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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.2022.1056392</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>Discovery and biosynthesis of macrophasetins from the plant pathogen fungus <italic>Macrophomina phaseolina</italic></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Yu</surname>
<given-names>Cui</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="fn0001" ref-type="author-notes"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2002505/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Lin</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<xref rid="fn0001" ref-type="author-notes"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2031574/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gao</surname>
<given-names>Yang Le</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Jia</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Pei Lin</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Ming Liang</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1881019/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Qin</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2023838/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Huai Dong</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1938832/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Tang</surname>
<given-names>Man Cheng</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<xref rid="c002" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1083688/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Li</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c003" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1009613/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Engineering Research Center of Industrial Microbiology (Ministry of Education) and College of Life Sciences, Fujian Normal University</institution>, <addr-line>Fuzhou</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>State Key Laboratory of Microbial Metabolism, Joint International Research Laboratory of Metabolic and Developmental Sciences, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Zhangjiang Institute for Advanced Study, Shanghai Jiao Tong University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country></aff>
<author-notes>
<fn id="fn0002" fn-type="edited-by"><p>Edited by: Ling Liu, Institute of Microbiology (CAS), China</p></fn>
<fn id="fn0003" fn-type="edited-by"><p>Reviewed by: Yiguang Zhu, Chinese Academy of Sciences (CAS), China; Dewu Zhang, Chinese Academy of Medical Sciences, China</p></fn>
<corresp id="c001">&#x002A;Correspondence: Huai Dong Zhang, <email>zhanghuaidong@fjnu.edu.cn</email></corresp>
<corresp id="c002">Man Cheng Tang, <email>tmc19@163.com</email></corresp>
<corresp id="c003">Li Li, <email>lili@fjnu.edu.cn</email></corresp>
<fn id="fn0001" fn-type="equal"><p><sup>&#x2020;</sup>These authors have contributed equally to this work</p></fn>
<fn id="fn0004" fn-type="other"><p>This article was submitted to Microbial Physiology and Metabolism, a section of the journal Frontiers in Microbiology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>11</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>1056392</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>09</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>10</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Yu, Chen, Gao, Liu, Li, Zhang, Li, Zhang, Tang and Li.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Yu, Chen, Gao, Liu, Li, Zhang, Li, Zhang, Tang and Li</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>3-Decalinoyltetramic acids (DTAs) are a class of natural products with chemical diversity and potent bioactivities. In fungal species there is a general biosynthetic route to synthesize this type of compounds, which usually features a polyketide synthase-nonribosomal peptide synthetase (PKS-NRPS) and a lipocalin-like Diels-Alderase (LLDAse). Using a synthetic biology approach, combining the bioinformatics analysis prediction and heterologous expression, we mined a PKS-NRPS and LLDAse encoding gene cluster from the plant pathogenic fungus <italic>Macrophomina phaseolina</italic> and characterized the cluster to be responsible for the biosynthesis of novel DTAs, macrophasetins. In addition, we investigated the biosynthesis of these compounds and validated the accuracy of the phylogeny-guided bioinformatics analysis prediction. Our results provided a proof of concept example to this approach, which may facilitate the discovery of novel DTAs from the fungal kingdom.</p>
