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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.2024.1371850</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Aptly chosen, effectively emphasizing the action and mechanism of antimycin A<sub>1</sub></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Zhu</surname> <given-names>Linyan</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author"><name><surname>Weng</surname> <given-names>Chenhong</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author"><name><surname>Shen</surname> <given-names>Xiaoman</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author" corresp="yes"><name><surname>Zhu</surname> <given-names>Xiangdong</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1116633/overview"/>
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<aff id="aff1"><sup>1</sup><institution>School of Life Science and Biopharmaceutics, Shenyang Pharmaceutical University</institution>, <addr-line>Shenyang</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>College of Biological Science and Engineering, Jiangxi Agricultural University</institution>, <addr-line>Nanchang, Jiangxi</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0005">
<p>Edited by: Musharaf Ahmad, University of Agriculture, Peshawar, Pakistan</p>
</fn>
<fn fn-type="edited-by" id="fn0006">
<p>Reviewed by: Eugene A. Rogozhin, Institute of Bioorganic Chemistry (RAS), Russia</p>
<p>Piyush Baindara, University of Missouri, United States</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Xiangdong Zhu, <email>zhuxdau@qq.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>03</day>
<month>04</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1371850</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>01</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>02</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Zhu, Weng, Shen and Zhu.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Zhu, Weng, Shen and Zhu</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><italic>Rhizoctonia solani</italic> K&#x00FC;hn, a plant pathogenic fungus that can cause diseases in multiple plant species is considered one of the common and destructive pathogens in many crops. This study investigated the action of antimycin A<sub>1,</sub> which was isolated from <italic>Streptomyces</italic> AHF-20 found in the rhizosphere soil of an ancient banyan tree, on <italic>Rhizoctonia solani</italic> and its mechanism. The inhibitory effect of antimycin A<sub>1</sub> on <italic>R. solani</italic> was assessed using the comparative growth rate method. The results revealed that antimycin A<sub>1</sub> exhibited a 92.55% inhibition rate against <italic>R. solani</italic> at a concentration of 26.66&#x2009;&#x03BC;g/mL, with an EC<sub>50</sub> value of 1.25&#x2009;&#x03BC;g/mL. To observe the impact of antimycin A<sub>1</sub> on mycelial morphology and ultrastructure, the fungal mycelium was treated with 6.66&#x2009;&#x03BC;g/mL antimycin A<sub>1</sub>, and scanning electron microscopy (SEM) and transmission electron microscopy (TEM) were employed. SEM analysis demonstrated that antimycin A<sub>1</sub> caused mycelial morphology to become stripped, rough, and folded. The mycelium experienced severe distortion and breakage, with incomplete or locally enlarged ends, shortened branches, and reduced numbers. TEM observation revealed thickened cell walls, indistinct organelle boundaries, swollen mitochondria, exosmotic substances in vesicles, slow vesicle fusion, and cavitation. Real-time quantitative PCR and enzyme activity assays were conducted to further investigate the impact of antimycin A<sub>1</sub> on mitochondria. The physiological and biochemical results indicated that antimycin A<sub>1</sub> inhibited complexes III and IV of the mitochondrial electron transport chain. RT-PCR analysis demonstrated that antimycin A<sub>1</sub> controlled the synthesis of relevant enzymes by suppressing the transcription levels of ATP6, ATP8, COX3, QCR6, CytB, ND1, and ND3 genes in mitochondria. Additionally, a metabolomic analysis revealed that antimycin A<sub>1</sub> significantly impacted 12 metabolic pathways. These pathways likely experienced alterations in their metabolite profiles due to the inhibitory effects of antimycin A<sub>1</sub>. Consequently, the findings of this research contribute to the potential development of novel fungicides.</p>
</abstract>
<kwd-group>
<kwd>Antimycin A<sub>1</sub></kwd>
<kwd><italic>Rhizoctonia solani</italic></kwd>
<kwd>inhibition mechanism</kwd>
<kwd>mitochondrial complex III and IV</kwd>
<kwd>genes in mitochondria</kwd>
<kwd>metabolomics analysis</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="3"/>
<equation-count count="1"/>
<ref-count count="33"/>
<page-count count="13"/>
<word-count count="8828"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Antimicrobials, Resistance and Chemotherapy</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<title>Introduction</title>
<p><italic>Rhizoctonia solani</italic> K&#x00FC;hn is a plant pathogenic fungus that can cause diseases in multiple plant species. It is considered one of the common and destructive pathogens in many crops. This pathogen has a wide host range, infecting over 32 families and 188 genera of plants, including cereals, legumes, vegetables, and several economically important crops (<xref ref-type="bibr" rid="ref25">Taguchi-Shiobara et al., 2013</xref>). Rice sheath blight caused by the fungus <italic>Rhizoctonia solani</italic> is one of the most devastating rice diseases in the world (<xref ref-type="bibr" rid="ref4">Bhaskar et al., 2020</xref>). This filamentous fungus affects a wide range of cultivated crops, and that its pathogenic mechanisms may vary among different plant hosts. The fungus attacks the rice at all stages of its growth and leads to seed rot, seedling sheath blight and death (<xref ref-type="bibr" rid="ref1">Abdalla and Abdel-Fattah, 2000</xref>). It is responsible for causing stem rot symptoms in tomatoes, hypocotyl and root rot symptoms in spinach, broccoli, and melons, as well as bottom rot in lettuce (<xref ref-type="bibr" rid="ref8">Eiko et al., 2003</xref>).</p>
<p>The most widely used method for controlling the plant diseases is the use of fungicides. This plant disease has been controlled by spraying validamycin and other antibiotics, and the high persistence of antibiotics and their harmful effects on non-target organisms and humans represents a major challenge (<xref ref-type="bibr" rid="ref20">Molla et al., 2020</xref>). The development of resistance to fungicides has also become a concern. Therefore, people are searching for molecules with safer fungicidal activity to control this plant disease (<xref ref-type="bibr" rid="ref29">Yadav et al., 2007</xref>). The use of microorganisms from soil and rhizosphere to control plant diseases has been in practice for a long time; over hundreds of millions of years of evolution, microorganisms have produced highly complex secondary metabolite molecules with diverse structures and rich three-dimensional structures. The discovery of natural fungicides has sparked significant interest among people.</p>
<p>Researchers have conducted studies on antimicrobial microorganisms against plant pathogens and discovered that a substantial proportion of the active compounds are produced by <italic>Streptomyces</italic> species. These microorganisms produce approximately 100,000 antibiotic compounds, which account for 70&#x2013;80% of all naturally occurring bioactive products with pharmaceutical or agrochemical applications (<xref ref-type="bibr" rid="ref5">Bubici, 2018</xref>; <xref ref-type="bibr" rid="ref2">Abdel-Razek et al., 2020</xref>). Among them, the antifungal compounds known as antimycins are the most important class, with 46 naturally occurring antimycin compounds discovered to date.</p>
