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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2025.1595946</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Global trends in <italic>Trichoderma</italic> secondary metabolites in sustainable agricultural bioprotection</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Cortez-L&#x00E1;zaro</surname> <given-names>Anthony Apolinario</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<name><surname>V&#x00E1;zquez-Medina</surname> <given-names>Pedro James</given-names></name>
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<name><surname>Caro-Degollar</surname> <given-names>Edson Max</given-names></name>
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<contrib contrib-type="author">
<name><surname>Garc&#x00ED;a Evangelista</surname> <given-names>Jennifer Valeria</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name><surname>Cortez-L&#x00E1;zaro</surname> <given-names>Ronald Alexis</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author">
<name><surname>Rojas-Paz</surname> <given-names>Jorge Luis</given-names></name>
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<name><surname>Legua-Cardenas</surname> <given-names>Jose Antonio</given-names></name>
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<name><surname>Fernandez-Herrera</surname> <given-names>Fredesvindo</given-names></name>
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<name><surname>Pesantes-Rojas</surname> <given-names>Carlos Roberto</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<name><surname>Ocrospoma-Due&#x00F1;as</surname> <given-names>Robert William</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<name><surname>Oliva-Cruz</surname> <given-names>Segundo Manuel</given-names></name>
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<name><surname>Manes-Cangana</surname> <given-names>Gabriel Alberto</given-names></name>
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<name><surname>Romero Bozzetta</surname> <given-names>Jos&#x00E9; Luis</given-names></name>
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<name><surname>Leiva Espinoza</surname> <given-names>Santos Triunfo</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Grupo de investigaci&#x00F3;n en procesos en Sanidad Vegetal, Instituto de Investigaci&#x00F3;n para el Desarrollo Sustentable de Ceja de Selva, Universidad Nacional Toribio Rodr&#x00ED;guez de Mendoza</institution>, <addr-line>Chachapoyas</addr-line>, <country>Per&#x00FA;</country></aff>
<aff id="aff2"><sup>2</sup><institution>Facultad de Ciencias, Universidad Nacional Jos&#x00E9; Faustino S&#x00E1;nchez Carri&#x00F3;n</institution>, <addr-line>Huacho</addr-line>, <country>Per&#x00FA;</country></aff>
<aff id="aff3"><sup>3</sup><institution>Escuela Profesional de Agronom&#x00ED;a, Facultad de Ciencias Agrarias, Universidad Nacional de Ca&#x00F1;ete</institution>, <addr-line>San Vicente de Ca&#x00F1;ete</addr-line>, <country>Per&#x00FA;</country></aff>
<aff id="aff4"><sup>4</sup><institution>Escuela de Ingenier&#x00ED;a Qu&#x00ED;mica, Facultad de Ingenier&#x00ED;a Qu&#x00ED;mica y Metalurgia, Universidad Nacional Jos&#x00E9; Faustino S&#x00E1;nchez Carri&#x00F3;n</institution>, <addr-line>Huacho</addr-line>, <country>Per&#x00FA;</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: Yongjun Tan, Hunan Hybrid Rice Research Center, China</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: Nazia Manzar, National Bureau of Agriculturally Important Microorganisms (ICAR), India</p>
<p>T&#x00FC;nde Pusztahelyi, University of Debrecen, Hungary</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Pedro James V&#x00E1;zquez-Medina, <email>pvasquezm@unjfsc.edu.pe</email> Anthony Apolinario Cortez-L&#x00E1;zaro. <email>anthony.cortez@untrm.edu.pe</email> Santos Triunfo Leiva Espinoza, <email>santos.leiva@untrm.edu.pe</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>07</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1595946</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>03</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>06</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Cortez-L&#x00E1;zaro, V&#x00E1;zquez-Medina, Caro-Degollar, Garc&#x00ED;a Evangelista, Cortez-L&#x00E1;zaro, Rojas-Paz, Legua-Cardenas, Fernandez-Herrera, Pesantes-Rojas, Ocrospoma-Due&#x00F1;as, Oliva-Cruz, Manes-Cangana, Romero Bozzetta and Leiva Espinoza.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Cortez-L&#x00E1;zaro, V&#x00E1;zquez-Medina, Caro-Degollar, Garc&#x00ED;a Evangelista, Cortez-L&#x00E1;zaro, Rojas-Paz, Legua-Cardenas, Fernandez-Herrera, Pesantes-Rojas, Ocrospoma-Due&#x00F1;as, Oliva-Cruz, Manes-Cangana, Romero Bozzetta and Leiva Espinoza</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>The use of <italic>Trichoderma</italic> spp. constitutes a promising biotechnological strategy for sustainable agriculture, owing to its capacity to control phytopathogens and to produce bioactive secondary metabolites. This study, one of the first of its kind, addresses the absence of a comprehensive bibliometric assessment in this field. A systematic bibliometric analysis was conducted on 235 publications indexed in Scopus (2000&#x2013;2025). Advanced tools such as VOSviewer and Bibliometrix were employed to track publication trends, identify key research themes, map collaborative networks, and assess the influence of leading authors and institutions. An exponential increase in scientific output was observed, peaking in 2023. Four principal research clusters were identified: antifungal activity, gene regulation, secondary metabolite production, and biosynthesis. India and China accounted for the highest publication volume, while Italy, represented by authors such as Francesco Vinale, accounted for the greatest scientific impact. International collaboration was extensive, particularly between Asia and Europe. The analysis indicates a progression from applied biocontrol studies to research focusing on molecular and genetic mechanisms, highlighting the need for multidisciplinary approaches that integrate biotechnology, agronomy, and microbial ecology. This bibliometric study provides an overview of <italic>Trichoderma</italic> secondary metabolites in agricultural biocontrol and outlines a research agenda emphasizing field validation, interdisciplinary collaboration, and the adoption of innovative technologies to bridge the gap between research and on-farm application in sustainable agriculture.</p>
</abstract>
<kwd-group>
<kwd>bibliometrics</kwd>
<kwd>biological control</kwd>
<kwd>secondary metabolites</kwd>
<kwd><italic>Trichoderma</italic> spp.</kwd>
<kwd>agricultural sustainability</kwd>
<kwd>plant health</kwd>
</kwd-group>
<contract-num rid="cn1">PE501082128-2023-PROCIENCIA</contract-num>
<contract-sponsor id="cn1">Programa Nacional de Investigaci&#x00F3;n Cient&#x00ED;fica y de Estudios Avanzados</contract-sponsor>
<counts>
<fig-count count="10"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="82"/>
<page-count count="18"/>
<word-count count="10393"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Microbe and Virus Interactions with Plants</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>Global food demand is rising exponentially, while natural resources are becoming increasingly scarce, creating an urgent need for sustainable agricultural practices to ensure food security and environmental sustainability (<xref ref-type="bibr" rid="ref53">Sala et al., 2021</xref>; <xref ref-type="bibr" rid="ref55">Seenivasagan and Babalola, 2021</xref>). This challenge is further exacerbated by the presence of plant pathogens, which cause significant crop losses and threaten food security (<xref ref-type="bibr" rid="ref11">Ch&#x00E1;vez-D&#x00ED;az et al., 2020</xref>). For decades, pathogen control has relied heavily on chemical pesticides, which, despite their initial effectiveness, have proven unsustainable due to their environmental impact and the emergence of resistant pathogen strains (<xref ref-type="bibr" rid="ref40">Mar&#x00ED;a Suaste, 2020</xref>; <xref ref-type="bibr" rid="ref52">Ribeiro et al., 2001</xref>). In this context, the search for biological alternatives has become a scientific and global priority.</p>
<p>Among these alternatives, <italic>Trichoderma</italic>, a widely studied fungal genus, has emerged as a promising tool for agricultural bioprotection (<xref ref-type="bibr" rid="ref6">Bailey et al., 2008</xref>; <xref ref-type="bibr" rid="ref18">Fontana et al., 2021</xref>; <xref ref-type="bibr" rid="ref70">Vinale et al., 2006</xref>). <italic>Trichoderma</italic> is distinguished by its dual capacity to compete with pathogens and produce a diverse array of bioactive secondary metabolites that play critical roles in biocontrol and plant health (<xref ref-type="bibr" rid="ref10">Buojaylah et al., 2024</xref>; <xref ref-type="bibr" rid="ref50">Rajesh et al., 2016</xref>; <xref ref-type="bibr" rid="ref54">Savas et al., 2021</xref>; <xref ref-type="bibr" rid="ref37">Manzar et al., 2022</xref>). These metabolites, such as peptaibols, terpenoids and pyrones, not only act as antifungals and antibacterials, but also modulate the soil microbiota, promoting an ecological balance that benefits both plants and the agricultural ecosystem (<xref ref-type="bibr" rid="ref24">Hermosa et al., 2014</xref>; <xref ref-type="bibr" rid="ref30">Khan et al., 2020</xref>; <xref ref-type="bibr" rid="ref51">Reino et al., 2008</xref>).</p>
<p>The particularity of these metabolites lies in their dual function: on the one hand, they act directly against phytopathogens, altering the permeability of their cell membranes or inhibiting their growth (<xref ref-type="bibr" rid="ref3">Alfaro-Vargas et al., 2022</xref>; <xref ref-type="bibr" rid="ref60">Shi et al., 2012</xref>; <xref ref-type="bibr" rid="ref81">Zhang et al., 2022</xref>); on the other hand, they activate plant defense mechanisms, such as Systemic Acquired Resistance (SAR) and Induced Systemic Resistance (ISR), enhancing the plant&#x2019;s ability to resist infections and abiotic stresses (<xref ref-type="bibr" rid="ref57">Sharma et al., 2019</xref>; <xref ref-type="bibr" rid="ref62">Shoresh et al., 2010</xref>; <xref ref-type="bibr" rid="ref74">Visagie et al., 2023</xref>). This duality makes <italic>Trichoderma</italic> a promising alternative for sustainable agriculture.</p>