</abstract>
<kwd-group>
<kwd>3-Decalinoyltetramic acid</kwd>
<kwd>bioinformatics analysis</kwd>
<kwd><italic>Macrophomina phaseolina</italic></kwd>
<kwd>heterologous expression</kwd>
<kwd>genome mining</kwd>
</kwd-group>
<contract-num rid="cn1">2021YFA0910501</contract-num>
<contract-num rid="cn1">2018YFA0901900</contract-num>
<contract-num rid="cn2">31870039</contract-num>
<contract-num rid="cn2">32170069</contract-num>
<contract-num rid="cn3">2021J01173</contract-num>
<contract-sponsor id="cn1">National Key R&#x0026;D Program of China</contract-sponsor>
<contract-sponsor id="cn2">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<contract-sponsor id="cn3">Natural Science Foundation of Fujian Province<named-content content-type="fundref-id">10.13039/501100003392</named-content>
</contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="36"/>
<page-count count="9"/>
<word-count count="5355"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<title>Introduction</title>
<p>3-Decalinoyltetramic acids (DTAs) are a class of natural products isolated from various organisms, which feature a tetramate (pyrrolidine-2,4-dione) unit connected to a decalin fragment with multiple chiral centers (<xref rid="fig1" ref-type="fig">Figure 1A</xref>; <xref ref-type="bibr" rid="ref28">Schobert and Schlenk, 2008</xref>; <xref ref-type="bibr" rid="ref10">Jiang et al., 2020</xref>). Due to their structural complexity and potent bioactivity, this group of compounds has been attracting a great deal of attention for their chemical synthesis and biosynthesis (<xref ref-type="bibr" rid="ref36">Yin et al., 2013</xref>; <xref ref-type="bibr" rid="ref14">Kauhl et al., 2016</xref>; <xref ref-type="bibr" rid="ref19">Li et al., 2017</xref>; <xref ref-type="bibr" rid="ref12">Kato et al., 2018</xref>; <xref ref-type="bibr" rid="ref13">Kauhl et al., 2018</xref>; <xref ref-type="bibr" rid="ref6">Fan et al., 2019</xref>; <xref ref-type="bibr" rid="ref32">Tan et al., 2019</xref>; <xref ref-type="bibr" rid="ref3">Chi et al., 2021</xref>). Recent biosynthetic studies have revealed that there is a general route to biosynthesize this type of compounds in fungi (<xref ref-type="bibr" rid="ref23">Mo and Gulder, 2021</xref>). The carbon backbone is derived from a bimodular megasynthase, known as polyketide synthase (PKS)-nonribosomal peptide synthetase (NRPS), assembly line (<xref rid="fig1" ref-type="fig">Figure 1B</xref>). The PKS module is typically a highly reducing PKS that iteratively synthesize the polyketide portion. And its dissociated enoylreductase (ER) partner catalyzes the selective enoylreduction during different cycles to furnish the diene and dienophile that is ready for the decalin construction. The NRPS module selectively activates a specific amino acid (AA) and catalyzes the condensation of this activated amino acid and the mature polyketide to form an amide bond. Then the product of the assembly line is released by the C-terminal reductase/Dieckmann cyclase (R/DKC) domain, through Dieckmann cyclization to generate the tetramic acid. The decalin moiety is constructed off the assembly line through intramolecular Diels-Alder (IMDA) reaction that catalyzed by a lipocalin-like Diels-Alderase (LLDAse) in a regioselective and stereoselective manner. Other tailoring modifications, such as methylation and hydroxylation, further diverse the chemical structures. Recent genome sequencing efforts have identified that fungi encodes a significant number of biosynthetic gene clusters (BGCs) containing PKS-NRPS and LLDAse encoding genes. However, many of them have not been exploited or characterized to target DTAs.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Structures of the representative 3-Decalinoyltetramic acids (DTAs; <bold>A</bold>) and the general biosynthetic route of DTAs in fungi <bold>(B)</bold>.</p>
</caption>
<graphic xlink:href="fmicb-13-1056392-g001.tif"/>
</fig>