<p>The molecular structure of antimycin compounds is composed of a unique nine-membered bicyclic lactone core connected to a 3-methylamino salicylamide through an amide bond. The structural differences among various derivatives mainly lie in the substituent groups at positions C-7 and C-8 of the core. These compounds exhibit various biological activities. In 2005, <xref ref-type="bibr" rid="ref23">Shiomi et al. (2005)</xref> evaluated the antimicrobial activities of antimycin A<sub>9</sub> against <italic>Saccharomyces cerevisiae</italic>, <italic>Shizosaccharomyces</italic> pombe, <italic>Aspergillus niger</italic>, <italic>Mucor racemosus</italic>, <italic>Penicillium chrysogenum</italic> and <italic>Trichophyton mentagrophytes</italic>, with the most significant activity observed against <italic>Trichophyton mentagrophytes</italic>, with a minimum inhibitory concentration (MIC) of 0.31&#x2009;&#x03BC;g/mL, but the values against other microorganismswere &#x003E;10&#x2009;mg/mL. <xref ref-type="bibr" rid="ref12">Hosotani et al. (2005)</xref> assessed the activity of antimycin A<sub>10</sub>&#x2009;~&#x2009;A<sub>16</sub> and antimycin A<sub>3</sub> against <italic>Candida utilis</italic> NBRC10707 using a paper disc assay, where antimycin A<sub>3</sub> exhibited the largest inhibition zone diameter. They also found that hydroxylation at the C-8 position significantly increased the antifungal activity, while the length of the alkyl side chain at C-7 and the acyl side chain at C-8 were negatively correlated with the antifungal activity of antimycins. Antimycins specifically bind to the cytochrome bc1 complex on the inner mitochondrial membrane, disrupting the transfer of electrons from cytochrome b to cytochrome c1, thus inhibiting respiration (<xref ref-type="bibr" rid="ref24">Strangman et al., 2009</xref>). Antimycins also bind to the mitochondrial membrane protein Bcl-2, and this specific binding disrupts the stability of the mitochondrial membrane potential, leading to cell apoptosis (<xref ref-type="bibr" rid="ref19">Miyoshi et al., 1995</xref>).</p>
<p>In the pursuit of alternatives to agricultural chemicals, research has demonstrated the effectiveness of microbial secondary metabolism in managing rice diseases and enhancing rice growth and yield. Considering the significance of this pathogen and previous endeavors to combat the disease using biological agents, the objective of this study was to utilize the secondary metabolism of microorganisms to control the pathogen. In the early stage of this project, we isolated <italic>Streptomyces</italic> AHF-20 from the rhizosphere soil of an ancient banyan tree planted during the Wanli period of Ming Dynasty (AD 1572&#x2013;1,620) in Jian City, Jiangxi Province, China, which had broad-spectrum antibacterial ability (<xref ref-type="bibr" rid="ref18">Li et al., 2019</xref>), and an active secondary metabolism ingredient antimycin A<sub>1</sub> was isolated and characteried from its fermentation broth, which could inhibit the growth of <italic>Rhizoctonia solani</italic>. Streptomyces species have long been regarded as a valuable source of natural products due to their extensive and intricate secondary metabolism (<xref ref-type="bibr" rid="ref10">Genilloud, 2017</xref>; <xref ref-type="bibr" rid="ref27">Xia et al., 2020</xref>; <xref ref-type="bibr" rid="ref7">Chang et al., 2021</xref>). These results prompted us to further research the antimicrobial action of the secondary metabolism of <italic>Streptomyces</italic> AHF-20 against <italic>R. solani</italic>. There have been limited studies on the mechanism of action of antimycin A<sub>1</sub> against <italic>R. solani</italic>. However, it has been suggested that antimycin A<sub>1</sub> could potentially inhibit <italic>R. solani</italic> by suppressing the respiratory chain and disrupting the mitochondrial membrane. Therefore, the findings of this research contribute to the potential development of novel fungicides. The study highlights antimycin A<sub>1</sub> as a potent inhibitor of the fungus <italic>Rhizoctonia solani</italic>, providing valuable insights into its inhibitory mechanism and impact on fungal morphology, ultrastructure, and mitochondrial function. Understanding the mode of action of antimycin A<sub>1</sub> can serve as a basis for the development of new fungicides or the optimization of existing ones that target similar pathways or mechanisms.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<title>Materials and methods</title>
<sec id="sec3">
<title>Materials</title>
<p>Antimycin A<sub>1</sub> (95%) was obtained from Shanghai Maokang Biotechnology Co., Ltd. All chemicals used were of analytical grade. Scanning electron microscopy (SEM, HT7800) and transmission electron microscopy (TEM, SU8100) were used to characterize the mycelial morphology and ultrastructure of <italic>R. solani</italic>. The CheKine&#x2122; Micro Mitochondrial Complex III and IV Activity Assay Kit was purchased from Abbkine Scientific Co., Ltd., Wuhan, China.</p>
</sec>
<sec id="sec4">
<title>Culture conditions</title>
<p><italic>Rhizoctonia solani</italic> K&#x0215;hn used in the experiment was provided by the Laboratory of College of Agronomy, Jiangxi Agricultural University.</p>
<p>PDA (Potato Dextrose Agar Medium): 200&#x2009;g of potatoes were peeled and 800&#x2009;mL of distilled water was added and boiled for 15&#x2013;30&#x2009;min. The boiled water was filtered carefully with multilayer gauze to obtain clear solution, then 20&#x2009;g of glucose and 20&#x2009;g of agar powder were added. Then, water was added to get 1&#x2009;L of solution before the solution was transferred to a high-pressure steam sterilization pot and sterilized at 121&#x00B0;C for 25&#x2009;min. PDA was then air-dried on a superclean workbench at approximately 60&#x00B0;C and poured into a sterile petri dish. The solidified material was used for fungal inoculation and natural pH.</p>
</sec>
<sec id="sec5">
<title><italic>Rhizoctonia solani</italic> activation</title>
<p>Fresh fungal mycelium cake (5&#x2009;mm) was taken from the edge of the colony, inoculated onto PDA solid medium, and cultured at 28&#x00B0;C for 3&#x2009;days. The activated fungi were obtained by continuous transfer for 2 generations.</p>
</sec>
<sec id="sec6">
<title>Anti-fungal activity of antimycin A<sub>1</sub> against <italic>Rhizoctonia solani</italic></title>
<p>The inhibitory effect of different concentrations of antimycin A<sub>1</sub> on the mycelial growth of <italic>R. solani</italic> was determined by the mycelial growth rate method (<xref ref-type="bibr" rid="ref31">Yang et al., 2020</xref>). The specific methods were as follows. Antimycin A<sub>1</sub> was dissolved in a small amount of DMSO (dimethyl sulfoxide), prepared in a 1&#x2009;mg/mL antimycin A<sub>1</sub> solution with sterilized distilled water in a sterile environment and mixed with PDA medium. PDA medium with final concentrations of 0.416&#x2009;&#x03BC;g/mL, 0.83&#x2009;&#x03BC;g/mL, 1.66&#x2009;&#x03BC;g/mL, 3.33&#x2009;&#x03BC;g/mL, 6.66&#x2009;&#x03BC;g/mL, 13.33&#x2009;&#x03BC;g/mL and 26.66&#x2009;&#x03BC;g/mL with DMSO concentrations less than 0.25% was prepared in a sterile workbench. In the centre of the plate, <italic>R. solani</italic> mycelium cake (5&#x2009;mm) was inserted, the mycelia were facing down, the petri dish was sealed with a sealing film, and a plate containing an equal amount of sterile water with a DMSO concentration less than 0.25% was used as a blank control. Each treatment was repeated 3 times, and the culture was carried out in an incubator at 25&#x00B0;C. In all groups, the colony diameter of each plate was measured by the cross-crossing method, the colony growth inhibition rate of antimycin A<sub>1</sub> against <italic>R. solani</italic> was calculated, and the average inhibitory rate was taken. The following formula was used to calculate:<disp-formula id="E1">
<mml:math id="M1">
<mml:mi mathvariant="normal">Inhibition</mml:mi>
<mml:mspace width="0.25em"/>
<mml:mi mathvariant="normal">rate</mml:mi>
<mml:mo>%</mml:mo>
<mml:mo>=</mml:mo>
<mml:mfenced open="[" close="]">
<mml:mfrac>
<mml:mrow>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="normal">d</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2212;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi mathvariant="normal">S</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="normal">d</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="normal">d</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mfrac>
</mml:mfenced>
<mml:mo>&#x00D7;</mml:mo>
<mml:mn>100</mml:mn>
<mml:mo>%</mml:mo>
</mml:math>
</disp-formula></p>
<p>C and S are the average diameters of fungal colonies in the blank control group and the antimycin A<sub>1</sub> treatment group, respectively, and d is the diameter of the fungal cake.</p>
</sec>
<sec id="sec7">
<title>Measurement of TTC-DRA, protein leakage and K<sup>+</sup> leakage</title>
<p>Dehydrogenase activity was determined using the method based on the Erdogan Eliuz study (<xref ref-type="bibr" rid="ref9">Erdo&#x011F;an Eliuz, 2021</xref>). Colourless TTC accepted H during cellular respiration and produced insoluble red-coloured 2,3,5-triphenylformazan (TF). The reduction amount of TTC was converted to determine the dehydrogenase activity. The absorbance of TF molecules was measured at 485&#x2009;nm to determine the activity of dehydrogenase in the cells after adding antimycin A<sub>1</sub> into the culture medium of <italic>R. solani</italic>.</p>