<p>However, despite its potential, the application of these metabolites under field conditions still faces significant challenges. Factors such as genetic variability among strains, environmental conditions, and the incomplete understanding of the regulatory mechanisms involved limit their efficacy and stability (<xref ref-type="bibr" rid="ref34">L&#x00F3;pez-Bucio et al., 2015</xref>; <xref ref-type="bibr" rid="ref48">Poveda et al., 2020</xref>; <xref ref-type="bibr" rid="ref80">Zeilinger et al., 2016</xref>).</p>
<p>In addition, although several studies have investigated <italic>Trichoderma</italic> metabolites and their biocontrol capacity, a comprehensive bibliometric analysis has yet to be conducted to provide a detailed mapping of the evolution of research in this field. This information gap prevents a clear understanding of major scientific trends, the development of innovative methodologies, and the identification of critical gaps in the literature (<xref ref-type="bibr" rid="ref26">Hood and Wilson, 2001</xref>). Bibliometrics, as a powerful tool for analyzing large volumes of scientific data, offers an opportunity to comprehend the evolution of research in this domain and its prospective trajectory (<xref ref-type="bibr" rid="ref5">Aria and Cuccurullo, 2017</xref>; <xref ref-type="bibr" rid="ref68">van Eck and Waltman, 2010</xref>).</p>
<p>This study aims to address this gap by conducting a comprehensive bibliometric analysis of the scientific literature on <italic>Trichoderma</italic> secondary metabolites in agricultural bioprotection, using data indexed in Scopus. For this purpose, advanced tools such as VOSviewer and Bibliometrix will be used to identify the main lines of research, determine the impact of the most influential scientific contributions, and detect emerging areas as well as critical gaps to guide future research.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec3">
<label>2.1</label>
<title>Search strategy and data selection</title>
<p>The bibliometric analysis was conducted using the Scopus database (Elsevier), selected for its comprehensive coverage of agricultural microbiology and biotechnology literature, as well as for its capacity to provide detailed metadata and compatibility with advanced network analysis and citation tools (<xref ref-type="fig" rid="fig1">Figure 1</xref>). The search was conducted on January 24, 2025, covering all publications indexed up to that date. To ensure an exhaustive retrieval of scientific papers, the following query was used in the Title, Abstract, and Keywords (TITLE-ABS-KEY) fields:</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Flow chart of bibliometric analysis procedures, information retrieval strategy, analysis tools and main indicators. Source: Own elaboration.</p>
</caption>
<graphic xlink:href="fmicb-16-1595946-g001.tif"/>
</fig>
<p><italic>Trichoderma</italic> AND secondary metabolites AND biological control.</p>
<p>No restrictions were applied regarding language, document type, or subject category to ensure the inclusion of all relevant literature available in Scopus. The retrieved records were exported in CSV format, including metadata such as titles, abstracts, keywords, author affiliations, cited references, and citation metrics.</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Data processing and analysis</title>
<p>The data obtained were processed using the tools VOSviewer (v.1.6.19) (<xref ref-type="bibr" rid="ref68">van Eck and Waltman, 2010</xref>) and Bibliometrix (<xref ref-type="bibr" rid="ref5">Aria and Cuccurullo, 2017</xref>) selected for their efficiency in handling large volumes of data and their ability to generate complex network visualizations. In VOSviewer, keyword co-occurrence networks were generated, with a minimum frequency threshold established depending on the type of analysis, allowing for the identification of thematic clusters and emerging trends. Co-authorship and institutional collaboration networks were constructed using the association method available in VOSviewer, with the purpose of detecting relevant scientific communities in the field of study. In addition, productivity and impact metrics were calculated, including the H-index of authors and institutions, the geographical distribution of publications, and the temporal evolution of scientific production.</p>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Visualization and synthesis</title>
<p>The results were synthesized into visual representations to facilitate the interpretation of research dynamics in the study area. Growth curves of the literature were generated using the R-Project software (version 4.4.3), applying a second-degree polynomial model to evaluate the increase in the number of studies and the emergence of new lines of research. Networks of co-occurring terms were analyzed to identify emerging patterns and predominant areas of research. Co-citation analysis was performed to identify the most influential articles and authors in research on <italic>Trichoderma</italic> secondary metabolites and their role in biocontrol. To evaluate the geographical contribution to scientific production, geospatial maps were constructed in Bibliometrix using affiliation data provided by Scopus, which allowed for the identification of the global distribution of publications and collaboration between countries, as described in <xref ref-type="fig" rid="fig1">Figure 1</xref>.</p>
</sec>
</sec>
<sec sec-type="results" id="sec6">
<label>3</label>
<title>Results</title>
<sec id="sec7">
<label>3.1</label>
<title>Scopus bibliometric indicators (2000&#x2013;2025)</title>
<p>Indicators of the literature indexed in Scopus on <italic>Trichoderma</italic> and its secondary metabolites in the biological control of phytopathogens included 235 documents published in 151 sources (<xref ref-type="fig" rid="fig2">Figure 2</xref>). Scientific production grew at an annual rate of 5.7%, highlighting <italic>Trichoderma</italic> as a key tool in agricultural biotechnology, particularly in biological control and soil health improvement. Over the 25 years, research diversified into specialized areas such as soil microbiota modulation and omics technologies in agricultural protection. A total of 1,077 authors contributed to these papers, with an average of 5.54 co-authors per paper. However, only 29.36% of the publications included international co-authorship, indicating an opportunity to improve international collaboration, especially in regions with high agricultural potential such as Latin America, Africa, and Southeast Asia.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Summary of bibliometric indicators on <italic>Trichoderma</italic> and its metabolites in biological control (2000&#x2013;2025). Source: Own elaboration based on data from SCOPUS using Bibliometrix software.</p>
</caption>
<graphic xlink:href="fmicb-16-1595946-g002.tif"/>
</fig>
<p>The documents analyzed included 15,305 references, with an average age of 6.15 years. The average number of citations per paper was 43.05, showing an uneven distribution of visibility among scientific articles; this pattern highlights the need to improve the scientific dissemination of key findings to increase the adoption of <italic>Trichoderma</italic> in agriculture. A total of 692 keywords were identified, reflecting the multidisciplinary nature of scientific production. Emerging areas, such as improved resistance to abiotic factors and interactions with beneficial microorganisms, remain underexplored and may represent new opportunities for future research to increase international collaboration and improve dissemination of findings to broaden the impact of <italic>Trichoderma</italic> in sustainable agriculture.</p>
</sec>
<sec id="sec8">
<label>3.2</label>
<title>Temporal trends in scientific production and distribution of types of documents</title>
<p>Scientific production has increased steadily since 2000, reaching a peak of 32 publications in 2023 (<xref ref-type="fig" rid="fig3">Figure 3</xref>). This growth follows a second-degree polynomial model (y&#x202F;=&#x202F;9.04&#x202F;+&#x202F;3.9x&#x202F;+&#x202F;10.9x<sup>2</sup>; R<sup>2</sup>&#x202F;=&#x202F;0.62), which describes the acceleration of article production between 2010 and 2020, followed by a stabilization in recent years. Despite the continuous increase in the number of publications, the stabilization observed from 2020 onwards indicates a slowdown in the pace of scientific production in the most researched fields. The cumulative citations also show a similar evolution, reaching almost 3,000 citations in 2023, with fluctuations in 2024 and 2025 due to delays in indexing and the incomplete nature of the scientific production in 2025.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Trends in scientific production as a function of the number of publications and citations. Source: Own elaboration based on data from SCOPUS using R software.</p>
</caption>
<graphic xlink:href="fmicb-16-1595946-g003.tif"/>
</fig>
<p>Of the 235 publications analyzed, 75% (180) were original articles, followed by systematic reviews (15%, <italic>n</italic>&#x202F;=&#x202F;36), book chapters (6%, <italic>n</italic>&#x202F;=&#x202F;16), and editorials (0.8%, <italic>n</italic>&#x202F;=&#x202F;2) (<xref ref-type="table" rid="tab1">Table 1</xref>). Systematic reviews stood out with an average of 3,245 citations, indicating a high impact within the thematic areas of research, while original articles accumulated 6,765 citations, with an h-index of 41. These data confirm the central role of original articles in generating knowledge in the <italic>Trichoderma</italic> field, with a more immediate impact in terms of citations. In contrast, book chapters and editorials had a significantly lower impact, with 93 and 2 citations, respectively. This low number of citations is related to the limitations of these types of scientific papers, which do not contribute significantly to the dissemination of experimental knowledge or to the formulation of new hypotheses.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Distribution of document types, total citations, and h-index of publications.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Type of document</th>