<p><italic>Macrophomina phaseolina</italic> is known as a plant pathogenic fungus, which is capable of causing disease in more than 500 different plants including economically important crops (<xref ref-type="bibr" rid="ref15">Kaur et al., 2012</xref>; <xref ref-type="bibr" rid="ref8">Ijaz et al., 2013</xref>; <xref ref-type="bibr" rid="ref5">Degani et al., 2020</xref>). This fungal species mainly causes severe charcoal rot, which is thought to be the second crucial soybean disease in the United States (<xref ref-type="bibr" rid="ref20">Luna et al., 2017</xref>). Recent studies revealed that this fungal species is also a potential rich resource for structurally diverse bioactive metabolites, evidenced by the fact that there are more than 40 genes encoding PKSs, NRPSs, and their hybrids in its genome (<xref ref-type="bibr" rid="ref9">Islam et al., 2012</xref>). Novel compounds have been reported from <italic>M. phaseolina</italic> in the past few years, exemplified by the dipeptide serine-glycine-betaine (<xref ref-type="bibr" rid="ref29">Singh et al., 2021</xref>), the macrolide phaseolide A (<xref ref-type="bibr" rid="ref24">Morishita et al., 2020</xref>), and the phytotoxic cyclopentenones phaseocyclopentenones (<xref ref-type="bibr" rid="ref21">Masi et al., 2021</xref>). Recently, we also reported the discovery of novel polyketide-amino acid hybrid compounds from <italic>M. phaseolina</italic> through genome mining (<xref ref-type="bibr" rid="ref7">Gao et al., 2021</xref>). However, to date, no compounds belonging to the DTA family has been reported from this species.</p>
<p>To facilitate the discovery of novel bioactive secondary metabolites from fungal species, a set of new methods have been developed in recent years, including heterologous expression and transcription factor activation (<xref ref-type="bibr" rid="ref1">Bauman et al., 2021</xref>). Most of these methods are focusing on the rapid discovery of novel natural products from diverse fungal species without accurate structural prediction, which means some of the natural products produced are known ones. Recently, Oikawa group reported the phylogeny-based bioinformatics analysis of fungal PKS-NRPS containing BGCs and linked a given BGC to a particular family of natural products (<xref ref-type="bibr" rid="ref22">Minami et al., 2020</xref>). Inspired by their work, we reasoned that a synthetic biology approach combining bioinformatics prediction and heterologous expression is a promising way to mine novel DTAs from fungal species with improved accuracy. Here, we reported the discovery and biosynthesis of novel DTAs, macrophasetins, from <italic>M. phaseolina</italic> as a proof of concept to this approach.</p>
</sec>
<sec id="sec2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="sec3">
<title>Strains, plasmids, and cultivation conditions</title>
<p><italic>Macrophomina phaseolina</italic> MS6 was cultivated in PDA (potato dextrose agar, BD) or PDB (potato dextrose broth, BD) at 28&#x00B0;C (<xref ref-type="bibr" rid="ref7">Gao et al., 2021</xref>). <italic>Escherichia coli</italic> DH5&#x03B1; were grown in Luria-Bertani media at 37&#x00B0;C for the standard DNA manipulation. <italic>Saccharomyces cerevisiae</italic> BJ5464-NpgA (<italic>MAT&#x03B1; ura3-52 his3-&#x0394;200 leu2-&#x0394;1 trp1 pep4::HIS3 prb1 &#x0394;1.6R can1 GAL</italic>) was used for expression plasmids construction (<xref ref-type="bibr" rid="ref34">Wang et al., 2020</xref>). <italic>Aspergillus nidulan</italic>s A1145 was cultured at 30&#x00B0;C in CD media (1% glucose, 5% 20&#x2009;&#x00D7;&#x2009;nitrate salts, 0.1% trace elements, and 2% agar for solid media) and used as the host of heterologous expression (<xref ref-type="bibr" rid="ref17">Li et al., 2018</xref>). Plasmids pYTU, pYTP, and pYTR were used as heterologous expression vectors (<xref ref-type="bibr" rid="ref18">Li et al., 2016</xref>).</p>
</sec>
<sec id="sec4">
<title>Bioinformatics analysis</title>
<p>Phylogenetic analysis was conducted using maximum likelihood method with MEGA 6 (<xref ref-type="bibr" rid="ref31">Tamura et al., 2013</xref>). The Phyre2 web portal was used for protein modeling, prediction and analysis (<xref ref-type="bibr" rid="ref16">Kelly et al., 2015</xref>). The three-dimensional structures of MpsD based on the template CghA (PDB ID: 6KAW) was selected. The protein was 3-D protonated and energy minimized using default parameters of MOE 2014 (Molecular Operating Environment, version 2014.0901). The MMFF94 (<xref ref-type="bibr" rid="ref33">Wahl et al., 2019</xref>) force field was applied to minimize the initial structures to yield the lowest energy 3D conformation. The binding site was determined based on the PLB (Propensity for Ligand Binding) score in the Site Finder module. Besides, the structure of <bold>2</bold> was constructed by ChemDraw software and then optimized with MOE. MOE-docking was employed to investigate the binding modes of MpsD and compound <bold>2</bold>. The best poses were kept for binding mode analysis.</p>
</sec>
<sec id="sec5">
<title>Heterologous expression of <italic>mps</italic> in <italic>Aspergillus nidulans</italic></title>