<p>A test tube containing 10&#x2009;mL of liquid potato medium was incubated at 180&#x2009;rpm and 25&#x00B0;C for 4&#x2009;h. Then, antimycin A<sub>1</sub> was added to final concentrations of 6.66&#x2009;&#x03BC;g/mL and 13.33&#x2009;&#x03BC;g/mL, and the culture was continued at 25&#x00B0;C and 180&#x2009;rpm for 2&#x2009;h. Distilled water was used as a blank control, and validamycin was used as a positive control. Fifty microlitres of the fungal mixture cultured for 2&#x2009;h as described above and 50&#x2009;&#x03BC;L TTC-glucose solution were added to a 96-well plate, and the mixture was shaken at 100&#x2009;rpm in a shaking incubator for 30&#x2009;min to form the red substance TF. Finally, the dehydrogenase activity was measured by absorbance at 485&#x2009;nm using an automatic microplate reader. Dehydrogenase activity (%)&#x2009;=&#x2009;(ODx/ODc)&#x2009;&#x00D7;&#x2009;100, where ODx and ODc represent the absorbance of treated and control samples, respectively.</p>
<p>Detection of protein leakage was performed as follows: 50&#x2009;&#x03BC;L of the mixture of <italic>R. solani</italic> and antimycin A<sub>1</sub> was transferred into a 96-well plate, 50&#x2009;&#x03BC;L of Coomassie brilliant blue dye reagent was added to the 96-well plate for staining for 5&#x2009;min, and colour was developed in the 96-well plate. Intracellular protein leakage was determined using the method based on the Erdogan Eliuz study (<xref ref-type="bibr" rid="ref9">Erdo&#x011F;an Eliuz, 2021</xref>). The absorbance was measured at 595&#x2009;nm with an automatic microplate reader, and the protein leakage rate in the culture medium treated with antimycin A<sub>1</sub> was calculated.</p>
<p>Protein leakage rate (%)&#x2009;=&#x2009;(ODx&#x2009;&#x2212;&#x2009;ODc)/ODc&#x2009;&#x00D7;&#x2009;100, where ODx and ODc represent the absorbance of the sample group treated with antimycin A<sub>1</sub> and the blank control group, respectively.</p>
<p>Detection of K<sup>+</sup> leakage was performed as follows. The KNO<sub>3</sub> standard solution was prepared, 5&#x2009;mL of the abovementioned mixture of <italic>R. solani</italic> treated with antimycin A<sub>1</sub> was centrifuged at 10000&#x2009;&#x00D7;&#x2009;g for 5&#x2009;min, 0.5&#x2009;mL of the supernatant was placed in a 50&#x2009;mL centrifuge tube, 4.5&#x2009;mL of caesium chloride solution (5&#x2009;g/L) was added, and then 45&#x2009;mL of deionized water was added again. The solution was thoroughly mixed, and the absorption value was determined by an atomic absorption spectrophotometer.</p>
</sec>
<sec id="sec8">
<title>Testing the conductivity</title>
<p><italic>Rhizoctonia solani</italic> was activated on an aseptic PDA medium plate. When the hyphae grew to cover the whole plate, two pieces of hyphal cakes with a diameter of 5&#x2009;mm were taken with a professional hole puncher, inoculated into 50&#x2009;mL PDA liquid medium, and cultured in an oscillating chamber at 25&#x00B0;C and 180&#x2009;rpm for 3&#x2009;days. Cakes were removed to retain the mycelium, and the culture medium on the surface of the mycelium was removed and rinsed with deionized water more than 3 times. Then, 1&#x2009;g of the above mycelia was weighed and added to antimycin A<sub>1</sub> solution prepared with sterile distilled water at a concentration of 6.66&#x2009;&#x03BC;g/mL and 13.33&#x2009;&#x03BC;g/mL to be set as the treatment group and distilled water as the blank control group, with 3 replicates per concentration. The mixture was placed on a constant temperature oscillator at 25&#x00B0;C and 180&#x2009;rpm for 4&#x2009;h and then centrifuged at 3500&#x2009;rpm for 5&#x2009;min. The supernatant was removed, and the conductivity change of the culture medium treated with antimycin A<sub>1</sub> was tested with a conductivity meter (<xref ref-type="bibr" rid="ref32">Yu et al., 2023</xref>). The electrode was rinsed with deionized water before detection.</p>
</sec>
<sec id="sec9">
<title>The morphology and ultrastructure of <italic>Rhizoctonia solani</italic> mycelia</title>
<p>The morphology and ultrastructure of <italic>R. solani</italic> were examined using scanning electron microscopy (SEM) and transmission electron microscopy (TEM) techniques, respectively. Antimycin A<sub>1</sub> was added to the PDA plate until the final concentration was 6.66&#x2009;&#x03BC;g/mL. A mycelial cake of <italic>R. solani</italic> with a diameter of 5&#x2009;mm was inoculated on a PDA plate with antimycin A<sub>1</sub> and cultured at 25&#x00B0;C for 72&#x2009;h. A piece of mycelia (4&#x2009;mm&#x2009;&#x00D7;&#x2009;4&#x2009;mm) was sliced and immersed in 2.5% glutaraldehyde at 4&#x00B0;C for 12&#x2009;h, followed by fixation in 1% OsO4 at 4&#x00B0;C for 2&#x2009;h and dehydration through a graded ethanol series. After critical point drying, the samples were sputter-coated and observed using a scanning electron microscope (Hitachi, S4800, Japan). Other R. solani mycelia treated with antimycin A<sub>1</sub> was embedded in resin, cured at 37&#x00B0;C for 12&#x2009;h, and then polymerized at 60&#x00B0;C for 48&#x2009;h. Thin sections were cut, double-stained with uranyl acetate and lead citrate, and observed using a HT7700 transmission electron microscope (HITACHI) (<xref ref-type="bibr" rid="ref33">Zhang et al., 2018</xref>).</p>
</sec>
<sec id="sec10">
<title>Effects of antimycin A<sub>1</sub> on the mitochondrial complex III&#x2009;&#x2212;&#x2009;IV of <italic>Rhizoctonia solani</italic></title>
<sec id="sec11">
<title>Mitochondrial extraction</title>
<p>The mitochondria were extracted using the protocol provided by the mitochondrion isolation kit (BioVision, U.S.), and the protein concentration of isolated mitochondria were determined using BCA kit (Solarbio, China).</p>
<p>1 The collected mycelia treated with and without antimycin A<sub>1</sub> were washed with PBS and put into a mortar. Ten millilitres of liquid nitrogen was added for full grinding. Tissue (0.1&#x2009;g) was accurately weighed, and 1&#x2009;mL of reagent I and 10&#x2009;&#x03BC;L of reagent III were added to the centrifuge tube.</p>
<p>2 The mixture was centrifuged at 600&#x2009;&#x00D7;&#x2009;g for 5&#x2009;min at 4&#x00B0;C, the supernatant was collected and poured into another new centrifuge tube, and the precipitate was discarded.</p>
<p>3 The supernatant was centrifuged again at 4&#x00B0;C and 11,000&#x2009;&#x00D7;&#x2009;g for 10&#x2009;min. The extracted mitochondria were used for the next study.</p>
<p>4 Reagent II (200&#x2009;&#x03BC;L) and reagent III (2&#x2009;&#x03BC;L) were added to the precipitate, and the precipitate was fully resuspended for the next step test of mitochondrial respiratory chain complex III and IV enzyme activity.</p>
</sec>
<sec id="sec12">
<title>Detection of mitochondrial respiratory chain complex III enzyme activity</title>
<p>Reagent IV (25&#x2009;&#x03BC;L) and working liquid (200&#x2009;&#x03BC;L) were added to the microporous enzyme label plate, and after full mixing, the reaction time was accurate for 2&#x2009;min. Then, after the 10&#x2009;&#x03BC;L sample was added to fully mix, the initial absorption value A<sub>1</sub> at 550&#x2009;nm for 0&#x2009;min and absorption value A<sub>2</sub> after 2&#x2009;min were immediately read, and &#x0394;A&#x2009;=&#x2009;A<sub>2</sub>-A<sub>1</sub> was calculated.</p>
</sec>
<sec id="sec13">
<title>Detection of mitochondrial respiratory chain complex IV enzyme activity</title>
<p>The microporous enzyme label plate was successively added to 200&#x2009;&#x03BC;L of working liquid and 10&#x2009;&#x03BC;L of sample, and after full mixing, the initial light absorption values A<sub>1</sub> at 550&#x2009;nm for 0&#x2009;min and A<sub>2</sub> after 1&#x2009;min were immediately read, and &#x0394;A&#x2009;=&#x2009;A<sub>1</sub>-A<sub>2</sub> was calculated.</p>
</sec>
</sec>
<sec id="sec14">
<title>Metabolomics</title>
<p>Metabolome extraction were based on described methods with slight modifications (<xref ref-type="bibr" rid="ref13">Hu et al., 2019</xref>). <italic>Rhizoctonia solani</italic> mycelia cakes were placed in 100&#x2009;mL of potato glucose medium and oscillated in an incubator (ZQLY-1800&#x2009;V, Shizhichu-electron, China) at 37&#x00B0;C and 180&#x2009;rpm for 4&#x2009;h, and then, antimycin A<sub>1</sub> at a final concentration of 6.66&#x2009;&#x03BC;g/mL was added to the broth. After continuous treatment for 24&#x2009;h, the broth was centrifuged, and the precipitate was collected. Then, the mycelium was washed with 0.01&#x2009;M sterile PBS 3 times to remove the medium. The mycelium was rapidly transferred to a centrifuge tube containing 1&#x2009;mL of cold methanol (100%), rotated, mixed, and immersed in liquid nitrogen to quench the metabolites. Finally, the mycelium stored in liquid nitrogen was frozen and thawed three times to dissolve them, and then metabolites were centrifuged for 10&#x2009;min at 10000&#x2009;g at 4&#x00B0;C to collect the intracellular metabolites. Three biological replicates were performed in each group. Mycelia without antimycin A<sub>1</sub> were used as the control group. Mycelia with antimycin A<sub>1</sub> were used as the treatment group.</p>
