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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.2022.879207</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Targeted Antimicrobial Agents as Potential Tools for Modulating the Gut Microbiome</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Chou</surname>
<given-names>Shuli</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1479695/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Shiqing</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Guo</surname>
<given-names>Huating</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1865128/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chang</surname>
<given-names>Yung-fu</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/156219/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhao</surname>
<given-names>Wenjing</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Mou</surname>
<given-names>Xiangyu</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</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/1186217/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Center for Infection and Immunity Studies, School of Medicine, Shenzhen Campus of Sun Yat-sen University</institution>, <addr-line>Shenzhen</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Population Medicine and Diagnostic Sciences, College of Veterinary Medicine, Cornell University</institution>, <addr-line>Ithaca, NY</addr-line>, <country>United States</country></aff>
<aff id="aff3"><sup>3</sup><institution>Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, The Sixth Affiliated Hospital, Sun Yat-sen University</institution>, <addr-line>Guangzhou</addr-line>, <country>China</country></aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by"><p>Edited by: Lei Dai, Shenzhen Institutes of Advanced Technology (CAS), China</p></fn>
<fn id="fn0002" fn-type="edited-by"><p>Reviewed by: Piyush Baindara, University of Missouri, United States; Dave Siak-Wei Ow, Bioprocessing Technology Institute (A&#x002A;STAR), Singapore</p></fn>
<corresp id="c001">&#x002A;Correspondence: Wenjing Zhao, <email>zhaowj29@mail.sysu.edu.cn</email>; <email>zhaowj29@ms.sysu.edu.cn</email></corresp>
<corresp id="c002">Xiangyu Mou, <email>mouxy5@ms.sysu.edu.cn</email></corresp>
<fn id="fn0003" fn-type="other"><p>This article was submitted to Systems Microbiology, a section of the journal Frontiers in Microbiology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>07</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>879207</elocation-id>
<history>
<date date-type="received">
<day>19</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>06</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Chou, Zhang, Guo, Chang, Zhao and Mou.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Chou, Zhang, Guo, Chang, Zhao and Mou</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The gut microbiome plays a pivotal role in maintaining the health of the hosts; however, there is accumulating evidence that certain bacteria in the host, termed pathobionts, play roles in the progression of diseases. Although antibiotics can be used to eradicate unwanted bacteria, the side effects of antibiotic treatment lead to a great need for more targeted antimicrobial agents as tools to modulate the microbiome more precisely. Herein, we reviewed narrow-spectrum antibiotics naturally made by plants and microorganisms, followed by more targeted antibiotic agents including synthetic peptides, phage, and targeted drug delivery systems, from the perspective of using them as potential tools for modulating the gut microbiome for favorable effects on the health of the host. Given the emerging discoveries on pathobionts and the increasing knowledge on targeted antimicrobial agents reviewed in this article, we anticipate targeted antimicrobial agents will emerge as a new generation of a drug to treat microbiome-involved diseases.</p>
</abstract>
<kwd-group>
<kwd>berberine</kwd>
<kwd>polyphenols</kwd>
<kwd>bacteriocins</kwd>
<kwd>antimicrobial peptides</kwd>
<kwd>phage therapy</kwd>
<kwd>targeted drug delivery system</kwd>
<kwd>pathobionts</kwd>
<kwd>microbiome editing</kwd>
</kwd-group>
<contract-num rid="cn1">2020YFA0907803</contract-num>
<contract-num rid="cn2">KQTD20200820145822023</contract-num>
<contract-num rid="cn3">31900056</contract-num>
<contract-num rid="cn3">32000096</contract-num>
<contract-sponsor id="cn1">National Key Research and Development</contract-sponsor>
<contract-sponsor id="cn2">Shenzhen Science and Technology Innovation Program</contract-sponsor>
<contract-sponsor id="cn3">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<counts>
<fig-count count="2"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="112"/>
<page-count count="11"/>
<word-count count="7936"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<title>Introduction</title>
<p>The mammalian gut microbiome plays a pivotal role in maintaining stable gut physiology and organism homeostasis. The roles of individual bacterial species in the human gut microbiome have been studied since early 1900, and have been greatly accelerated by the advance in sequencing technology since the mid-2000s. There is accumulating evidence that some commensal species play beneficial roles in maintaining health in the host while some other species, termed pathobionts, play in detrimental ways.</p>