<p>Vectors of pYTU, pYTP, and pYTR were digested with <italic>Pac</italic>I and <italic>Swa</italic>I (New England Biolabs) for the expression plasmids construction. The genes in the <italic>mps</italic> cluster were amplified by PCR with Q5 High-Fidelity DNA polymerases (New England Biolabs) and cloned into vectors by recombination in yeast. The <italic>mps</italic> genes were amplified using PCR with the genomic DNA of <italic>M. phaseolina</italic> as the template. The <italic>mpsA</italic> was obtained in three pieces using primers UmpsAF1/R1, UmpsAF2/R2 and UmpsAF3/R3; the amyB promoter was amplified from pYTP with primers of AmyB-pYTU-F/R; <italic>mpsG</italic> was obtained by PCR with primers of UmpsGF/R. The five DNA fragments and pYTU digested with <italic>Pac</italic>I and <italic>Swa</italic>I were co-transformed into <italic>S. cerevisiae</italic> BJ5464-NpgA for assembly, leading to plasmid pYL081. The <italic>mpsD</italic> and <italic>mpsF</italic> were also amplified using the primers of PmpsDF/R and RmpsFF/R, respectively, and cloned into pYTP and pYTR by yeast homologous recombination, leading to pYL082 and pYL083. Yeast transformation was performed using Frozen-EZ Yeast Transformation II Kit (Zymo Research). The primers used for the heterologous expression are listed in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>. The maps of pYL081, 082 and 083 were shown in <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>.</p>
<p>The DNA transformation of <italic>A. nidulans</italic> A1145 was carried out as described by <xref ref-type="bibr" rid="ref18">Li et al. (2016)</xref>. The liquid CD-ST media (1&#x2009;L: 20&#x2009;g Starch, 20&#x2009;g Peptone, 50&#x2009;ml 20&#x00D7; Nitrate salts, 1&#x2009;ml Trace elements, pH 6.5) was used for the production of secondary metabolites in heterologous expression.</p>
</sec>
<sec id="sec6">
<title>Characterization of compounds produced by heterologous expression</title>
<p><italic>A. nidulans</italic> harboring <italic>mps</italic> genes were grown in CD-ST for 5&#x2009;days and then extracted with ethyl acetate twice. The organic phase was dried by speed Vacuum and dissolved in methanol for analysis. LC&#x2013;MS analyses were performed on Thermo Scientific U3000/LCQ Fleet with Phenomenex Luna C18 column (3&#x2009;&#x03BC;m, 2.0&#x2009;&#x00D7;&#x2009;150&#x2009;mm). LC analyses were achieved with a linear gradient of 5&#x2013;95% CH<sub>3</sub>CN-H<sub>2</sub>O in 30&#x2009;min followed by 95% CH<sub>3</sub>CN for 5&#x2009;min with a flow rate of 0.25&#x2009;ml/min. For isolation of compounds, ethyl acetate extract from 10&#x2009;L culture was evaporated by Buchi Rotavapor and the crude extracts were injected to Combi-Flash system (Teledyne Isco) with a reversed-phase C18 column for initial separation. Fractions containing the target compounds were used for further purification by HPLC with a C18 column of Phenomenex Luna (5&#x2009;&#x03BC;m, 10&#x2009;&#x00D7;&#x2009;250&#x2009;mm). 1D and 2D NMR spectra were obtained on Bruker AVANCE III HD 600&#x2009;MHz NMR spectrometer to elucidate the chemical structures of compounds.</p>
</sec>
<sec id="sec7">
<title>X-ray single-crystal diffraction for 3</title>
<p>X-ray single-crystal diffraction was performed on an Oxford Gemini S Ultra single-crystal diffractometer. A suitable crystal was selected and subjected to &#x03BB;(MoK&#x03B1;)&#x2009;=&#x2009;0.71073&#x2009;&#x00C5; at 273.15&#x2009;K. The structure was determined using the direct method with Olex2 and refined with full-matrix least-squares calculations on F2 using Olex2.</p>
</sec>
</sec>
<sec id="sec8">
<title>Results and discussion</title>
<sec id="sec9">
<title>Bioinformatics analysis and product prediction of the <italic>mps</italic> cluster</title>
<p>Using the PKS-NRPS Fsa1 and LLDAse Fsa2 as the search query (<xref ref-type="bibr" rid="ref11">Kato et al., 2015</xref>), we identified a compact BGC, <italic>mps</italic> cluster, from the genome of <italic>M. phaseolina</italic> (<xref rid="fig2" ref-type="fig">Figure 2A</xref>). The <italic>mps</italic> cluster encodes a PKS-NRPS (<italic>mpsA</italic>, MPH_07623), a putative LLDAse (<italic>mpsD</italic>, MPH_07627), a cytochrome P450 (<italic>mpsF</italic>, MPH_07629), a trans-acting ER (<italic>mpsG</italic>, MPH_07630), and two putative transcription factors (<italic>mpsB</italic>, MPH_07625 and <italic>mpsE</italic>, MPH_07628) together with a putative transporter (<italic>mpsC</italic>, MPH_07626). To explore the unknown natural product encoded by the <italic>mps</italic> gene cluster, we first did the bioinformatics analysis of the biosynthetic genes to predict the potential structure to assess whether it&#x2019;s a novel DTA.