<sec id="sec15">
<title>Liquid chromatography&#x2013;mass spectrometry analysis</title>
<p>The sample was centrifuged at 4&#x00B0;C at 10000&#x2009;&#x00D7;&#x2009;g for 3&#x2009;min, and 200&#x2009;&#x03BC;L of the supernatant was transferred to the corresponding inner tube of the sample vial for machine analysis. The supernatant was composed of a micro C<sub>18</sub> column (2.1&#x2009;mm&#x2009;&#x00D7;&#x2009;100&#x2009;mm, 1.8&#x2009;&#x03BC;m) with a flow rate of 0.40&#x2009;mL/min. The linear gradient of mobile phase a (ultrapure water, 0.1% formic acid) and mobile phase B (ACN, 0.1% FA) was 10&#x2013;90%. The compounds were obtained in the Waters ACQUITY UPLC HSS T3 UHPLC system and detected by Triple TOF-6600 (AB Sciex) by tandem mass spectrometry.</p>
</sec>
<sec id="sec16">
<title>Data processing</title>
<p>ProteoWizard software was used to convert the original data files obtained by LC&#x2013;MS into mzML format. The peak extraction, peak alignment and retention time were calibrated by the XCMS program. The &#x201C;SVR&#x201D; method was used to correct the peak area, and the peaks with more than a 50% missing rate in each group were filtered. The filtered peaks were corrected. Compounds with accurate quality charge ratios (m/z) were labelled using METLIN,<xref ref-type="fn" rid="fn0001"><sup>1</sup></xref> and other databases, including KEGG,<xref ref-type="fn" rid="fn0002"><sup>2</sup></xref> genome.jp (kegg/), HMDB,<xref ref-type="fn" rid="fn0003"><sup>3</sup></xref> and MetaboAnalyst<xref ref-type="fn" rid="fn0004"><sup>4</sup></xref> (5.0 version), were used to identify metabolic pathways. Data were converted by LOG and processed in CTR format and analysed using SIMCA (version 16.0.2; Sartorius Stedim Data Analysis, UMEA, Sweden). The validity of the OPLS-DA model was evaluated with the total explanatory variance R<sup>2</sup>, predictive power Q<sup>2</sup> and VIP score by repeated twofold cross-validation and replacement tests (<italic>n</italic>&#x2009;=&#x2009;200). According to the importance of variables in the projection (VIP) value generated by OPLS-DA processing with a threshold of more than 1, the variables that contributed significantly to clustering and discrimination were identified. Student&#x2019;s t test was used to detect differentially expressed metabolites, with a <italic>p</italic> value less than 0.05 and a fold-change (FC) greater than 2.0 or less than 0.5. Pathways with <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05 were considered and filtered as the main metabolic pathways. In addition, heatmaps were constructed based on the relative levels of identified metabolites and plotted with R and gplot.</p>
</sec>
</sec>
<sec id="sec17">
<title>RT&#x2013;PCR analysis</title>
<p>Mycelia treated with antimycin A<sub>1</sub> were washed with PBS 2 times and quickly transferred into a prepared mortar. Approximately 10&#x2009;mL of liquid nitrogen was added, and the mycelia were fully ground into powder. The powder was transferred to a 1.5&#x2009;mL RNA-free centrifuge tube and suspended in TRIzol to extract total RNA. Validamycin was used as a positive control. The RNA was then reverse-transcribed into cDNA. The mitochondrial genome of <italic>Rhizoctonia solani</italic> AG1 (MW995476.1) was searched from NCBI, a pair of gene-specific primers were designed using Primer Premier 5 on the upstream and downstream ORF of the genes to be detected (<xref ref-type="table" rid="tab1">Table 1</xref>), and the chemical synthesis was commissioned by Shengong Bioengineering (Shanghai) Co., LTD. Using the c DNA of <italic>R. solani</italic> as a template, the Applied Biosystems StepOneTM Real-Time PCR System was used to detect the expression of ATP6, ATP8, COX1, COX2, COX3, ND1, ND3, ND4L, ND5, QCR6 and cytB in each mitochondria of <italic>Rhizoctonia solani</italic>. The fluorescent dye was ChamQ Universal SYBR qPCR Master Mix from Nanjing Nuoweizan Company.</p>
<table-wrap position="float" id="tab1"><label>Table 1</label>
<caption>
<p>Inhibitory effects of antimycin A<sub>1</sub> on <italic>Rhizoctonia solani.</italic></p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Concentration (&#x03BC;g/mL)</th>
<th align="center" valign="top" colspan="3">Colony diameter (mm)</th>
<th align="center" valign="top" rowspan="2">Average diameter (mm)</th>
<th align="center" valign="top" rowspan="2">Inhibition ratio (%)</th>
</tr>
<tr>
<th align="center" valign="top">1</th>
<th align="center" valign="top">2</th>
<th align="center" valign="top">3</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">26.66</td>
<td align="char" valign="top" char=".">15.9</td>
<td align="char" valign="top" char=".">16.06</td>
<td align="char" valign="top" char=".">15.92</td>
<td align="center" valign="top">15.96&#x2009;&#x00B1;&#x2009;0.05a</td>
<td align="center" valign="top">92.55</td>
</tr>
<tr>
<td align="left" valign="top">13.33</td>
<td align="char" valign="top" char=".">32.9</td>
<td align="char" valign="top" char=".">37.5</td>
<td align="char" valign="top" char=".">36.3</td>
<td align="center" valign="top">35.57&#x2009;&#x00B1;&#x2009;1.38b</td>
<td align="center" valign="top">68.13</td>
</tr>
<tr>
<td align="left" valign="top">6.66</td>
<td align="char" valign="top" char=".">38.9</td>
<td align="char" valign="top" char=".">36.9</td>
<td align="char" valign="top" char=".">41.5</td>
<td align="center" valign="top">39.10&#x2009;&#x00B1;&#x2009;1.33bc</td>
<td align="center" valign="top">63.63</td>
</tr>
<tr>
<td align="left" valign="top">3.33</td>
<td align="char" valign="top" char=".">43.1</td>
<td align="char" valign="top" char=".">41.9</td>
<td align="char" valign="top" char=".">40.8</td>
<td align="center" valign="top">41.93&#x2009;&#x00B1;&#x2009;0.66&#x2009;cd</td>
<td align="center" valign="top">60.13</td>
</tr>
<tr>
<td align="left" valign="top">1.66</td>
<td align="char" valign="top" char=".">48.8</td>
<td align="char" valign="top" char=".">43.7</td>
<td align="char" valign="top" char=".">47.9</td>
<td align="center" valign="top">46.80&#x2009;&#x00B1;&#x2009;1.57de</td>
<td align="center" valign="top">54</td>
</tr>
<tr>
<td align="left" valign="top">0.83</td>
<td align="char" valign="top" char=".">48.9</td>
<td align="char" valign="top" char=".">47.6</td>
<td align="char" valign="top" char=".">53.9</td>
<td align="center" valign="top">50.13&#x2009;&#x00B1;&#x2009;1.92e</td>
<td align="center" valign="top">49.88</td>
</tr>
<tr>
<td align="left" valign="top">0.416</td>
<td align="char" valign="top" char=".">66.4</td>
<td align="char" valign="top" char=".">52.5</td>
<td align="char" valign="top" char=".">65.7</td>
<td align="center" valign="top">61.53&#x2009;&#x00B1;&#x2009;4.52f</td>
<td align="center" valign="top">35.63</td>
</tr>
<tr>
<td align="left" valign="top">CK</td>
<td align="center" valign="top">90</td>
<td align="center" valign="top">90</td>
<td align="center" valign="top">90</td>
<td align="center" valign="top">90.00&#x2009;&#x00B1;&#x2009;0.00&#x2009;g</td>
<td align="center" valign="top">0</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>CK is the control group. The results of Duncan&#x2019;s multi-interval test showed that at the significance level of <italic>p</italic> &#x003C;&#x2009;0.05, different letters after&#x2009;&#x00B1; SD indicated significant differences in the different concentration.</p>
</table-wrap-foot>
</table-wrap>
<p>According to the protocol of RT&#x2013;PCR kit (QIAGEN, Germany): The first step was predenaturation at 95&#x00B0;C for 1&#x2009;min. The second step consisted of 10&#x2009;s at 95&#x00B0;C, 15&#x2009;s at 56&#x2009;~&#x2009;60&#x00B0;C, 30&#x2009;s at72 &#x00B0;C, 40&#x2009;cycles. In the third step, the dissolution curves of 95&#x00B0;C 15&#x2009;s, 65&#x00B0;C 1&#x2009;min, 95&#x00B0;C 15&#x2009;s, 0.5&#x00B0;C/20&#x2009;s were collected, and each sample was repeated three times. Ct value analysis and dissolution curve analysis were performed after the reaction. The method of <inline-formula>
<mml:math id="M2">
<mml:msup>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x25B3;</mml:mo>
<mml:mo>&#x25B3;</mml:mo>
<mml:mi>C</mml:mi>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:msup>
</mml:math>
</inline-formula>was used to analyse the data, and the final result was made into a bar chart for comparison.</p>
</sec>
<sec id="sec18">
<title>Statistical analysis</title>
<p>All statistical analyses were carried out using GraphPad Prism 8.0.2 software. Using one-way analysis of variance (ANOVA) and Tukey&#x2019;s test, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05 represented significant differences, and <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01 was considered extremely significant. All data are expressed as the mean&#x2009;&#x00B1;&#x2009;standard deviation (SD).</p>
</sec>
</sec>