<th align="center" valign="top">Publications</th>
<th align="center" valign="top">Percentage (%)</th>
<th align="center" valign="top">Total citations<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;</sup></xref></th>
<th align="center" valign="top">h index</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Original article</td>
<td align="center" valign="middle">180</td>
<td align="center" valign="middle">75</td>
<td align="center" valign="middle">6,765</td>
<td align="center" valign="middle">41</td>
</tr>
<tr>
<td align="left" valign="top">Systematic review</td>
<td align="center" valign="middle">36</td>
<td align="center" valign="middle">15</td>
<td align="center" valign="middle">3,245</td>
<td align="center" valign="middle">21</td>
</tr>
<tr>
<td align="left" valign="top">Book chapter</td>
<td align="center" valign="middle">16</td>
<td align="center" valign="middle">6</td>
<td align="center" valign="middle">93</td>
<td align="center" valign="middle">6</td>
</tr>
<tr>
<td align="left" valign="top">Editorial</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">0.8</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">1</td>
</tr>
<tr>
<td align="left" valign="top">Conference paper</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">0.4</td>
<td align="center" valign="middle">9</td>
<td align="center" valign="middle">1</td>
</tr>
<tr>
<td align="left" valign="top">Short survey</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">0.4</td>
<td align="center" valign="middle">63</td>
<td align="center" valign="middle">1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn1">
<label>&#x002A;</label>
<p>Source: Own elaboration based on data from SCOPUS.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The distribution of paper types reflects the predominance of original articles in the scientific production on <italic>Trichoderma</italic>. This trend is also consistent with the general pattern in experimental research areas. Although systematic reviews have an important impact on the organization and synthesis of information, their lower number of citations compared to original articles points to the difference in the speed of adoption of experimental results compared to more consolidating approaches. Finally, although the increase in scientific production and in the number of citations in the last decade indicates a greater interest in the subject, it is important to analyze and understand whether this growth is associated with an increased awareness of the benefits and challenges of biological control by <italic>Trichoderma</italic> and its contribution to agricultural sustainability.</p>
</sec>
<sec id="sec9">
<label>3.3</label>
<title>Scientific collaboration networks and geographic distribution</title>
<p>The network analysis at the institutional level (<xref ref-type="fig" rid="fig4">Figure 4A</xref>) identified three main clusters, based on the density of connections and the size of the nodes. The cluster led by the Department of Agricultural Sciences at the University of Naples Federico II is characterized by a large central node with high scientific productivity in various research areas related to <italic>Trichoderma</italic> as a biological control agent. The second cluster, led by the Department of Veterinary Medicine and Animal Production at the Universit&#x00E0; degli Studi di Napoli Federico II, represents a medium-sized node, with dense connections associated with active collaboration in specialized areas within biocontrol and animal health. The third cluster, led by the Department of Pharmacy and Biology at the University of Salerno, features smaller nodes but with strong interactions, indicating a highly connected network in more specific research areas in biochemistry, genetics, and microbiology.</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Scientific collaboration and global distribution of research on <italic>Trichoderma</italic> and its secondary metabolites. <bold>(A)</bold> Institutional collaboration networks. <bold>(B)</bold> International networks of scientific collaboration. <bold>(C)</bold> Geographical distribution of scientific production. Source: Own elaboration based on data from SCOPUS, <bold>(A,B)</bold> using VOSviewer software, the <bold>(C)</bold> using bibliometrix softw.</p>
</caption>
<graphic xlink:href="fmicb-16-1595946-g004.tif"/>
</fig>
<p>At the country level (<xref ref-type="fig" rid="fig4">Figure 4B</xref>), geographic analysis revealed three dominant clusters. India leads the first yellow cluster, with a large central node reflecting the largest amount of scientific output, and strong connections to countries such as Austria and Romania; this shows India&#x2019;s growing involvement in <italic>Trichoderma</italic> research in Asia and its close connection to Europe. The purple cluster is led by Brazil, with medium-sized nodes and strong connections to the United States and Romania, highlighting collaboration in tropical agricultural systems. The third cluster, led by China, shows large nodes and extensive connections with Pakistan and Chile, highlighting its central role in scientific collaborations on a global scale.</p>
<p>Regarding the geographical distribution of scientific production (<xref ref-type="fig" rid="fig4">Figure 4C</xref>), India led with 50 publications, followed by China (38), Italy (24), and the United States (21). Brazil and Spain contributed 18 publications each, while Germany, Mexico, Austria, Iran, and Egypt recorded 12, 12, 11, 11, 11, 11, 11, and 10 publications, respectively. The lines connecting the countries in the figure represent the main international collaborative networks, with the strongest links between India and Austria, Brazil and the United States, and China and Pakistan. Finally, it is important to emphasize that the geographic distribution of publications and the connections between countries highlight the collective advancement of knowledge in <italic>Trichoderma</italic> research and its contribution to agricultural sustainability worldwide.</p>
</sec>
<sec id="sec10">
<label>3.4</label>
<title>Co-occurrence of keywords, temporal evolution and conceptual structure</title>
<p>The keyword co-occurrence analysis (<xref ref-type="fig" rid="fig5">Figure 5A</xref>) shows four thematic groups related to the biocontrol effects of secondary metabolites of <italic>Trichoderma</italic>. The first group, highlighted in red, includes terms related to antifungal activity and biocontrol, such as biological pest control, antifungal activity, enzymatic activity, plant growth, and phytopathogens like <italic>Fusarium oxysporum</italic> and <italic>Rhizoctonia solani</italic>. These terms emphasize the focus on <italic>Trichoderma&#x2019;s</italic> capabilities to inhibit pathogens and promote plant growth (<xref ref-type="bibr" rid="ref46">Mousumi Das et al., 2019</xref>; <xref ref-type="bibr" rid="ref23">Harman et al., 2004</xref>; <xref ref-type="bibr" rid="ref14">Di&#x00E1;nez et al., 2016</xref>). The second group, in green, includes terms related to genetic regulation and metabolic processes, such as genetics, metabolism, and microbiology, reflecting the interest in molecular mechanisms that enable <italic>Trichoderma</italic> to produce secondary metabolites with biocontrol potential (<xref ref-type="bibr" rid="ref24">Hermosa et al., 2014</xref>; <xref ref-type="bibr" rid="ref77">Wu et al., 2018</xref>; <xref ref-type="bibr" rid="ref17">Fang et al., 2024</xref>). The third group, in blue, focuses on terms such as secondary metabolites, biocontrol, and <italic>Trichoderma</italic>, highlighting the importance of these compounds in suppressing phytopathogens and enhancing plant growth (<xref ref-type="bibr" rid="ref30">Khan et al., 2020</xref>; <xref ref-type="bibr" rid="ref51">Reino et al., 2008</xref>).</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p><bold>(A)</bold> Co-occurrence of keywords. <bold>(B)</bold> Temporal analysis of keywords. Source: Own elaboration based on data from SCOPUS using VOSviewer software.</p>
</caption>
<graphic xlink:href="fmicb-16-1595946-g005.tif"/>
</fig>
<p>Finally, the yellow group includes terms such as biosynthesis and phylogeny, associated with research aimed at understanding the biosynthetic pathways and phylogenetic evolution of <italic>Trichoderma</italic> for the identification of strains with higher efficiency in secondary metabolite production (<xref ref-type="bibr" rid="ref22">Guti&#x00E9;rrez et al., 2021</xref>; <xref ref-type="bibr" rid="ref21">Guilger-Casagrande et al., 2019</xref>; <xref ref-type="bibr" rid="ref33">Leiva et al., 2022</xref>). his cluster distribution presents how <italic>Trichoderma</italic> research is integrating molecular, metabolic, and ecological approaches to optimize its use in biocontrol and enhance plant protection, with clearly defined research lines.</p>
<p>The temporal evolution analysis (<xref ref-type="fig" rid="fig5">Figure 5B</xref>) revealed a transition in <italic>Trichoderma</italic> research over time. In the early periods (prior to 2016), studies focused predominantly on antifungal activity and biocontrol, emphasizing terms such as fungi and biological pest control. Between 2018 and 2020, there was an increase in the frequency of terms related to molecular and biochemical approaches, such as signal transduction, genetics, and plant growth. This temporal evolution demonstrates a progressive diversification of research lines, marking a shift from studies centered on the functional interactions of <italic>Trichoderma</italic> to those oriented toward the characterization of its metabolic and genetic mechanisms.</p>