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Bioinformatics analysis of the <italic>mps</italic> cluster. <bold>(A)</bold> The <italic>mps</italic> cluster identified from <italic>M. phaseolina</italic>. <italic>mpsA</italic> encodes PKS-NRPS, <italic>mpsB</italic> encodes transcription factor, <italic>mpsC</italic> encodes transporter, <italic>mpsD</italic> encodes LLDAse, <italic>mpsE</italic> encodes transcription factor, <italic>mpsF</italic> encodes cytochrome P450, <italic>mpsG</italic> encodes trans-acting ER. <bold>(B)</bold> Bioinformatics analysis of the domains identified from MpsA. (i) The phylogenetic tree of KS domains; (ii) The phylogenetic tree of MT domains; (iii) Structure-based prediction of the substrate of MpsA A domain; (iv) The phylogenetic tree of R/DKC domains. <bold>(C)</bold> Structure-based prediction of the product of MpsD. <bold>(D)</bold> The predicted metabolites encoded by <italic>mps</italic> cluster.</p>
</caption>
<graphic xlink:href="fmicb-13-1056392-g002.tif"/>
</fig>
<p>We first analyzed the PKS-NRPS MpsA to predict the linear backbone of the final product. This enzyme contains 10 domains, which are, from the <italic>N</italic>-terminal to the <italic>C</italic>-terminal, ketosynthase (KS), acyltransferase, dehydratase, methyltransferase (MT), ketoreductase, acyl carrier protein, condensation, adenylation (A), peptide carrier protein, and R/DKC domains. For the polyketide portion, since the KS domain iteratively functions in each polyketide chain elongation step, we hypothesized that the closer the phylogenetic relationship of the KS domain the closer the structure of the polyketide chain produced by the PKS portion. Therefore, we constructed a phylogenetic tree of the KS domains identified from the reported fungal PKS-NRPS proteins by using the KS domain of CazM (<xref ref-type="bibr" rid="ref35">Winter et al., 2015</xref>), a non-reducing PKS, as a root. As shown in <xref rid="fig2" ref-type="fig">Figure 2B</xref>, the structures of the polyketide products produced by different fungal PKS-NRPSs indeed showed correlation to the phylogenetic relationship of the KS domains. As the KS domain of MpsA is phylogenetically close to the KS domain of CghG (<xref ref-type="bibr" rid="ref27">Sato et al., 2015</xref>), a PKS-NRPS from the Sch 210972 biosynthetic pathway, we proposed that the structure of the polyketide chain produced by MpsA is an octaketide with four olefinic bonds, similar to the polyketide chain produced by CghG. Furthermore, the MT domain of MpsA is also phylogenetically close to the MT domain of CghG (<xref rid="fig2" ref-type="fig">Figure 2B</xref>). Therefore, we proposed that the polyketide chain produced by MpsA would contain the similar methylation pattern as in Sch 210972.</p>
<p>Next, we analyzed the A domain of the NRPS portion, which is responsible for the AA activation and loading. Because the substrate specificity of A domains is dedicated by the AA residues surrounding the active site pocket (known as 10 AA code; <xref ref-type="bibr" rid="ref30">Stachelhaus et al., 1999</xref>; <xref ref-type="bibr" rid="ref2">Challis et al., 2000</xref>), we then did the sequence alignment of MpsA A domain with other fungal PKS-NRPS A domains, and identified the 10 AA code of MpsA A domain (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S6</xref>). However, compared to the known 10 AA code of other fungal NRPS A domains, the specific AA substrate of MpsA A domain could not be concluded. Therefore, to predict the AA substrate, a homology model of MpsA A domain was constructed using the structure of PheA (<xref ref-type="bibr" rid="ref4">Conti et al., 1997</xref>; PDB ID: 1AMU) as a guide. When docking different AAs into the active site pocket we found that <sc>l</sc>-alanine is the probable substrate of MpsA A domain (<xref rid="fig2" ref-type="fig">Figure 2B</xref>).</p>
<p>Then, the bioinformatics analysis of the terminal R/DKC domain of MpsA was carried out, which is responsible for the product release from PKS-NRPS assembly line. Phylogenetic analysis revealed that the R/DKC domains from fungal PKS-NRPSs were separated into two groups (<xref rid="fig2" ref-type="fig">Figure 2B</xref>). The R/DKC domains catalyzing the Dieckmann cyclization to release the product as a tetramic acid fall into one group. And the R/DKC domains catalyzing the reduction release then followed by Knoevenagel condensation to yield a pyrrolinone product falling into the other group. The MpsA R domain phylogenetically falls into the group of R/DKC domains catalyzing the formation of a tetramic acid. Therefore, combined the analysis results of different domains of MpsA, we proposed that the linear product of MpsA could be the tetramic acid <bold>1</bold> (<xref rid="fig2" ref-type="fig">Figure 2D</xref>).</p>