<sec sec-type="results" id="sec19">
<title>Results</title>
<sec id="sec20">
<title>Inhibitory effect of antimycin A<sub>1</sub> on hyphal growth of <italic>Rhizoctonia solani</italic></title>
<p>It can be clearly seen from <xref ref-type="table" rid="tab1">Table 1</xref> that the growth of <italic>Rhizoctonia solani</italic> standing on the plate supplemented with antimycin A<sub>1</sub> was inhibited compared with the blank control group. With the increase in the concentration of antimycin A<sub>1</sub>, the antifungal activity of <italic>Rhizoctonia solani</italic> also increased continuously, and the colony diameter decreased. When the concentration of antimycin A<sub>1</sub> was 26.66&#x2009;&#x03BC;g/mL, the bacteriostatic rate reached 92.55%. The EC<sub>50</sub> value was 1.25&#x2009;&#x03BC;g/mL. The colony diameter of the hyphal body in the antimycin A<sub>1</sub> treatment group did not show a linear relationship with the antimycin A<sub>1</sub> concentration. When the concentration of antimycin A<sub>1</sub> was less than 5&#x2009;&#x03BC;g/mL, the change in antifungal activity increased with increasing concentration of antimycin A<sub>1</sub>, and when the concentration was greater than 5&#x2009;&#x03BC;g/mL, the change in antibacterial activity did not increase with increasing concentration of antimycin A<sub>1</sub>. It could be inferred that when the concentration of antimycin A<sub>1</sub> was relatively small, it played an inhibitory role, and when the concentration was certain, antimycin A<sub>1</sub> could kill <italic>Rhizoctonia solani</italic>.</p>
</sec>
<sec id="sec21">
<title>Dehydrogenase activity measurement</title>
<p>The absorbance of each gradient sample was measured at a wavelength of 485&#x2009;nm, and 3 parallel samples were set for each group. According to the principle of the TTC method, the change in intracellular dehydrogenase activity was obtained according to the calculation formula of dehydrogenase activity. The data indicate a reduction in dehydrogenase activity to 81.96 and 77.96% at concentrations of 6.66&#x2009;&#x03BC;g/mL and 13.33&#x2009;&#x03BC;g/mL, respectively, following the treatment with antimycin A<sub>1</sub>, as depicted in <xref ref-type="fig" rid="fig1">Figure 1A</xref>. For different concentrations of antimycin A<sub>1</sub>, the higher the concentration of antimycin A<sub>1</sub> solution was, the more the dehydrogenase activity of mycelia decreased, indicating that antimycin A<sub>1</sub> reduced the dehydrogenase activity of mycelia.</p>
<fig position="float" id="fig1"><label>Figure 1</label>
<caption>
<p>Changes in dehydrogenase activity, leakage of protein and K ions and conductivity of Rhizoctonia solani culture medium treated with antimycin A1. <bold>(A)</bold> Changes in dehydrogenase activity; <bold>(B)</bold> Leakage of protein. <bold>(C)</bold> Leakage of K ions; <bold>(D)</bold> Conductivity. Note. CK indicates the control group. Val indicates validamycin. Values are mean&#x2009;&#x00B1;&#x2009;S.E. and different letters means significant difference (<italic>n</italic>&#x2009;=&#x2009;3, <italic>p</italic>&#x003C;0.05).</p>
</caption>
<graphic xlink:href="fmicb-15-1371850-g001.tif"/>
</fig>
</sec>
<sec id="sec22">
<title>Protein leakage</title>
<p>After mycelia of <italic>Rhizoctonia solani</italic> were treated with different concentrations of antimycin A<sub>1</sub> for 2&#x2009;h, the absorbance of each gradient sample was measured at 595&#x2009;nm wavelength, and 3 parallel samples were set for each group. According to the calculation formula of protein leakage rate, the change of protein leakage rate in <italic>Rhizoctonia solani</italic> cells was obtained. Compared with the blank control group, the release of protein in mycelial cells was significantly increased. Results shown that protein release in mycelial cells increased by 17.3 and 31.4%, respectively after treatment with 6.66&#x2009;&#x03BC;g/mL and 13.33&#x2009;&#x03BC;g/mL antimycin A<sub>1</sub> in <xref ref-type="fig" rid="fig1">Figure 1B</xref>. The higher the concentration of antimycin A<sub>1</sub>, the higher the protein leakage rate of <italic>Rhizoctonia solani</italic> cells. Antimycin A<sub>1</sub> could damage the integrity of the cell membrane of mycelia and release proteins in the cells. It could be seen that antimycin A<sub>1</sub> could promote the protein leakage in <italic>Rhizoctonia solani</italic> cells.</p>
</sec>
<sec id="sec23">
<title>K<sup>+</sup> leakage was detected in the culture medium of <italic>Rhizoctonia solani</italic></title>
<p>The absorbance of each gradient sample was measured by an atomic absorption spectrophotometer, 3 parallel samples were set for each group, and the measured values were summarized and analysed. As shown in <xref ref-type="fig" rid="fig1">Figure 1C</xref>, compared with the blank control group, after treatment with antimycin A<sub>1</sub>, the potassium (K<sup>+</sup>) leakage rate from Rhizoctonia solani was found to elevate to 4.77% at a concentration of 6.66&#x2009;&#x03BC;g/mL and to 11.08% at 13.33&#x2009;&#x03BC;g/mL. For different concentrations of antimycin A<sub>1</sub>, the higher the concentration of antimycin A<sub>1</sub> was, the higher the K<sup>+</sup> leakage rate of <italic>Rhizoctonia solani</italic> cells, indicating that antimycin A<sub>1</sub> promoted K<sup>+</sup> leakage in the cells of <italic>Rhizoctonia solani</italic>.</p>
</sec>
<sec id="sec24">
<title>The change in electrical conductivity in the culture medium of <italic>Rhizoctonia solani</italic></title>
<p>Changes in membrane permeability could be reflected by detecting changes in electrical conductivity. <xref ref-type="fig" rid="fig1">Figure 1D</xref> illustrated that the conductivity of the mycelium culture medium increased following treatment with antimycin A1, reaching 24.47% at a concentration of 6.66&#x2009;&#x03BC;g/mL and 43.01% at 13.33&#x2009;&#x03BC;g/mL across the treated groups, indicating that antimycin A<sub>1</sub> could cause the leakage of substances in the mycelium cells of <italic>Rhizoctonia solani</italic>, and the effect of increasing the conductivity of mycelium culture medium became increasingly obvious as the concentration of antimycin A<sub>1</sub> increased. These results indicated that antimycin A<sub>1</sub> could destroy the cell membrane of mycelia and induce electrolyte extravasation in the cells of <italic>Rhizoctonia solani.</italic></p>
</sec>
<sec id="sec25">
<title>Influence of antimycin A<sub>1</sub> on the activity of electron transport chain complex III and IV of <italic>Rhizoctonia solani</italic>.</title>
<p>The activity of electron transfer chain complexes III and IV decreased, and the concentration of antimycin A<sub>1</sub> was negatively correlated with the activity of electron transfer chain complexes III and IV. At a concentration of 6.66&#x2009;&#x03BC;g/mL, the activity of electron transport chain complexes III and IV was 55 and 88% that of the control group, respectively. At 13.33&#x2009;&#x03BC;g/mL, the activity of electron transport chain complexes III and IV was 51 and 55% that of the control group, respectively (<xref ref-type="table" rid="tab2">Tables 2</xref>, <xref ref-type="table" rid="tab3">3</xref>).</p>
<table-wrap position="float" id="tab2"><label>Table 2</label>
<caption>
<p>Effects of antimycin A<sub>1</sub> on the activity of electron transport chain complex III (coenzyme Q-cytochrome C reductase) of <italic>Rhizoctonia solani</italic>.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Concentration (&#x03BC;g/mL)</th>
<th align="center" valign="top" colspan="4">Activity of enzyme(U/min/mg prot)</th>
</tr>
<tr>
<th align="center" valign="top">1</th>
<th align="center" valign="top">2</th>
<th align="center" valign="top">3</th>
<th align="center" valign="top">Mean&#x2009;&#x00B1;&#x2009;SD</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">CK</td>
<td align="char" valign="top" char=".">20.75</td>
<td align="char" valign="top" char=".">14.9</td>
<td align="char" valign="top" char=".">12.18</td>
<td align="center" valign="top">15.77&#x2009;&#x00B1;&#x2009;2.57a</td>
</tr>
<tr>
<td align="left" valign="top">6.66</td>
<td align="char" valign="top" char=".">9.77</td>
<td align="char" valign="top" char=".">10.69</td>
<td align="char" valign="top" char=".">5.75</td>
<td align="center" valign="top">8.74&#x2009;&#x00B1;&#x2009;1.51ab</td>
</tr>
<tr>
<td align="left" valign="top">13.33</td>
<td align="char" valign="top" char=".">9.69</td>
<td align="char" valign="top" char=".">10.01</td>
<td align="char" valign="top" char=".">4.51</td>
<td align="center" valign="top">8.07&#x2009;&#x00B1;&#x2009;1.78b</td>
</tr>
<tr>
<td align="left" valign="top">Val</td>
<td align="char" valign="top" char=".">2.81</td>
<td align="char" valign="top" char=".">8.80</td>
<td align="char" valign="top" char=".">11.62</td>