<p>The thematic trend analysis (<xref ref-type="fig" rid="fig6">Figure 6A</xref>) organized research topics into three main plots. The first plot grouped terms related to antifungal activity and biocontrol, which showed high frequency in the initial years of the study period. The second plot focused on the production and regulation of secondary metabolites, with a notable increase in relevance from 2018 onwards. The third plot included terms associated with molecular biology and genetics, highlighting their growing importance in recent literature. This analysis confirms the transition from applied approaches to more fundamental research focused on the molecular and biochemical mechanisms that regulate <italic>Trichoderma</italic>&#x2019;s biocontrol activity.</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p><bold>(A)</bold> Three-plot analysis <bold>(B)</bold> 5: Hierarchical clustering factor analysis. Source: Own elaborate on based on data from SCOPUS using Bibliometrix software.</p>
</caption>
<graphic xlink:href="fmicb-16-1595946-g006.tif"/>
</fig>
<p>The conceptual structure map obtained by factor analysis (<xref ref-type="fig" rid="fig6">Figure 6B</xref>) organized key terms related to <italic>Trichoderma</italic> along two main dimensions. Dimension 1, explaining 47.16% of the variance, grouped concepts related to biocontrol and biotechnological applications of <italic>Trichoderma</italic>. Dimension 2, accounting for 27.78% of the variance, focused on molecular biology and biochemical processes. Terms such as signal transduction, biosynthesis, and gene expression, located in the upper right quadrant, reflect the increasing focus on the molecular mechanisms underlying <italic>Trichoderma</italic>&#x2019;s biocontrol activity. The proximity of secondary metabolites and biocontrol agent indicates the relevance of secondary metabolites in biotechnological applications. Experimental terms such as high-performance liquid chromatography and enzyme activity highlight the use of advanced techniques to study and optimize the metabolic processes of <italic>Trichoderma</italic> in agricultural biocontrol.</p>
</sec>
<sec id="sec11">
<label>3.5</label>
<title>Citation network analysis: global impact, authors, and reference journals</title>
<p>The citation network (<xref ref-type="fig" rid="fig7">Figure 7A</xref>) is organized into clusters differentiated by color, where the size of the nodes indicates the volume of citations and the scientific influence of each country. India and China, with large nodes in the yellow and red clusters, lead scientific production, maintaining strong connections with Asian countries (Malaysia, Thailand, Indonesia) and European countries (Czech Republic, Poland). In the blue cluster, Italy and Poland, with medium-large nodes, show extensive transatlantic collaborations in agricultural and biotechnology research. The green cluster (Saudi Arabia, Germany) and the red cluster (China, Iran) contain smaller nodes, reflecting regional collaborations and emerging citation patterns. The purple cluster, which includes Egypt and Spain, represents collaborative links between Africa and Europe. This network configuration presents Asia and Europe as the primary regions for <italic>Trichoderma</italic> research, with collaborative links extending to Africa and Latin America.</p>
<fig position="float" id="fig7">
<label>Figure 7</label>
<caption>
<p>Co-citation analysis of <bold>(A)</bold> countries, <bold>(B)</bold> authors, <bold>(C)</bold> journals and <bold>(D)</bold> Ranking of countries with the highest production and their average citations. Source. Own elaboration based on data from SCOPUS using VOSviewer and R software.</p>
</caption>
<graphic xlink:href="fmicb-16-1595946-g007.tif"/>
</fig>
<p><xref ref-type="fig" rid="fig7">Figure 7B</xref> shows the citation networks by author. Francesco Vinale has the highest number of citations and is positioned at the center of a large red cluster. Vinale collaborates with Matteo Lorito and Rosa E. Cardoza, forming a core group of shared references focused on the molecular and biochemical characterization of <italic>Trichoderma</italic> secondary metabolites and their application in biocontrol. The green cluster contains researchers such as Stefania Lanzuise and Nadia Lombardi, whose work on <italic>Trichoderma</italic>-phytopathogen interactions has generated substantial citations. The blue cluster, more compact and specialized, is led by Irina S. Druzhinina and Susanne Zeilinger, and focuses on genomics and metabolic regulation. The yellow cluster, more dispersed but with key links, includes Prasun K. Mukherjee and Charles M. Kenerley, whose contributions are referenced in a range of research areas, including molecular biology and agricultural applications.</p>
<p><xref ref-type="fig" rid="fig7">Figure 7C</xref> presents the analysis of citations among journals, organized into four clusters representing areas of specialization and citation patterns in microbiology, phytopathology, and biological control. The green cluster, the largest and most interconnected, contains high-impact journals such as Applied and Environmental Microbiology and Nature Reviews Microbiology, representing studies on plant-microorganism interactions and applied biotechnology. The red cluster, more concentrated, includes journals such as Frontiers in Microbiology and Fungal Genetics and Biology, which focus on mycology and phytopathology. The blue cluster, more dispersed, connects journals in bioprospecting and microbial chemistry, such as the Journal of Natural Products and FEMS Microbiology Letters, which publish studies on the identification and characterization of secondary metabolites with biocontrol potential. The yellow cluster includes key journals such as Plant Disease and Biological Control, linking plant pathology with sustainable management practices.</p>
<p><xref ref-type="fig" rid="fig7">Figure 7D</xref> shows the distribution of total and average citations by country. Italy leads with 1,751 total citations and an average of 103 citations per publication, followed by India (1,137 total citations) and the United States (1,030 total citations), both with an average of 103 citations per publication. Canada records 876 total citations, with an average of 175.2 citations per publication. China, with 942 total citations, has a lower average of 27.7 citations per publication. Spain has 789 total citations, with an average of 131.5 citations per publication. Countries such as Israel (329 total citations), Malaysia (421), Austria (488), and Mexico (413) have lower total citation counts, with averages ranging from 68.8 to 140.3 citations per publication. This distribution shows variation in the visibility and citation impact of research, with Canada and Malaysia having high impact per article, and China and India having higher publication volumes but lower citation averages.</p>
<p>The analysis of the most cited papers on <italic>Trichoderma</italic> (<xref ref-type="table" rid="tab2">Table 2</xref>) shows that the study by <xref ref-type="bibr" rid="ref73">Vinale et al. (2008)</xref> has 925 citations, followed by <xref ref-type="bibr" rid="ref69">Verma et al. (2007)</xref> with 523 citations. The distribution includes original research articles (<italic>n</italic>&#x202F;=&#x202F;5) and systematic reviews (<italic>n</italic>&#x202F;=&#x202F;5). Experimental studies by <xref ref-type="bibr" rid="ref79">Yedidia et al. (2003)</xref> and <xref ref-type="bibr" rid="ref27">Howell et al. (2000)</xref> report data on the induction of systemic resistance in plants and the production of bioactive metabolites with antifungal activity. Reviews by <xref ref-type="bibr" rid="ref51">Reino et al. (2008)</xref> and <xref ref-type="bibr" rid="ref47">Mukherjee et al. (2013)</xref> compile information on the characterization of secondary metabolites and the genomic analysis of <italic>Trichoderma</italic>.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Ranking of most cited papers.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Range</th>
<th align="left" valign="top">Author</th>
<th align="left" valign="top">Title</th>
<th align="left" valign="top">Journals</th>
<th align="center" valign="top">Citation</th>
<th align="left" valign="top">Document</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">1</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref73">Vinale et al. (2008)</xref>
</td>
<td align="left" valign="bottom"><italic>Trichoderma</italic>-plant-pathogen interactions</td>
<td align="left" valign="bottom">Soil Biology and Biochemistry</td>
<td align="center" valign="top">925</td>
<td align="left" valign="top">Article</td>
</tr>
<tr>
<td align="left" valign="top">2</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref69">Verma et al. (2007)</xref>
</td>
<td align="left" valign="bottom">Antagonistic fungi, <italic>Trichoderma</italic> spp.: Panoply of biological control</td>
<td align="left" valign="middle">Biochemical Engineering Journal</td>
<td align="center" valign="top">523</td>
<td align="left" valign="top">Review</td>
</tr>
<tr>
<td align="left" valign="top">3</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref51">Reino et al. (2008)</xref>
</td>
<td align="left" valign="bottom">Secondary metabolites from species of the biocontrol agent <italic>Trichoderma</italic></td>
<td align="left" valign="bottom">Phytochemistry Reviews</td>
<td align="center" valign="top">459</td>
<td align="left" valign="top">Review</td>
</tr>
<tr>
<td align="left" valign="top">4</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref82">Zin and Badaluddin (2020)</xref>
</td>
<td align="left" valign="bottom">Biological functions of <italic>Trichoderma</italic> spp. for agriculture applications</td>
<td align="left" valign="bottom">Annals of Agricultural Sciences</td>