<p>Last, we analyzed the enzymes involved in the post modification steps off the PKS-NRPS assembly line. Phylogenetic analysis of the reported LLDAses identified from different fungal species showed that they also clade into two groups. Group 1 LLDAses catalyze the IMDA reaction on tetramic acid substrates. Group 2 LLDAses catalyze the IMDA reaction on pyrrolinone substrates. The putative LLDAse MpsD clades in the group 1 LLDAses, suggesting it acts on a tetramic acid substrate which is consistent with the product prediction of MpsA. To further predict the product of MpsD, a homology model of MpsD was constructed using the structure of CghA (<xref ref-type="bibr" rid="ref26">Sato et al., 2021</xref>; PDB ID: 6KAW) as a guide (<xref rid="fig2" ref-type="fig">Figure 2C</xref>). Docking studies with different IMDA reaction products of <bold>1</bold> were carried out. The results showed that the best matching product is <bold>2</bold> (structure shown in <xref rid="fig2" ref-type="fig">Figure 2D</xref>), which is the endo IMDA reaction product of <bold>1</bold> and contains a <italic>trans</italic> decalin ring. However, due to the diverse functions of P450s and limited structural information of fungal P450s, the function of P450 MpsF could not be precisely predicted. Since MpsF is phylogenetically close to PoxM (<xref ref-type="bibr" rid="ref25">Sato et al., 2017</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S21</xref>), a P450 from the oxaleimide biosynthetic pathway, we proposed that MpsF might catalyze the hydroxylation on <bold>2</bold>.</p>
<p>Based on the bioinformatics analysis results of the biosynthetic enzymes, we predicted the unknown natural product encoded by the <italic>mps</italic> cluster is a hydroxylated derivative of DTA <bold>2</bold> (<xref rid="fig2" ref-type="fig">Figure 2D</xref>). After searching in the compound databases, such as SciFinder, we did not find a known natural product with the same structural scaffold of <bold>2</bold>, suggesting the metabolite encoded by <italic>mps</italic> cluster could be a novel DTA.</p>
</sec>
<sec id="sec10">
<title>Heterologous expression of the <italic>mps</italic> cluster and characterization of the products</title>
<p>To explore the natural product encoded by the <italic>mps</italic> cluster, we introduced all the four biosynthetic genes, <italic>mpsA</italic>, <italic>mpsD</italic>, <italic>mpsF</italic> and <italic>mpsG</italic>, into the heterologous expression host <italic>Aspergillus nidulans</italic> (<xref ref-type="bibr" rid="ref18">Li et al., 2016</xref>) on three vectors. Compared to the extract of the control strain harboring three empty vectors, three new metabolites (the major two are <bold>3</bold> and <bold>5</bold>, the minor one is <bold>4</bold>) were accumulated in the extract of <italic>A. nidulans</italic> expressing <italic>mpsADFG</italic> (<xref rid="fig3" ref-type="fig">Figure 3A</xref>, trace iii). Of which, <bold>3</bold> and <bold>4</bold> showed the same molecular weight (MW) of 357, and <bold>5</bold> showed the MW of 373 (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S2</xref>). These compounds were isolated and characterized by 1D and 2D NMR spectroscopy to be DTAs (<xref ref-type="supplementary-material" rid="SM1">Supplementary Tables S2</xref>&#x2013;<xref ref-type="supplementary-material" rid="SM1">S4</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figures S3</xref>&#x2013;<xref ref-type="supplementary-material" rid="SM1">S20</xref>), which is consistent with the bioinformatics analysis results of <italic>mps</italic> cluster.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Biosynthesis of macrophasetins. <bold>(A)</bold> Metabolites analysis of heterologous reconstitution of the <italic>mps</italic> cluster in <italic>A. nidulans</italic>. The traces are HPLC with &#x03BB;&#x2009;=&#x2009;270&#x2009;nm. <bold>(B)</bold> The structures of the characterized compounds. <bold>(C)</bold> Crystal structure of <bold>3</bold>.</p>
</caption>
<graphic xlink:href="fmicb-13-1056392-g003.tif"/>
</fig>