<td align="center" valign="top">7.74&#x2009;&#x00B1;&#x2009;2.60b</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>CK is the control group. The results of Duncan&#x2019;s multi-interval test showed that at the significance level of <italic>p</italic> &#x003C;&#x2009;0.05, different letters after&#x2009;&#x00B1; SD indicated significant differences in the scores of the same period.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="tab3"><label>Table 3</label>
<caption>
<p>Effects of anti-amycin A<sub>1</sub> on the activity of electron transport chain complex IV (cytochrome c oxidase) in <italic>Rhizoctonia solani</italic>.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Concentration (&#x03BC;g/mL)</th>
<th align="center" valign="top" colspan="4">Activity of enzyme(U/min/mg prot)</th>
</tr>
<tr>
<th align="center" valign="top">1</th>
<th align="center" valign="top">2</th>
<th align="center" valign="top">3</th>
<th align="center" valign="top">Mean&#x2009;&#x00B1;&#x2009;SD</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">CK</td>
<td align="char" valign="top" char=".">20.75</td>
<td align="char" valign="top" char=".">14.9</td>
<td align="char" valign="top" char=".">12.18</td>
<td align="center" valign="top">15.77&#x2009;&#x00B1;&#x2009;2.57a</td>
</tr>
<tr>
<td align="left" valign="top">6.66</td>
<td align="char" valign="top" char=".">9.77</td>
<td align="char" valign="top" char=".">10.69</td>
<td align="char" valign="top" char=".">5.75</td>
<td align="center" valign="top">8.74&#x2009;&#x00B1;&#x2009;1.51ab</td>
</tr>
<tr>
<td align="left" valign="top">13.33</td>
<td align="char" valign="top" char=".">9.69</td>
<td align="char" valign="top" char=".">10.01</td>
<td align="char" valign="top" char=".">4.51</td>
<td align="center" valign="top">8.07&#x2009;&#x00B1;&#x2009;1.78b</td>
</tr>
<tr>
<td align="left" valign="top">Val</td>
<td align="char" valign="top" char=".">2.81</td>
<td align="char" valign="top" char=".">8.80</td>
<td align="char" valign="top" char=".">11.62</td>
<td align="center" valign="top">7.74&#x2009;&#x00B1;&#x2009;2.60b</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>CK is the control group. The results of Duncan&#x2019;s multi-interval test showed that at the significance level of <italic>p</italic> &#x003C;&#x2009;0.05, different letters after&#x2009;&#x00B1; SD indicated significant differences in the scores of the same period.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec26">
<title>The effects of antimycin A<sub>1</sub> on the hyphal morphology of <italic>Rhizoctonia solani</italic></title>
<p>The results of scanning electron microscopy (SEM) are shown in <xref ref-type="fig" rid="fig2">Figure 2</xref>. Mycelia in the control group were full in shape, smooth in surface, sparse in distribution, ends were complete and semicircular without fracture, and long branches could be formed. After treatment with antimycin A<sub>1</sub>, the mycelium morphology was shriped, and the surface was rough and folded. The mycelia were seriously distorted and broken, ends were incomplete or locally enlarged, branches were short, and the number was reduced. The above results indicated that antimycin A<sub>1</sub> had a serious destructive effect on the morphology and structure of the hyphae of <italic>R. solani</italic>.</p>
<fig position="float" id="fig2"><label>Figure 2</label>
<caption>
<p>Effect of anti-amycin A<sub>1</sub> on the mycelial morphology of Rhizoctonia solani under a scanning electron microscope. <bold>(A&#x2013;C)</bold> Scanning electron microscope image of Rhizoctonia solani mycelia in the control group. <bold>(D&#x2013;F)</bold> Scanning electron microscopy image of Rhizoctonia solani mycelia treated with antimycin A<sub>1</sub>. <bold>(A,D)</bold> magnification &#x00D7;300, <bold>(B,E)</bold> magnification &#x00D7;1,000, <bold>(C,F)</bold> magnification &#x00D7; 5,000.</p>
</caption>
<graphic xlink:href="fmicb-15-1371850-g002.tif"/>
</fig>
<p>The results of transmission electron microscopy (TEM) are shown in <xref ref-type="fig" rid="fig3">Figure 3</xref>. In the control group, the materials inside the mycelium were evenly distributed, and the cell wall, membrane, mitochondria and vesicles were normal and evenly distributed, with a large number of mitochondria, and the cell wall and membrane were intact. After treatment with antimycin A<sub>1</sub>, the cell morphology changed significantly, the cell wall became thick, the organelle boundary was not obvious, mitochondria were swollen, substances in vesicles were exosmotic, vesicles slowly fused and cavitation occurred. The above results indicated that the morphology and structure of mycelia were significantly changed after treatment with antimycin A<sub>1</sub>, especially changes in mitochondria. Therefore, the effect of antimycin A<sub>1</sub> on mycelia was closely related to mitochondria.</p>
<fig position="float" id="fig3"><label>Figure 3</label>
<caption>
<p>Effect of antimycin A<sub>1</sub> on the mycelial morphology of Rhizoctonia solani under a transmission electron microscope. <bold>(A&#x2013;C)</bold> Transmission electron microscopy of Rhizoctonia solani mycelia in the control group. <bold>(D&#x2013;F)</bold> Transmission electron microscopy image of Rhizoctonia solani mycelia treated with antimycin A<sub>1</sub>. <bold>(A,D)</bold> magnification &#x00D7;2,500, <bold>(B,E)</bold> magnification &#x00D7;5,000, <bold>(C,F)</bold> magnification &#x00D7; 15,000.</p>
</caption>
<graphic xlink:href="fmicb-15-1371850-g003.tif"/>
</fig>
</sec>
<sec id="sec27">
<title>Metabolomics analysis</title>
<p>During instrumental analysis, one quality control sample was inserted into every three test analysis samples to monitor the repeatability of the analysis process. A total of 4,002 metabolites were detected. A total of 2,640 metabolites were detected in the cationic model, and 1,362 metabolites were detected in the anionic model. The metabolic changes between the control group and the treatment group were analysed by principal component analysis. The positive ion mode and the negative ion mode are shown in <xref ref-type="fig" rid="fig4">Figure 4</xref>. The X-axis represented the first principal component (PC1), which accounted for 49.15% (the positive ion mode) and 51.73% (the negative ion mode) of the data variability. The Y-axis represented the second principal component (PC2), which accounted for 14.87% (the positive ion mode) and14.77% (the negative ion mode) of the data variability. Together, these two principal components explained a total of 64.02% (the positive ion mode) and 66.5% (the negative ion mode) of the variability and showcased the overall structure of the data captured by the two components. The plot reveals how three different sample groups are distributed within the space formed by PC1 and PC2. The control group (Control) is primarily located on the left side of the plot, the treatment group (Treat) is mainly concentrated on the right side, and the quality control group (QC) is distributed around the center. This suggested that there were significant differences in the sample characteristics between the control group and the treatment group, while the positioning of the quality control group might indicate its role as a stable reference point for the experiment. Orthogonal partial least squares discriminant analysis (OPLS-DA) was used for metabolomic analysis. The metabolic profiles of the treatment group and the control group were obviously separated. The interpretation rate and prediction rate of the OPLS-DA model were R<sup>2</sup>Y&#x2009;=&#x2009;1 and Q<sup>2</sup>&#x2009;=&#x2009;0.96, respectively. The results show that the OPLS-DA model was reliable without overfitting; this also suggested that antimycin A<sub>1</sub> affected the metabolic process of <italic>Rhizoctonia solani</italic>, leading to changes in its metabolites.</p>
<fig position="float" id="fig4"><label>Figure 4</label>
<caption>
<p>PCA score plots for the mass spectrum data of the control group, treatment group, and quality control sample. <bold>(A)</bold> Positive mode; <bold>(B)</bold> Negative mode.</p>
</caption>
<graphic xlink:href="fmicb-15-1371850-g004.tif"/>
</fig>
<p>The volcano map was used to show the difference and significance of the differences between the two groups of samples. In this plot: the X-axis represents the logarithm of the fold change (Log2 (Fold Change)), indicating the degree of upregulation or downregulation of metabolites. Positive values indicate upregulation (increase) in metabolites, while negative values indicate downregulation (decrease) in metabolites. The Y-axis represents the negative logarithm of the value of p (&#x2212;Log10 (<italic>p</italic>-value)), representing statistical significance. The higher the value, the higher the statistical significance. This category included 467 downregulated metabolites (green dots) and 799 upregulated metabolites (red dots), with grey representing metabolites detected with no significant difference (<xref ref-type="fig" rid="fig5">Figure 5</xref>).</p>