<td align="center" valign="top">335</td>
<td align="left" valign="top">Review</td>
</tr>
<tr>
<td align="left" valign="top">5</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref79">Yedidia et al. (2003)</xref>
</td>
<td align="left" valign="bottom">Concomitant Induction of Systemic Resistance to <italic>Pseudomonas syringae</italic> pv. lachrymans in Cucumber by <italic>Trichoderma</italic> asperellum (T-203) and Accumulation of Phytoalexins</td>
<td align="left" valign="bottom">Applied and Environmental Microbiology</td>
<td align="center" valign="top">329</td>
<td align="left" valign="top">Article</td>
</tr>
<tr>
<td align="left" valign="top">6</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref47">Mukherjee et al. (2013)</xref>
</td>
<td align="left" valign="bottom"><italic>Trichoderma</italic> research in the genome era</td>
<td align="left" valign="bottom">Annual Review of Phytopathology</td>
<td align="center" valign="top">327</td>
<td align="left" valign="top">Article</td>
</tr>
<tr>
<td align="left" valign="top">7</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref48">Poveda et al. (2020)</xref>
</td>
<td align="left" valign="bottom">Biological Control of Plant-Parasitic Nematodes by Filamentous Fungi Inducers of Resistance: <italic>Trichoderma</italic>, Mycorrhizal and Endophytic Fungi</td>
<td align="left" valign="bottom">Frontiers in Microbiology</td>
<td align="center" valign="top">282</td>
<td align="left" valign="top">Review</td>
</tr>
<tr>
<td align="left" valign="top">8</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref27">Howell et al. (2000)</xref>
</td>
<td align="left" valign="bottom">Induction of terpenoid synthesis in cotton roots and control of Rhizoctonia solani by seed treatment with <italic>Trichoderma</italic> virens</td>
<td align="left" valign="bottom">Phytopathology</td>
<td align="center" valign="top">261</td>
<td align="left" valign="top">Article</td>
</tr>
<tr>
<td align="left" valign="top">9</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref29">Keswani et al. (2014)</xref>
</td>
<td align="left" valign="bottom">Unraveling the efficient applications of secondary metabolites of various <italic>Trichoderma</italic> spp.</td>
<td align="left" valign="bottom">Applied Microbiology and Biotechnology</td>
<td align="center" valign="top">242</td>
<td align="left" valign="top">Review</td>
</tr>
<tr>
<td align="left" valign="top">10</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref70">Vinale et al. (2006)</xref>
</td>
<td align="left" valign="bottom">Major secondary metabolites produced by two commercial <italic>Trichoderma</italic> strains active against different phytopathogens</td>
<td align="left" valign="bottom">Letters in Applied Microbiology</td>
<td align="center" valign="top">238</td>
<td align="left" valign="top">Article</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;Source: Own elaboration based on data from SCOPUS.</p>
</table-wrap-foot>
</table-wrap>
<p>Publications are concentrated in high-impact journals such as Soil Biology and Biochemistry, Annual Review of Phytopathology, and Applied and Environmental Microbiology. The temporal range of publications spans from 2000 to 2024, with an increase in citations in recent years. Recent studies, including those by <xref ref-type="bibr" rid="ref82">Zin and Badaluddin (2020)</xref> on the biological functions of <italic>Trichoderma</italic> in agriculture, and <xref ref-type="bibr" rid="ref48">Poveda et al. (2020)</xref> on its role in the biological control of plant-parasitic nematodes through the induction of resistance, contribute to the body of knowledge on <italic>Trichoderma</italic>&#x2019;s use in improving plant health and agricultural productivity.</p>
</sec>
<sec id="sec12">
<label>3.6</label>
<title>Scientific production of authors and their influence</title>
<p>Scientific production on <italic>Trichoderma</italic> secondary metabolites in biocontrol has experienced a continuous growth since 2006, with a significant concentration of publications in recent years (<xref ref-type="fig" rid="fig8">Figure 8A</xref>). Francesco Vinale leads the scientific production with 14 publications, followed by Matteo Lorito and Roberta Marra, each with 8 publications. Other authors, such as Sheridan L. Woo, Prasun K. Mukherjee and Santiago Gutierrez, have increased their production in recent years, showing a trend of research on gene regulation and biosynthesis of secondary metabolites. Although Susanne Zeilinger and Dan F. Jensen have a smaller number of publications, their contributions have been fundamental in the study of the interaction between <italic>Trichoderma</italic> and the soil microbiota.</p>
<fig position="float" id="fig8">
<label>Figure 8</label>
<caption>
<p><bold>(A)</bold> Ranking of most productive authors and <bold>(B)</bold> Network analysis of the main co-authors. Source: Own elaboration based on data from SCOPUS using VOSviewer software.</p>
</caption>
<graphic xlink:href="fmicb-16-1595946-g008.tif"/>
</fig>
<p>In the co-authorship network (<xref ref-type="fig" rid="fig8">Figure 8B</xref>), five main clusters are identified, each characterized by different connection densities. The yellow cluster, with the highest density, groups Francesco Vinale, Bubici Giovanni, and Starapoli Alessia, forming a central collaboration network focused on biological control and interactions with beneficial microorganisms in agriculture (<xref ref-type="bibr" rid="ref73">Vinale et al., 2008</xref>; <xref ref-type="bibr" rid="ref49">Prigigallo et al., 2023</xref>). The blue cluster, which includes Vitaglione Paola and Sheridan L. Woo, maintains a high connection density within the cluster but shows limited collaboration with other groups. This cluster is associated with research on plant biostimulation, performance parameters, and the eco-physiological processes of <italic>Trichoderma</italic> in sustainable agriculture (<xref ref-type="bibr" rid="ref75">Woo et al., 2023</xref>; <xref ref-type="bibr" rid="ref76">Woo et al., 2014</xref>).</p>
<p>The green cluster, composed of Roberta Marra and Matteo Lorito, focuses on research related to the functionality of bioactive metabolites in plant physiology (<xref ref-type="bibr" rid="ref41">Marra et al., 2019</xref>); as well as the characterization of the transcriptome and metabolome of <italic>Trichoderma</italic> in its biotic interactions within the ecosystem (<xref ref-type="bibr" rid="ref36">Lorito et al., 2010</xref>). The red cluster, which includes researchers such as Santiago Guti&#x00E9;rrez and Rosa Hermosa, concentrates on the study of <italic>Trichoderma</italic> genes involved in plant interactions, particularly those that promote growth and enhance resistance to both biotic and abiotic stress. These studies have analyzed the expression of genes such as ThPG1 and hsp70, which contribute to improving plant defense capacity against pathogens and adverse conditions, including heat and osmotic stress. Research by <xref ref-type="bibr" rid="ref45">Mor&#x00E1;n-Diez et al. (2009)</xref>, <xref ref-type="bibr" rid="ref44">Montero-Barrientos et al. (2010)</xref>, and <xref ref-type="bibr" rid="ref25">Hermosa et al. (2012)</xref> has reported that the manipulation of these genes in plants can increase resistance levels, contributing to the development of crops with improved tolerance to diseases and extreme environmental conditions.</p>
<p>The purple cluster, which includes Sarma Kumar and other authors, contains smaller yet complementary contributions. The majority of influential authors are affiliated with institutions in Italy and Spain. In recent years, there has been an increase in scientific output from researchers in India, with contributions to the field of biological control (<xref ref-type="bibr" rid="ref37">Manzar et al., 2022</xref>; <xref ref-type="bibr" rid="ref38">Manzar et al., 2024</xref>; <xref ref-type="bibr" rid="ref28">Kashyap and Manzar, 2025</xref>; <xref ref-type="bibr" rid="ref39">Manzar et al., 2021</xref>).</p>
<p>Citation indicators (<xref ref-type="table" rid="tab3">Table 3</xref>) indicate that Francesco Vinale, Matteo Lorito, and Roberta Marra hold the highest citation counts, with 1,755, 1,533, and 1,408 citations, respectively. Although Sheridan L. Woo and Prasun K. Mukherjee have fewer publications, their citation-to-publication ratio is comparatively high. For example, Woo has 1,246 citations across 6 publications, and Mukherjee has 537 citations from 5 publications. These data provide an overview of author productivity and the citation impact of their contributions within the field.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Metrics of most productive authors.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Author</th>
<th align="center" valign="top">Documents</th>
<th align="center" valign="top">h index</th>
<th align="center" valign="top">g index</th>
<th align="center" valign="top">m index</th>
<th align="center" valign="top">TC</th>
<th align="center" valign="top">PY home</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="bottom">Vinale Francisco</td>
<td align="center" valign="bottom">14</td>
<td align="center" valign="bottom">12</td>
<td align="center" valign="bottom">14</td>
<td align="center" valign="bottom">0,6</td>
<td align="center" valign="bottom">1,755</td>
<td align="center" valign="bottom">2006</td>
</tr>
<tr>
<td align="left" valign="bottom">Lorito Matteo</td>
<td align="center" valign="bottom">8</td>
<td align="center" valign="bottom">8</td>
<td align="center" valign="bottom">8</td>
<td align="center" valign="bottom">0,4</td>
<td align="center" valign="bottom">1,533</td>
<td align="center" valign="bottom">2006</td>
</tr>
<tr>
<td align="left" valign="bottom">Marra Roberta</td>
<td align="center" valign="bottom">8</td>
<td align="center" valign="bottom">8</td>
<td align="center" valign="bottom">8</td>
<td align="center" valign="bottom">0,4</td>
<td align="center" valign="bottom">1,408</td>
<td align="center" valign="bottom">2006</td>