<p>For instance, the <sup>1</sup>H NMR spectrum of <bold>3</bold> showed five methyl groups [<italic>&#x03B4;</italic><sub>H</sub> 0.95 (d, <italic>J</italic>&#x2009;=&#x2009;7.2&#x2009;Hz), 1.33 (d, <italic>J</italic>&#x2009;=&#x2009;6.9&#x2009;Hz), 1.47 (overlapped), 1.48 (brs), and 1.51 (s)], two olefinic protons [<italic>&#x03B4;</italic><sub>H</sub> 5.23 (s), and 5.10 (d, <italic>J</italic>&#x2009;=&#x2009;6.5&#x2009;Hz)], and a series of aliphatic multiplets. The <sup>13</sup>C NMR of <bold>3</bold> combined with DEPT experiment resolved 22 carbon signals attributable to a ketocarbonyl (<italic>&#x03B4;</italic><sub>C</sub> 195.7), an amide carbonyl (<italic>&#x03B4;</italic><sub>C</sub> 175.4), three <italic>sp</italic><sup>2</sup> quaternary carbons (<italic>&#x03B4;</italic><sub>C</sub> 101.2, 133.1 and 134.9), two <italic>sp</italic><sup>2</sup> methines (<italic>&#x03B4;</italic><sub>C</sub> 123.3 and 128.4), an oxygenated <italic>sp</italic><sup>2</sup> quaternary carbons (<italic>&#x03B4;</italic><sub>C</sub> 191.7), five methyls, three <italic>sp</italic><sup>3</sup> methylenes, and six <italic>sp</italic><sup>3</sup> methines (one ammoniated; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref>). As five of eight indices of hydrogen deficiency (IHDs) were accounted for by two carbonyls and three double bonds, the remaining three IHDs required that <bold>3</bold> was tricycle. Above information was similar to those of equisetin (<xref ref-type="bibr" rid="ref36">Yin et al., 2013</xref>), except for the replacement of an oxygenated methylene and nitrogen methyl in equisetin by a methyl and proton in <bold>3</bold>, respectively. Detailed 2D NMR analyses (<sup>1</sup>H&#x2212;<sup>1</sup>H COSY, HSQC and HMBC) permitted the establishment of the gross structure of <bold>3</bold> as depicted in <xref rid="fig3" ref-type="fig">Figure 3B</xref>.</p>
<p>Based on NOESY, the decalin rings in these three compounds (<bold>3</bold>&#x2013;<bold>5</bold>) are all in <italic>trans</italic> configuration. In addition, we obtained an X-ray crystal structure of <bold>3</bold> (<xref rid="fig3" ref-type="fig">Figure 3C</xref>, CCDC 2210452), which allowed us to confirm the absolute stereochemistry of these three compounds. As for compound <bold>3</bold>, the absolute configuration is 5<italic>S</italic>, 7<italic>R</italic>, 8<italic>S</italic>, 11<italic>S</italic>, 13<italic>S</italic>, 16<italic>S</italic>. As shown in <xref rid="fig3" ref-type="fig">Figure 3B</xref>, <bold>3</bold> and <bold>5</bold> shared the same scaffold, the difference is that in <bold>5</bold> there is an additional hydroxyl group at C20. While, in compound <bold>4</bold>, the stereochemistry of the decalin ring is different from <bold>3</bold> and <bold>5</bold>. After searching in the compound databases, all the three compounds are novel DTAs, named macrophasetin A (<bold>3</bold>), B (<bold>4</bold>), and C (<bold>5</bold>). Both <bold>3</bold> and <bold>5</bold> exhibited antimicrobial activities against <italic>Bacillus subtilis</italic>, inhibiting the growth of <italic>B. subtilis</italic> at the concentration of 10&#x2009;&#x03BC;g/ml (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S5</xref>). These results confirmed our hypothesis that the <italic>mps</italic> cluster could encode novel DTAs. Combined the results from the structural elucidation and the cluster bioinformatics analysis, we proposed that <bold>5</bold> is the end product of <italic>mps</italic> cluster.</p>
</sec>
<sec id="sec11">
<title>Biosynthesis of macrophasetins</title>
<p>To further validate the proposal and investigate the biosynthesis of macrophasetins, the heterologous expression of combinations of <italic>mps</italic> cluster genes was carried out. When the PKS-NRPS MpsA and its associated enoylreductase partner MpsG were co-expressed in <italic>A. nidulans</italic>, the expected linear tetramic acid product <bold>6</bold> (structure shown in <xref rid="fig4" ref-type="fig">Figure 4</xref>) was not detected from the extracts of the co-expression strain, instead of the decalin-containing compounds <bold>3</bold> and <bold>4</bold> (<xref rid="fig3" ref-type="fig">Figure 3A</xref>, trace i). We proposed that the formation of <bold>3</bold> and <bold>4</bold> resulted from the spontaneous non-enzymatic IMDA reaction of <bold>6</bold>. However, the results still validated the predicted function of MpsA and MpsG, since the structure of <bold>6</bold> is almost identical to the predicted tetramic acid <bold>1</bold>. The only difference is the position of one methyl group, in compound <bold>1</bold> the methyl group attached to carbon 9 while in <bold>6</bold> it attached to carbon 15. This result further proofed our hypothesis that the closer the phylogenetic relationship of PKS domains the closer the structure of their synthesized polyketides.</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>The proposed biosynthetic pathway of macrophasetins.</p>