<fig position="float" id="fig5"><label>Figure 5</label>
<caption>
<p>Volcano plot for differential metabolites of the control group and the treatment group.</p>
</caption>
<graphic xlink:href="fmicb-15-1371850-g005.tif"/>
</fig>
<p>To determine intermediate metabolites that played a direct role in the antimicrobial process, we found the major metabolic pathways. According to KEGG database analysis, 12 metabolic pathways had significant differences (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05, Impact&#x003E;0): phenylalanine, tyrosine and tryptophan biosynthesis, valine, leucine and isoleucine biosynthesis, cysteine and methionine metabolism, glycine, serine and threonine metabolism, phenylalanine metabolism, valine, leucine and isoleucine degradation, citrate cycle (TCA cycle), alanine, aspartate and glutamate metabolism, pyruvate metabolism, sulfur metabolism, glyoxylate and dicarboxylate metabolism and propanoate metabolism (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>; <xref ref-type="supplementary-material" rid="SM7">Supplementary Table S2</xref>). This image (<xref ref-type="supplementary-material" rid="SM2">Supplementary Figure S2</xref>) showed simplified diagrams of two metabolic pathways, with arrows and compound codes indicating the individual steps within the pathways. The red squares represented metabolites that had significantly changed in quantity under experimental conditions, while the blue squares indicated metabolites that had not shown significant changes or were not covered in the study. By employing the metabolite codes from the KEGG database, one could identify and look up these specific compounds and their roles in biological pathways. These also involved 49 metabolites, such as 3-dehydroshikimate, prephenate, pyruvic acid, among others (Tab S3). The Network Explorer analysis module enhanced the joint pathway analysis module of MetaboAnalyst by enabling the detection of connections that extend across pathway boundaries. This feature expanded our understanding of the pathways, providing a more comprehensive view. <xref ref-type="fig" rid="fig6">Figure 6</xref> illustrated the KEGG global metabolic network. The image was a complex network map that displayed a multitude of intersecting and overlapping pathways, indicating a comprehensive overview of metabolic or biochemical pathways. Colored lines represented individual biochemical pathways, indicating the flow and interconnection of various metabolic processes. Circles (nodes) containing the names of compounds signified key metabolites within these pathways. Some compounds such as (S)-methylmalonic acid semialdehyde, pyruvic acid, choline, fumaric acid, succinic acid, among others were displayed in a larger size and marked in orange, possibly denoting their higher importance or relevance within this particular network.</p>
<fig position="float" id="fig6"><label>Figure 6</label>
<caption>
<p>The KEGG global metabolic network.</p>
</caption>
<graphic xlink:href="fmicb-15-1371850-g006.tif"/>
</fig>
</sec>
<sec id="sec28">
<title>RT&#x2013;PCR</title>
<p>Using ATP9 as an internal reference, the data obtained by RT&#x2013;PCR were analysed by the comparative <inline-formula>
<mml:math id="M3">
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>T</mml:mi>
</mml:msub>
</mml:math>
</inline-formula> value method (<inline-formula>
<mml:math id="M4">
<mml:msup>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x25B3;</mml:mo>
<mml:mo>&#x25B3;</mml:mo>
<mml:mi>C</mml:mi>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:msup>
</mml:math>
</inline-formula> method), and a histogram of gene expression was obtained. The results showed that the expression of seven genes, ATP6, ATP8, COX3, QCR6, CytB, ND1 and ND3, in the mitochondria of <italic>Rhizoctonia solani</italic> treated with antimycin A1 was downregulated, and the results of variance analysis showed significant differences in the expression levels of these seven genes (<xref ref-type="supplementary-material" rid="SM3">Supplementary Figure S3</xref>). The data in the graph represents the average of 10&#x2013;12 replicates &#x00B1; standard error. The Duncan&#x2019;s new complex range method was employed for significant difference analysis. Different letters above the columns indicate significant differences (<italic>p</italic> &#x003C;&#x2009;0.05). There was a statistically significant difference between the antimycin A<sub>1</sub> treatment group and the blank control group. There was also a statistically significant difference between the positive control group and the blank control group (<italic>p</italic> &#x003C;&#x2009;0.05). Compared with the blank control group, there was a significant difference between the antimycin A<sub>1</sub> treatment group and the positive control group (p&#x2009;&#x003C;&#x2009;0.05). There was no significant difference in the gene expression levels of COX1. The gene expression levels of ND5, ND4L and COX2 in the three genes treated with antimycin A<sub>1</sub> decreased and had significant differences compared with the blank control group, but the gene expression levels of the positive control group were all increased compared with the blank control group.</p>
</sec>
</sec>
<sec sec-type="discussion" id="sec29">
<title>Discussion</title>
<sec id="sec30">
<title>The inhibitory effect of antimycin A<sub>1</sub> against <italic>Rhizoctonia solani</italic></title>
<p>At present, more than 40 naturally derived antimycin compounds have been discovered, most of which have broad-spectrum antibacterial effects. For example, Shiomi found that antimycin A<sub>9</sub> had a variety of antibacterial activities, and the resistance effect against <italic>Trichophyton mentagrophytes</italic> was most significant (<xref ref-type="bibr" rid="ref23">Shiomi et al., 2005</xref>). Antimycin A<sub>10</sub>-A<sub>16</sub> and antimycin A<sub>3</sub> also showed significant resistance to <italic>Candida utilis</italic> (<xref ref-type="bibr" rid="ref12">Hosotani et al., 2005</xref>). Recent studies have found that at 10&#x2009;&#x03BC;g/mL, antimycin A inhibited mycelial growth (62.90%), conidiogenesis (100%), and conidia germination (42%) of <italic>Magnaporthe oryzae Triticum</italic> (<xref ref-type="bibr" rid="ref22">Paul et al., 2022</xref>). In addition, some antimycin analogues have been found to have antifungal activity (<xref ref-type="bibr" rid="ref30">Yan et al., 2013</xref>). Antimycin A<sub>1</sub> also exhibited similar antifungal activity against multiple fungi. The results showed that the inhibitory rate of antimycin A<sub>1</sub> reached 92.55% when the concentration of antimycin A<sub>1</sub> was 26.66&#x2009;&#x03BC;g/mL. The EC<sub>50</sub> value was 1.25&#x2009;&#x03BC;g/mL.</p>
</sec>
<sec id="sec31">
<title>Influence of antimycin A<sub>1</sub> on the morphology and ultrastructure of mycelia of <italic>Rhizoctonia solani</italic></title>
<p>The hyphal morphology of <italic>R. solani</italic> treated with antimycin A<sub>1</sub> at a concentration of 6.66&#x2009;&#x03BC;g/mL was locally twisted and partly shrinking, and the surface was rough and folded. Differences existed between antimycin A<sub>1</sub> and the other fungicide used to control <italic>R. solani.</italic> Validamycin caused abnormal branching at the tips of hyphae and inhibited their continuous growth (<xref ref-type="bibr" rid="ref14">Iwasa et al., 1971</xref>). DPZ-8 was a metabolite secreted by <italic>Streptomyces padanus</italic> JAU4234 that leads to instantaneous shortening of the hyphal nodes and contraction of the hyphae (<xref ref-type="bibr" rid="ref26">Wei et al., 2012</xref>). There were other possible causes for the different characteristics of these pesticides. The above results indicated that antimycin A<sub>1</sub> had a serious destructive effect on the morphology and structure of the hyphae of <italic>R. solani</italic>. After treatment with antimycin A<sub>1</sub>, the cell ultrastructure of mycelia of <italic>R. solani</italic> changed significantly. The mycelial cell wall became thick, the organelle boundary was not obvious, the mitochondria were swollen, the substances in the vesicles were exosmotic, and the vesicles slowly fused and cavitation occurred. The TTC method was used to measure dehydrogenase activity. The results showed that dehydrogenase activity decreased with increasing antimycin A<sub>1</sub> concentration. According to the determination experiment of the protein and K ion leakage rates, as the concentration of antimycin A<sub>1</sub> increased, the leakage rates of both proteins and K ions increased. Therefore, it could be inferred that