</tr>
<tr>
<td align="left" valign="bottom">Woo Sheridan L.</td>
<td align="center" valign="bottom">6</td>
<td align="center" valign="bottom">6</td>
<td align="center" valign="bottom">6</td>
<td align="center" valign="bottom">0,333</td>
<td align="center" valign="bottom">1,246</td>
<td align="center" valign="bottom">2008</td>
</tr>
<tr>
<td align="left" valign="bottom">Zeilinger Susana</td>
<td align="center" valign="bottom">6</td>
<td align="center" valign="bottom">6</td>
<td align="center" valign="bottom">6</td>
<td align="center" valign="bottom">0,462</td>
<td align="center" valign="bottom">356</td>
<td align="center" valign="bottom">2013</td>
</tr>
<tr>
<td align="left" valign="bottom">Guti&#x00E9;rrez Santiago</td>
<td align="center" valign="bottom">5</td>
<td align="center" valign="bottom">4</td>
<td align="center" valign="bottom">5</td>
<td align="center" valign="bottom">0,444</td>
<td align="center" valign="bottom">67</td>
<td align="center" valign="bottom">2017</td>
</tr>
<tr>
<td align="left" valign="bottom">Mukherjee P. Kumar</td>
<td align="center" valign="bottom">5</td>
<td align="center" valign="bottom">4</td>
<td align="center" valign="bottom">5</td>
<td align="center" valign="bottom">0,308</td>
<td align="center" valign="bottom">537</td>
<td align="center" valign="bottom">2013</td>
</tr>
<tr>
<td align="left" valign="bottom">Jensen Dan F.</td>
<td align="center" valign="bottom">4</td>
<td align="center" valign="bottom">4</td>
<td align="center" valign="bottom">4</td>
<td align="center" valign="bottom">0,308</td>
<td align="center" valign="bottom">282</td>
<td align="center" valign="bottom">2013</td>
</tr>
<tr>
<td align="left" valign="bottom">Cardoza Rosa Elena</td>
<td align="center" valign="bottom">4</td>
<td align="center" valign="bottom">3</td>
<td align="center" valign="bottom">4</td>
<td align="center" valign="bottom">0,333</td>
<td align="center" valign="bottom">31</td>
<td align="center" valign="bottom">2017</td>
</tr>
<tr>
<td align="left" valign="bottom">Horwitz Benjamin A.</td>
<td align="center" valign="bottom">4</td>
<td align="center" valign="bottom">4</td>
<td align="center" valign="bottom">4</td>
<td align="center" valign="bottom">0,231</td>
<td align="center" valign="bottom">466</td>
<td align="center" valign="bottom">2013</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Documents: Total publications; h index: Articles with &#x2265; h citations; g index: Articles with &#x2265; g<sup>2</sup> citations; m index: h index/years of activity; TC: Total citations; PY home: Year of first publication. &#x002A;Source: Own elaboration based on data from SCOPUS.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec13">
<label>3.7</label>
<title>Bibliometric journal analysis</title>
<p>The bibliometric network of journal co-citation (<xref ref-type="fig" rid="fig9">Figure 9</xref>) presents a structure in which Frontiers in Microbiology is the most central node, showing strong interconnections with journals focused on microbiology and biotechnology, including BMC Genomics and Applied Microbiology and Biotechnology. Thematic clusters are identified: the blue cluster includes journals dedicated to general microbiology and genomics; the red cluster is oriented towards applied biotechnology and soil biochemistry; the green cluster focuses on soil chemistry, biodiversity, and environmental contaminants; and the orange cluster relates to biological control and phytopathology. The connections among these clusters reflect an interdisciplinary structure in biocontrol research, with biotechnology and microbiology linked to the understanding and application of <italic>Trichoderma</italic>-based strategies.</p>
<fig position="float" id="fig9">
<label>Figure 9</label>
<caption>
<p>Network analysis of main scientific journals. Source: Own elaboration based on data from SCOPUS using VOSviewer software.</p>
</caption>
<graphic xlink:href="fmicb-16-1595946-g009.tif"/>
</fig>
<p>The bibliometric metrics of the ranking of journals with the highest scientific production (<xref ref-type="table" rid="tab4">Table 4</xref>) indicate that Frontiers in Microbiology has the highest number of documents (21), h-index (14), and total citations (1,030). Biological Control and Journal of Fungi have an h-index of 4 and total citations of 85 and 92, respectively. The m-index analysis shows that Frontiers in Microbiology has a citation rate of 1.4. Journals such as 3 Biotech and Phytopathology have a lower publication volume but a relatively high number of accumulated citations, reflecting their specific contribution to the development of biocontrol strategies. Scientific production in the field of <italic>Trichoderma</italic>-based biological control is concentrated in medium-to high-impact journals, including applied studies and fundamental research in microbiology and phytopathology.</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Ranking metrics of the journals with the highest scientific production.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Source</th>
<th align="center" valign="top">Documents</th>
<th align="center" valign="top">h index</th>
<th align="center" valign="top">g index</th>
<th align="center" valign="top">m index</th>
<th align="center" valign="top">TC</th>
<th align="center" valign="top">PY start</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="bottom">Frontiers in microbiology</td>
<td align="center" valign="top">21</td>
<td align="center" valign="top">14</td>
<td align="center" valign="top">21</td>
<td align="center" valign="top">1,4</td>
<td align="center" valign="top">1,030</td>
<td align="center" valign="top">2016</td>
</tr>
<tr>
<td align="left" valign="bottom">Biological control</td>
<td align="center" valign="top">7</td>
<td align="center" valign="top">4</td>
<td align="center" valign="top">7</td>
<td align="center" valign="top">0,667</td>
<td align="center" valign="top">71</td>
<td align="center" valign="top">2020</td>
</tr>
<tr>
<td align="left" valign="bottom">Journal of fungi</td>
<td align="center" valign="top">7</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">7</td>
<td align="center" valign="top">0,6</td>
<td align="center" valign="top">85</td>
<td align="center" valign="top">2021</td>
</tr>
<tr>
<td align="left" valign="bottom">Applied microbiology and biotechnology</td>
<td align="center" valign="top">4</td>
<td align="center" valign="top">4</td>
<td align="center" valign="top">4</td>
<td align="center" valign="top">0,333</td>
<td align="center" valign="top">353</td>
<td align="center" valign="top">2014</td>
</tr>
<tr>
<td align="left" valign="bottom">International journal of molecular sciences</td>
<td align="center" valign="top">4</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">4</td>
<td align="center" valign="top">0,375</td>
<td align="center" valign="top">92</td>
<td align="center" valign="top">2018</td>
</tr>
<tr>
<td align="left" valign="bottom">Phytopathology</td>
<td align="center" valign="top">4</td>
<td align="center" valign="top">4</td>
<td align="center" valign="top">4</td>
<td align="center" valign="top">0,154</td>
<td align="center" valign="top">469</td>
<td align="center" valign="top">2000</td>
</tr>
<tr>
<td align="left" valign="bottom">3 biotech</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">0,375</td>
<td align="center" valign="top">55</td>
<td align="center" valign="top">2018</td>
</tr>
<tr>
<td align="left" valign="bottom">Agronomia mesoamericana</td>
<td align="center" valign="top">4</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">0.143</td>
<td align="center" valign="top">7</td>
<td align="center" valign="top">2019</td>
</tr>
<tr>
<td align="left" valign="bottom">BMC genomics</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">0,231</td>
<td align="center" valign="top">334</td>
<td align="center" valign="top">2013</td>
</tr>
<tr>
<td align="left" valign="bottom">Chemistry and biodiversity</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">0,167</td>
<td align="center" valign="top">172</td>
<td align="center" valign="top">2008</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Documents: Total publications; h index: Articles with &#x2265; h citations; g index: Articles with &#x2265; g<sup>2</sup> citations; m index: h index/years of activity; TC: Total citations; PY home: Year of first publication. &#x002A;Source: Own elaboration based on data from SCOPUS.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec14">
<label>3.8</label>
<title>Theme in trends</title>
<p><xref ref-type="fig" rid="fig10">Figure 10</xref> presents the temporal dynamics of key research terms in the study topic. Since 2000, terms such as metabolites, plant pathogens, and antagonism have increased in frequency, corresponding to an initial focus on direct biocontrol mechanisms, including the production of antifungal compounds and ecological competence (<xref ref-type="bibr" rid="ref73">Vinale et al., 2008</xref>; <xref ref-type="bibr" rid="ref69">Verma et al., 2007</xref>). From 2016 onwards, there is an increase in the frequency of terms such as antifungal activity, induced systemic resistance (ISR), and bioactive peptides, associated with a transition toward molecular studies and plant&#x2013;microorganism interactions (<xref ref-type="bibr" rid="ref62">Shoresh et al., 2010</xref>; <xref ref-type="bibr" rid="ref48">Poveda et al., 2020</xref>).</p>
<fig position="float" id="fig10">
<label>Figure 10</label>
<caption>
<p>Keyword evolution analysis. Source: Own elaboration based on data from SCOPUS using VOSviewer software.</p>
</caption>
<graphic xlink:href="fmicb-16-1595946-g010.tif"/>
</fig>