</caption>
<graphic xlink:href="fmicb-13-1056392-g004.tif"/>
</fig>
<p>When MpsA/G and the putative LLDAse MpsD were co-expressed in <italic>A. nidulans</italic>, <bold>3</bold> was detected from the extract of co-expression strain as the major product (<xref rid="fig3" ref-type="fig">Figure 3A</xref>, trace ii). Though a little amount of <bold>4</bold> was still detected, the ratio of <bold>3</bold>/<bold>4</bold> changed a lot compared to the co-expression strain of MpsA/G. Therefore, the proposed function of MpsD was confirmed to be a DAse catalyzing the <italic>endo</italic>-IMDA reaction of the linear substrate <bold>6</bold> just as predicted. In addition, since the production of <bold>5</bold> was not detected from the strain expressing MpsA/D/G, we concluded that <bold>5</bold> is the end product of the <italic>mps</italic> cluster. And the function of the P450 MpsF was validated to be a hydroxylase catalyzing the hydroxylation on <bold>3</bold> at C20 position.</p>
<p>Based on these findings, we proposed the biosynthetic pathway of macrophasetins. As shown in <xref rid="fig4" ref-type="fig">Figure 4</xref>, the PKS-NRPS MpsA together with its associated enoylreductase partner MpsG incorporate one unit of acetyl-CoA, seven units of malonyl-CoA, and one unit of <sc>l</sc>-alanine to assemble the backbone of macrophasetins to afford the linear tetramic acid intermediate <bold>6</bold>. Without the LLDAse MpsD, <bold>6</bold> can undergo the non-enzymatic IMDA reaction to generate both <bold>3</bold> and <bold>4</bold>. Catalyzed by MpsD, <bold>6</bold> is thoroughly converted to <bold>3</bold> <italic>via</italic> the <italic>endo</italic>-IMDA reaction in a regioselective and stereoselective manner. Finally, the P450 MpsF catalyzes the hydroxylation at C20 to yield the end product <bold>5</bold>.</p>
</sec>
</sec>
<sec id="sec12" sec-type="conclusions">
<title>Conclusion</title>
<p>In summary, guided by the bioinformatics analysis prediction, we mined a biosynthetic gene cluster from the plant pathogenic fungus <italic>M. phaseolina</italic>, which was characterized to be responsible for the biosynthesis of novel DTAs. We also investigated the biosynthesis of these DTAs, and validated the accuracy of the bioinformatics prediction. Our results provide a successful example to the proof of concept that combining phylogeny-guided bioinformatics prediction and heterologous expression is a powerful approach to mine novel DTAs from fungal species, which may facilitate the novel natural products discovery.</p>
</sec>
<sec id="sec13" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repository. The name of the repository is the Cambridge Crystallographic Data Centre and the accession number is 2210452. The X-ray data of 3 has been deposited to CCDC and released. You can find the information via this link <ext-link xlink:href="https://www.ccdc.cam.ac.uk/structures/Search?Ccdcid=2210452&#x0026;DatabaseToSearch=Published" ext-link-type="uri">https://www.ccdc.cam.ac.uk/structures/Search?Ccdcid=2210452&#x0026;DatabaseToSearch=Published</ext-link>.</p>
</sec>
<sec id="sec14">
<title>Author contributions</title>
<p>LL, MT, and HZ conceived and designed the experiments. CY, LC, YG, JL, PL, MZ, and QL performed the experiments. LC, CY, MT, and LL analyzed the data. CY, MT, and LL interpreted the results. MT and LL wrote the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="sec15" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the National Key R&#x0026;D Program of China under Grant nos. 2021YFA0910501 and 2018YFA0901900, the National Natural Science Foundation of China under Grant nos. 31870039 and 32170069, and the Natural Science Foundation of Fujian Province under Grant no. 2021J01173.</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="sec100" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="sec17" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2022.1056392/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fmicb.2022.1056392/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
</body>
<back>
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