antimycin A<sub>1</sub> should destroy the cell membrane structure and lead to the leakage of intracellular substances, which was consistent with the phenomenon observed under the electron microscope. The effect of antimycin A<sub>1</sub> on mycelia was closely related to mitochondria. Electron transport chain complexes III and IV are necessary for electron transport in the reaction and directly affect continuous electron transport (<xref ref-type="bibr" rid="ref3">Antal et al., 2013</xref>). Antimycin A<sub>1</sub> significantly increased the production of reactive oxygen species and caused ATP inhibition and glutathione depletion (<xref ref-type="bibr" rid="ref21">Park and You, 2016</xref>). The production of reactive oxygen species (ROS) and the depolarization of the membrane mediated by antimycin A<sub>1</sub> lead to apoptosis, thus releasing pro-apoptotic molecules such as cytochrome c into the cytoplasm (<xref ref-type="bibr" rid="ref16">King and Radicchi-Mastroianni, 2002</xref>; <xref ref-type="bibr" rid="ref15">King, 2005</xref>). Although the activity of antimycin A<sub>1</sub> in mammalian cells has been reported by researchers, there have been few reports on antimycin A<sub>1</sub> controlling the antifungal activity of plant pathogenic fungi (<xref ref-type="bibr" rid="ref22">Paul et al., 2022</xref>). To verify the inhibitory effect of antimycin A<sub>1</sub> on the electron transport chain of fungi, we conducted experiments using electron transport chain complexes III and IV. It was found that antimycin A<sub>1</sub> could significantly inhibit mitochondrial complex III and complex IV of <italic>R. solani</italic>, which was similar to previous results (<xref ref-type="bibr" rid="ref6">Cai and Jones, 1998</xref>). In order to validate the potential damaging effect of antimycin A<sub>1</sub> on fungal mitochondria, a selection of mitochondrial genes was chosen for experiments. The RT-PCR test results revealed that the expression of seven genes, ATP6, ATP8, COX3, QCR6, CytB, ND1, and ND3, in the mitochondria of <italic>R. solani</italic> treated with antimycin A<sub>1</sub> was significantly downregulated. This further confirms the inhibitory effect of antimycin A<sub>1</sub> on the fungal mitochondrial respiratory chain.</p>
</sec>
<sec id="sec32">
<title>Pathway topology analysis</title>
<p>The Pathway Analysis module synergistically integrates results from robust pathway enrichment analysis with pathway topology analysis to identify the most relevant pathways affected by the administration of antimycin A<sub>1</sub>. To determine intermediate metabolites that played a direct role in the antimicrobial process, we found the major metabolic pathways. According to pathway topology analysis, 12 metabolic pathways had significant differences (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05, Impact&#x003E;0), including phenylalanine, tyrosine and tryptophan biosynthesis. This also involved 12 metabolites, such as 3-dehydroshikimate, among others. The biosynthesis of tryptophan, tyrosine, and phenylalanine occurred through a common pathway of chorismate, at which point the pathway branches, one branch proceeded to tryptophan, and the other to tyrosine and phenylalanine (<xref ref-type="bibr" rid="ref28">Xie et al., 2000</xref>; <xref ref-type="bibr" rid="ref17">Ferrer et al., 2022</xref>). This pathway is an attractive target of nontoxic fungicides (<xref ref-type="bibr" rid="ref11">Gurvan et al., 2003</xref>). Compared with the control group, the above 12 metabolites in the treatment group were significantly upregulated. The results showed significant changes in phenylalanine, tyrosine and tryptophan biosynthesis metabolic pathways in the treatment group compared to the control group.</p>
<p>Pathway topology analysis revealed that the biosynthesis pathways of valine, leucine, and isoleucine were notably significant, involving key metabolites such as acetyl-CoA and pyruvic acid, among others. Beyond these two pathways, the analysis also highlighted the substantial significance of cysteine and methionine metabolism pathways. These pathways include a different set of critical metabolites, namely acetyl-CoA, (S)-methylmalonic acid semialdehyde, succinic acid, and fumaric acid, among others.</p>
<p>Pyruvic acid is an important intermediate that participates in the metabolism of carbohydrates, proteins, and fats. Pyruvate serves as a biological fuel by being converted to acetyl coenzyme A, which enters the tricarboxylic acid or Krebs cycle where it is metabolized to produce ATP aerobically. Energy could also be obtained anaerobically from pyruvate via its conversion to lactate. The results showed significant changes in metabolic pathways in the treatment group compared to the control group. These pathways likely experienced alterations in their metabolite profiles due to the inhibitory effects of antimycin A<sub>1</sub>.</p>
<p>The current research into the efficacy of antimycin A<sub>1</sub> against specific pathogenic bacteria has certain limitations: First, the scope of testing was confined to <italic>Rhizoctonia solani</italic>, which limits the generalizability of our findings to other fungal pathogens. Sensitivity and resistance to antimycin A<sub>1</sub> can vary significantly among different pathogens, and this variability has not been explored in this study. Second, the bioavailability of antimycin A<sub>1</sub> within plants, which is a critical determinant of its effectiveness when applied to crops, was not investigated in this study. As such, further research is required to ascertain the bioavailability of antimycin A<sub>1</sub> and its real-world effectiveness in agricultural settings.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec33">
<title>Conclusion</title>
<p>The effects of antimycin A<sub>1</sub> on the mycelia of <italic>R. solani</italic> were primarily characterized by abnormal mycelia, including local distortion, bifurcation, enlargement of the cavity, and malformation of the cell wall. The mechanism of action of antimycin A<sub>1</sub> involved targeting the mitochondria. It was discovered that antimycin A<sub>1</sub> inhibited the activity of mitochondrial electron transport chain complexes III and IV, thereby suppressing the respiration of <italic>Rhizoctonia solani</italic>. A metabolomic analysis revealed that antimycin A<sub>1</sub> significantly impacted 12 metabolic pathways. Due to the inhibitory effects of antimycin A<sub>1</sub>, it is highly likely that these pathways underwent changes in their metabolite profiles. These findings have significant implications for the potential development of novel fungicides. By understanding the specific effects of antimycin A<sub>1</sub> on the mycelia of <italic>R. solani</italic>, researchers can explore its potential as a fungicide and develop more effective strategies for controlling fungal pathogens.</p>
</sec>
<sec sec-type="data-availability" id="sec34">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="ethics-statement" id="sec35">
<title>Ethics statement</title>
<p>The manuscript presents research on animals that do not require ethical approval for their study.</p>
</sec>
<sec sec-type="author-contributions" id="sec36">
<title>Author contributions</title>
<p>LZ: Formal Analysis, Investigation, Methodology, Writing &#x2013; original draft. CW: Investigation, Writing &#x2013; original draft, Data curation. XS: Investigation, Visualization, Writing &#x2013; review &#x0026; editing. XZ: Funding acquisition, Project administration, Resources, Writing &#x2013; review &#x0026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec37">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This research was funded by the Key Research and Development Plan of Jiangxi Province (No. 20212BBF63048).</p>
</sec>
<sec sec-type="COI-statement" id="sec38">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="sec100" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="sec39">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2024.1371850/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fmicb.2024.1371850/full#supplementary-material</ext-link></p>
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</sec>
<fn-group>
<fn id="fn0001">
<p><sup>1</sup><ext-link xlink:href="http://metlin.scripps.edu/" ext-link-type="uri">http://metlin.scripps.edu/</ext-link></p>
</fn>
<fn id="fn0002">
<p><sup>2</sup><ext-link xlink:href="http://www.kegg" ext-link-type="uri">http://www.kegg</ext-link></p>
</fn>
<fn id="fn0003">
<p><sup>3</sup><ext-link xlink:href="http://www.hmdb.ca/" ext-link-type="uri">http://www.hmdb.ca/</ext-link></p>
</fn>
<fn id="fn0004">
<p><sup>4</sup><ext-link xlink:href="https://www.metaboanalyst.ca/" ext-link-type="uri">https://www.metaboanalyst.ca/</ext-link></p>
</fn>
</fn-group>
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