<p>Species such as <italic>T. harzianum</italic> and <italic>T. viride</italic> maintain a consistent presence in the literature and the biofungicide market, linked to their efficacy in controlling pathogens such as <italic>Fusarium oxysporum</italic> and <italic>Rhizoctonia solani</italic> (<xref ref-type="bibr" rid="ref46">Mousumi Das et al., 2019</xref>; <xref ref-type="bibr" rid="ref39">Manzar et al., 2021</xref>). This trend corresponds with the increasing demand for sustainable alternatives to the excessive use of agrochemicals, which has led to efforts to reduce microbial resistance and the environmental impact associated with synthetic pesticide residues (<xref ref-type="bibr" rid="ref40">Mar&#x00ED;a Suaste, 2020</xref>; <xref ref-type="bibr" rid="ref52">Ribeiro et al., 2001</xref>).</p>
</sec>
<sec id="sec15">
<label>3.9</label>
<title>Efficacy of <italic>Trichoderma</italic> spp. as a biocontrol agent</title>
<p>The comprehensive analysis of the 235 scientific publications on <italic>Trichoderma</italic> as a biocontrol agent indicates a complex interaction of biological, environmental, and technological factors. Data indicate that <italic>T. asperellum</italic> achieves an efficacy of 92.2% against Colletotrichum gloeosporioides in tomato crops, primarily through the production of antifungal metabolites (peptaibols, 2-aminoisobutyric acid) and rapid colonization of the rhizosphere (<xref ref-type="bibr" rid="ref3">Alfaro-Vargas et al., 2022</xref>). In contrast, efficacy is reduced to 53% against oomycetes such as <italic>Phytophthora infestans</italic> on potato, due to differences in cell wall composition (<xref ref-type="bibr" rid="ref4">Alfiky et al., 2024</xref>). Biocontrol efficacy varies between controlled and field conditions: <italic>in vitro</italic> studies report control levels of 80&#x2013;100%, whereas field studies show lower efficacy, typically ranging from 40&#x2013;60%. Reductions in efficacy are more pronounced in clay soils (35% lower than in loam soils) and under elevated temperatures (&#x003E;30&#x00B0;C) (<xref ref-type="bibr" rid="ref56">Shao et al., 2025</xref>; <xref ref-type="bibr" rid="ref82">Zin and Badaluddin, 2020</xref>).</p>
<p>The variation in biocontrol efficacy is influenced by environmental factors such as soil pH, soil texture, and the presence of competing microorganisms variables that are rarely considered in current experimental designs (<xref ref-type="bibr" rid="ref48">Poveda et al., 2020</xref>). Additionally, methodological limitations are identified: only 18% of the studies evaluate commercial formulations or optimized application strategies, and few investigate advanced methods such as nanoencapsulation of metabolites (<xref ref-type="bibr" rid="ref56">Shao et al., 2025</xref>). These aspects contribute to the gap between laboratory results and practical applications in agricultural systems.</p>
</sec>
</sec>
<sec sec-type="discussion" id="sec16">
<label>4</label>
<title>Discussion</title>
<p>To date, no comprehensive bibliometric analysis specifically addresses the scientific production on <italic>Trichoderma</italic> secondary metabolites and their application in the biological control of plant pathogens. This gap in the literature limits the identification of emerging trends, international collaborations, and priority research areas in this field. The present study provides a mapping of the evolution of <italic>Trichoderma</italic> secondary metabolite research using bibliometric tools such as VOSviewer and Bibliometrix.</p>
<p>Among the most extensively studied metabolites are peptaibols&#x2014;non-ribosomal peptides containing <italic>&#x03B1;</italic>-aminoisobutyric acid and a C-terminal alcohol. These compounds disrupt the permeability of phytopathogenic fungal cell membranes, inducing osmotic collapse that compromises viability (<xref ref-type="bibr" rid="ref3">Alfaro-Vargas et al., 2022</xref>; <xref ref-type="bibr" rid="ref81">Zhang et al., 2022</xref>; <xref ref-type="bibr" rid="ref80">Zeilinger et al., 2016</xref>). Their antifungal activity has been demonstrated against pathogens of economic relevance, including <italic>Fusarium oxysporum</italic> and <italic>Botrytis cinerea</italic> (<xref ref-type="bibr" rid="ref60">Shi et al., 2012</xref>). Terpenoids, derived from the mevalonic acid pathway, exhibit dual functionality: direct antifungal activity and modulation of rhizosphere microbial interactions that contribute to soil microbiome stability (<xref ref-type="bibr" rid="ref27">Howell et al., 2000</xref>; <xref ref-type="bibr" rid="ref61">Shi et al., 2020</xref>). Additionally, terpenoids stimulate phytoalexin production in plants, enhancing systemic resistance (<xref ref-type="bibr" rid="ref12">Chou et al., 2023</xref>). Pyrones and pyrazoles display complementary antimicrobial properties and can activate plant defense mechanisms (<xref ref-type="bibr" rid="ref2">Abd-Elhalim et al., 2025</xref>). These compounds are involved in both systemic acquired resistance (SAR) and induced systemic resistance (ISR) pathways, contributing to plant protection against biotic and abiotic stresses (<xref ref-type="bibr" rid="ref62">Shoresh et al., 2010</xref>).</p>
<p>Research on <italic>Trichoderma</italic> metabolites has expanded substantially over the past two decades, particularly in the characterization of biosynthetic pathways and antifungal mechanisms (<xref ref-type="bibr" rid="ref54">Savas et al., 2021</xref>; <xref ref-type="bibr" rid="ref73">Vinale et al., 2008</xref>; <xref ref-type="bibr" rid="ref78">Yan and Khan, 2021</xref>). However, a substantial portion of this research has been conducted under controlled laboratory conditions, with limited validation in field settings. Further studies are needed to assess biocontrol efficacy under variable environmental, strain, and species conditions (<xref ref-type="bibr" rid="ref48">Poveda et al., 2020</xref>; <xref ref-type="bibr" rid="ref80">Zeilinger et al., 2016</xref>; <xref ref-type="bibr" rid="ref9">Brunner et al., 2003</xref>). This is relevant because biocontrol efficacy depends on tripartite interactions among strain, environment, and pathogen, which require evaluation in diverse agroecological systems.</p>
<p>An additional limitation is the limited number of studies on the metabolite-mediated modulation of the rhizosphere microbiome. While 85% of publications document direct antagonism against plant pathogens (<xref ref-type="bibr" rid="ref4">Alfiky et al., 2024</xref>; <xref ref-type="bibr" rid="ref35">L&#x00F3;pez-Valenzuela et al., 2022</xref>; <xref ref-type="bibr" rid="ref63">Stecca et al., 2014</xref>), fewer than 15% examine the impact on soil microbial networks (<xref ref-type="bibr" rid="ref12">Chou et al., 2023</xref>; <xref ref-type="bibr" rid="ref42">Mendoza-Mendoza et al., 2024</xref>). Expanding research on these interactions is essential for optimizing <italic>Trichoderma</italic> applications in agricultural systems, where the soil microbiota plays a critical role in plant health and biocontrol agent performance (<xref ref-type="bibr" rid="ref16">Druzhinina et al., 2011</xref>; <xref ref-type="bibr" rid="ref32">Kredics et al., 2018</xref>; <xref ref-type="bibr" rid="ref31">Kredics et al., 2024</xref>). Addressing these gaps requires an integrated framework combining metabolomics, microbiome analysis, and precision agronomy.</p>
<p>The bibliometric analysis follows a second-degree polynomial model (R<sup>2</sup>&#x202F;&#x003E;&#x202F;0.85), characterized by an accelerated growth phase (2005&#x2013;2015) and subsequent stabilization (<xref ref-type="fig" rid="fig3">Figure 3</xref>) (<xref ref-type="bibr" rid="ref48">Poveda et al., 2020</xref>; <xref ref-type="bibr" rid="ref82">Zin and Badaluddin, 2020</xref>; <xref ref-type="bibr" rid="ref72">Vinale and Sivasithamparam, 2020</xref>). Publications from 2020 to 2023 account for 45% of total citations (approximately 3,000), representing a substantial portion of current research output. Citation distribution, however, remains uneven: 70% of molecular studies achieve high visibility (h-index &#x003E; 15), while only 30% of applied research reaches similar impact levels, indicating persistent challenges in technology transfer. Research on <italic>Trichoderma</italic> secondary metabolites is predominantly concentrated in Asia and Europe, with a relatively low number of contributions from developing countries where <italic>Trichoderma</italic> applications could have agronomic relevance (<xref ref-type="fig" rid="fig4">Figure 4C</xref>). Countries such as India and China lead in publication volume, with 50 and 38 publications respectively, while their bibliometric impact is distributed through international collaborations (<xref ref-type="fig" rid="fig4">Figure 4B</xref>). Italy, with 24 publications, shows a higher citation density. This distribution indicates differences in citation metrics, suggesting the need for increased North&#x2013;South collaborations to support technology transfer and validation studies in diverse agroecological conditions, particularly in tropical regions where bioinputs may have the greatest impact.</p>
<p>The main affiliations contributing to <italic>Trichoderma</italic> research include institutions from Italy, Brazil, and France. The Consiglio Nazionale delle Ricerche (Italy) leads with 17 publications, followed by the Universit&#x00E0; degli Studi di Napoli Federico II (14 publications) and the Istituto per la Protezione Sostenibile delle Piante (12 publications) (<xref ref-type="table" rid="tab5">Table 5</xref>). These institutions have established collaborations with countries in Latin America and Asia, facilitating the exchange of knowledge and the development of context-specific solutions. Citation impact is unevenly distributed, with publications from Europe and North America receiving more citations. This pattern may reflect differences in international visibility, while studies from Asia have a lower citation rate despite increasing research output. In Latin America, the participation of Brazil and Mexico in <italic>Trichoderma</italic> research indicates an expansion of agricultural biotechnology and its integration into bioprotection strategies at a global level. The observed geographical distribution supports the need to strengthen international collaborations, particularly in regions where <italic>Trichoderma</italic> technologies could enhance agricultural systems (<xref ref-type="bibr" rid="ref67">Ty&#x015B;kiewicz et al., 2022</xref>). Collaborative, multidisciplinary approaches can facilitate knowledge exchange, cross-validation of results, and the development of solutions tailored to the agroecological characteristics of each region (<xref ref-type="bibr" rid="ref66">Torres-De La Cruz et al., 2015</xref>).</p>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>Ranking of scientific production of institutions.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Affiliation</th>
