. These findings indicate that this essential oil is a promising natural alternative to conventional synthetic insecticides and could be integrated into pest management strategies for stored products. As a natural repellent, it provides an environmentally friendly and efficient option for crop protection. Future research should evaluate the oil&#x2019;s effects on seed viability, ensuring that concentrations up to 800 ppm do not compromise maize germination, sensory quality, or increase the risk of mycotoxin contamination.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>LG-S: Investigation, Formal Analysis, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. RP-P: Funding acquisition, Methodology, Writing &#x2013; original draft, Supervision, Resources, Conceptualization, Writing &#x2013; review &amp; editing. BH: Project administration, Software, Writing &#x2013; original draft, Methodology, Resources, Writing &#x2013; review &amp; editing. YO-H: Formal Analysis, Data curation, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Funding acquisition. AV-L: Methodology, Project administration, Investigation, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. TA-B: Validation, Writing &#x2013; review &amp; editing, Writing &#x2013; original draft, Software, Supervision. BQ-G: Resources, Investigation, Project administration, Writing &#x2013; review &amp; editing, Methodology, Writing &#x2013; original draft. SM-T: Funding acquisition, Writing &#x2013; original draft, Formal Analysis, Writing &#x2013; review &amp; editing, Data curation. FA-B: Writing &#x2013; review &amp; editing, Software, Writing &#x2013; original draft, Supervision, Visualization, Validation. AF-B: Project administration, Resources, Writing &#x2013; review &amp; editing, Writing &#x2013; original draft, Methodology. CG-E: Writing &#x2013; original draft, Formal Analysis, Supervision, Software, Conceptualization, Resources, Methodology, Validation, Writing &#x2013; review &amp; editing, Data curation, Investigation, Visualization.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research and/or publication of this article. The first author gratefully acknowledges the Science, Humanities, Technology and Innovation Secretariat (SECIHTI, Me&#x301;xico) for the scholarship provided (CVU: 791859).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We also thank the Instituto Polit&#xe9;cnico Nacional (IPN), particularly the CIIDIR-Oaxaca unit, for providing the facilities and institutional support essential for the first author&#x2019;s doctoral studies.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec id="s11" 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>
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