<th align="center" valign="top">Documents</th>
<th align="left" valign="top">Country</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="bottom">Consiglio Nazionale delle Ricerche</td>
<td align="center" valign="bottom">17</td>
<td align="left" valign="bottom">Italy</td>
</tr>
<tr>
<td align="left" valign="bottom">Universit&#x00E0; degli Studi di Napoli Federico II</td>
<td align="center" valign="bottom">14</td>
<td align="left" valign="bottom">Italy</td>
</tr>
<tr>
<td align="left" valign="bottom">Istituto per la Protezione Sostenibile delle Piante, CNR</td>
<td align="center" valign="bottom">12</td>
<td align="left" valign="bottom">Italy</td>
</tr>
<tr>
<td align="left" valign="bottom">Embrapa Recursos Geneticos e Biotecnologia</td>
<td align="center" valign="bottom">7</td>
<td align="left" valign="bottom">Brazil</td>
</tr>
<tr>
<td align="left" valign="bottom">CNRS Centre National de la Recherche Scientifique</td>
<td align="center" valign="bottom">7</td>
<td align="left" valign="bottom">France</td>
</tr>
<tr>
<td align="left" valign="bottom">Shanghai Jiao Tong University</td>
<td align="center" valign="bottom">7</td>
<td align="left" valign="bottom">China</td>
</tr>
<tr>
<td align="left" valign="bottom">Chinese Academy of Agricultural Sciences</td>
<td align="center" valign="bottom">6</td>
<td align="left" valign="bottom">China</td>
</tr>
<tr>
<td align="left" valign="bottom">Universidad de Salamanca</td>
<td align="center" valign="bottom">6</td>
<td align="left" valign="bottom">Spain</td>
</tr>
<tr>
<td align="left" valign="bottom">Universit&#x00E4;t Innsbruck</td>
<td align="center" valign="bottom">5</td>
<td align="left" valign="bottom">Austria</td>
</tr>
<tr>
<td align="left" valign="bottom">Technische Universit&#x00E4;t Wien</td>
<td align="center" valign="bottom">5</td>
<td align="left" valign="bottom">Austria</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;Source: Own elaboration based on data from SCOPUS.</p>
</table-wrap-foot>
</table-wrap>
<p>The co-occurrence analysis of key terms (<xref ref-type="fig" rid="fig5">Figure 5A</xref>) identifies four main clusters: antifungal activity and biocontrol (<xref ref-type="bibr" rid="ref51">Reino et al., 2008</xref>; <xref ref-type="bibr" rid="ref7">Ben&#x00ED;tez et al., 2004</xref>), gene regulation and metabolic processes (<xref ref-type="bibr" rid="ref8">B&#x0142;aszczyk et al., 2016</xref>; <xref ref-type="bibr" rid="ref64">Steyaert et al., 2003</xref>); secondary metabolite production; and biosynthesis and phylogeny (<xref ref-type="bibr" rid="ref13">Contreras-Cornejo et al., 2016</xref>; <xref ref-type="bibr" rid="ref43">Mona et al., 2017</xref>; <xref ref-type="bibr" rid="ref65">Tchameni et al., 2020</xref>). The interconnections between these clusters indicate thematic integration in <italic>Trichoderma</italic> research, with a focus on the relationship between secondary metabolite production and pathogen suppression in agricultural systems. The temporal evolution of key terms (<xref ref-type="fig" rid="fig5">Figure 5B</xref>) shows a progression from studies focused on antifungal activity and biocontrol to research exploring molecular and biochemical processes, including signal transduction and genetics. This trend illustrates the diversification of research topics, transitioning from studies on functional interactions of <italic>Trichoderma</italic> toward characterization of metabolic and genetic mechanisms.</p>
<p>The citation analysis by author (<xref ref-type="fig" rid="fig7">Figure 7B</xref>) identifies Francesco Vinale as the most cited author, forming a central collaboration network with Matteo Lorito and Rosa E. Cardoza in <italic>Trichoderma</italic> research (<xref ref-type="bibr" rid="ref23">Harman et al., 2004</xref>; <xref ref-type="bibr" rid="ref76">Woo et al., 2014</xref>; <xref ref-type="bibr" rid="ref36">Lorito et al., 2010</xref>; <xref ref-type="bibr" rid="ref71">Vinale et al., 2013</xref>). Their work has contributed to understanding the regulation and application of <italic>Trichoderma</italic> secondary metabolites in biological control, gene regulation, and secondary metabolite biosynthesis (<xref ref-type="bibr" rid="ref59">Sherkhane et al., 2017</xref>). Citation metrics reflect the individual impact of each author and indicate collaborative networks across disciplines and geographic regions.</p>
<p>Future research should prioritize the field validation of <italic>Trichoderma</italic> metabolites and the development of application protocols that account for region-specific environmental conditions and microbial interactions (<xref ref-type="bibr" rid="ref1">Abbas et al., 2022</xref>; <xref ref-type="bibr" rid="ref58">Shenouda and Cox, 2021</xref>). The stability of these metabolites, their compatibility with other bioinputs, and their efficacy in different soil types and climatic conditions have not been systematically addressed in existing studies. Addressing these aspects is necessary for effective technology transfer from research settings to agricultural systems. Interdisciplinary collaborations involving biotechnology, agronomy, and industry are essential to optimize production processes and fermentation protocols required for the effective commercialization of <italic>Trichoderma</italic>-based products.</p>
<p>Future research may also integrate approaches such as functional genomics, metabolomics, and soil microbiome analysis to develop predictive models applicable to agricultural environments (<xref ref-type="bibr" rid="ref15">Druzhinina and Kubicek, 2017</xref>; <xref ref-type="bibr" rid="ref19">Friedl and Druzhinina, 2012</xref>; <xref ref-type="bibr" rid="ref20">Garc&#x00ED;a-Estrada et al., 2018</xref>). Technological developments, including gene editing, nanotechnology, and advanced fermentation methodologies, could support improvements in the stability and scalability of <italic>Trichoderma</italic> metabolites, facilitating their integration into sustainable agricultural systems. Research in this area should adopt a holistic perspective, considering both metabolite production and their role in agricultural ecosystems.</p>
</sec>
<sec sec-type="conclusions" id="sec17">
<label>5</label>
<title>Conclusion</title>
<p>This bibliometric analysis outlines the evolution of research on <italic>Trichoderma</italic> secondary metabolites, mapping thematic areas, collaborative networks, and methodological trends over the past 25 years. The analysis presents an increased focus on molecular and genetic studies but limited progress in field-scale validation, formulation development, and integration with microbial ecology. Most research outputs originate from Asia and Europe, while contributions from regions where <italic>Trichoderma</italic>-based biocontrol could have considerable agronomic relevance remain underrepresented. The study provides a structured overview of existing knowledge and identifies areas requiring further research, particularly the need for experimental validation under diverse agroecological conditions and the development of scalable production and application strategies. Advancing this field will require interdisciplinary approaches that integrate genomics, metabolomics, microbiome studies, and precision agriculture technologies with applied agronomy to optimize the production, stability, and performance of <italic>Trichoderma</italic> metabolites in sustainable agricultural systems.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec18">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="author-contributions" id="sec19">
<title>Author contributions</title>
<p>AC-L: Conceptualization, Formal analysis, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. PV-M: Validation, Writing &#x2013; review &#x0026; editing. EC-D: Data curation, Formal analysis, Methodology, Writing &#x2013; review &#x0026; editing. JG: Conceptualization, Investigation, Writing &#x2013; original draft. RC-L: Investigation, Validation, Writing &#x2013; original draft. JR-P: Methodology, Visualization, Writing &#x2013; review &#x0026; editing. JL-C: Data curation, Formal analysis, Methodology, Writing &#x2013; review &#x0026; editing. FF-H: Data curation, Formal analysis, Methodology, Writing &#x2013; review &#x0026; editing. CP-R: Visualization, Writing &#x2013; review &#x0026; editing. RO-D: Conceptualization, Writing &#x2013; review &#x0026; editing. SO-C: Resources, Supervision, Writing &#x2013; review &#x0026; editing. GM-C: Data curation, Writing &#x2013; original draft. JR: Methodology, Writing &#x2013; review &#x0026; editing. SL: Conceptualization, Resources, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec20">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This research work has been funded by the Programa Nacional de Investigaci&#x00F3;n Cient&#x00ED;fica y de Estudios Avanzados CONTRATO No. PE501082128-2023-PROCIENCIA.</p>
</sec>
<ack>
<p>We would like to extend our gratitude to the Toribio Rodr&#x00ED;guez de Mendoza National University of Amazonas (UNTRM-A) and the Jos&#x00E9; Faustino S&#x00E1;nchez Carri&#x00F3;n National University (UNJFSC).</p>
</ack>
<sec sec-type="COI-statement" id="sec21">
<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 sec-type="ai-statement" id="sec22">
<title>Generative AI statement</title>
<p>The author(s) declare that no Gen AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="sec23">
<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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