<p>Pathobionts often refer to symbiotic bacteria with pathogenic potential that contribute to the progression of a disease, but have not yet been recognized as pathogens (see review: <xref ref-type="bibr" rid="ref26">Chow et al., 2011</xref>; <xref ref-type="bibr" rid="ref40">Gill and Rosenbaum, 2020</xref>; <xref ref-type="bibr" rid="ref17">Chandra et al., 2021</xref>). For example, <italic>Fusobacterium nucleatum</italic>, an oral symbiotic bacterium was demonstrated as a pro-carcinogenic bacterium in colorectal cancer (CRC; <xref ref-type="bibr" rid="ref14">Brennan and Garrett, 2019</xref>; <xref ref-type="bibr" rid="ref106">Yachida et al., 2019</xref>; <xref ref-type="bibr" rid="ref93">Slade, 2021</xref>). Enterotoxigenic <italic>Bacteroides Fragilis</italic> (ETBF) which is associated with inflammatory bowel disease and CRC in humans, contributes to colitis and carcinogenesis in mouse models (<xref ref-type="bibr" rid="ref27">Chung et al., 2018</xref>; <xref ref-type="bibr" rid="ref15">Cao et al., 2021</xref>). The <italic>pks<sup>+</sup> Escherichia coli</italic> that produces the genotoxic colibactin was shown to drive tumorigenesis in mouse models, human mini-guts, and CRC patients (<xref ref-type="bibr" rid="ref81">Pleguezuelos-Manzano et al., 2020</xref>; <xref ref-type="bibr" rid="ref52">Iftekhar et al., 2021</xref>). Gut pathobionts and their related diseases are summarized in <xref rid="fig1" ref-type="fig">Figure 1</xref>.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption><p>Gut pathobionts and their related diseases. CRC: colorectal cancer; CD: Crohn&#x2019;s disease; UC: ulcerative colitis.</p></caption>
<graphic xlink:href="fmicb-13-879207-g001.tif"/>
</fig>
<p>For pathobiont-promoted diseases, pathobionts can serve as therapeutic targets. Antibiotics are the first-line consideration for treating bacterial infection; however, antibiotic treatment has many side effects, including secondary infections, digestive problems, and the emergence of antibiotic-resistant bacteria. Therefore, there is a great need for tools that can be used to modulate the microbiome more precisely. Such tools would make pathobionts &#x201C;manageable&#x201D; and their related diseases preventable with minimal side effects. In this review, we summarized five categories of targeted antimicrobial agents that they are promising to be developed as tools for modulating the gut microbiome to achieve favorable outcomes in the host. We first reviewed narrow-spectrum antimicrobial agents made by plants and microorganisms, followed by more targeted antimicrobial agents including synthetic antimicrobial peptides, phage, and targeted drug delivery systems.</p>
</sec>
<sec id="sec2">
<title>Narrow-Spectrum Antimicrobial Agents From Plants</title>
<p>Narrow-spectrum antimicrobial agents are active on a limited range of bacteria while leaving a wide range of bacteria unharmed. For example, berberine, a quaternary ammonium alkaloid made by plants including Chinese goldthread (<italic>Coptis chinensis</italic> Franch.), showed antimicrobial activity on <italic>Staphylococcus aureus, Streptococcus pneumoniae, Enterococcus faecium, Bacillus dysenteriae, Shigella flexneri, and Helicobacter pylori</italic>, and showed no antimicrobial activity on a wide range of bacteria that span across multiple phyla, including <italic>Staphylococcus epidermidis, Escherichia coli, Klebsiella pneumoniae, Acinetobacter Baumanni, Enterobacter cloacae, Proteus mirabilis, Bifidobacterium longum and Lactobacillus casei</italic> (<xref ref-type="bibr" rid="ref62">Lin Yuan and Jian-Dong, 2018</xref>).</p>
<p>Not surprisingly, the oral intake of berberine resulted in an altered microbiome in the hosts. Interestingly, in addition to the alteration of the microbiome, berberine and its derivatives were shown to have broad effects on the health or progression of diseases in the hosts, suggesting the link between the effects of berberine and the altered microbiome.</p>
<sec id="sec3">
<title>Berberine as a Tool for Modulating the Gut Microbiome</title>
<p>Although berberine sometimes affects the host&#x2019;s health by directly interacting with host targets (<xref ref-type="bibr" rid="ref84">Ren et al., 2021</xref>), there is emerging evidence that berberine&#x2019;s effects are mediated by the gut microbiome (see review: <xref ref-type="bibr" rid="ref111">Zhang et al., 2020a</xref>; <xref ref-type="bibr" rid="ref20">Cheng et al., 2021</xref>). For example, berberine attenuated choline-induced atherosclerosis in a mouse model by down-regulating the bacterial production of trimethylamine, a pro-atherosclerosis molecule produced by the gut microbiome (<xref ref-type="bibr" rid="ref61">Li et al., 2021</xref>). In another mouse model, berberine ameliorated the ovariectomy-induced anxiety-like behaviors by enriching the quote-generating gut microbiome (<xref ref-type="bibr" rid="ref34">Fang et al., 2021a</xref>). Further, a study on human revealed the antidiabetic effect of berberine on type 2 diabetes is mediated by the inhibition of <italic>Ruminococcus bromii</italic>, which break down a type of secondary bile acid that contributes to glycemic control (<xref ref-type="bibr" rid="ref109">Zhang et al., 2020b</xref>).</p>
</sec>
<sec id="sec4">
<title>Other Plant Ingredients</title>
<p>Besides berberine, polyphenols, a type of compound made by plants, also showed narrow-spectrum antimicrobial activity <italic>in vitro</italic> (see review: <xref ref-type="bibr" rid="ref41">Gonzalez-Lamothe et al., 2009</xref>). Similar to berberine, oral intake of polyphenols also has beneficial effects on multiple diseases of the host while altering the gut microbiome in the host. These diseases include colitis-associated colorectal cancer, cardiovascular disease, and obesity (<xref ref-type="bibr" rid="ref43">Gowd et al., 2019</xref>; <xref ref-type="bibr" rid="ref65">Martinet et al., 2019</xref>; <xref ref-type="bibr" rid="ref53">Jennings et al., 2021</xref>; <xref ref-type="bibr" rid="ref90">Rufino et al., 2021</xref>; <xref ref-type="bibr" rid="ref112">Zhao and Jiang, 2021</xref>). Given the accumulating association between polyphenols&#x2019; effects on health and the gut microbiome modulation, it is likely that the beneficial effects of polyphenols are mediated by the gut microbiome, although further study is required to reveal the roles of the gut microbiome in these effects.</p>
<p>In addition to determining ingredients like berberine and polyphenols, some plant extracts showed narrow-spectrum antibacterial activity <italic>in vitro.</italic> For example, ethanolic extracts of <italic>Passiflora mollissima</italic>, which are rich in several phytochemicals, including alkaloids, saponins, essential oils, carotenoids, and anxiolytic, showed selective activity against <italic>in vitro</italic> cultured strains of <italic>Streptococcus mutans, Streptococcus oralis,</italic> and <italic>Streptococcus sanguiniss</italic> (<xref ref-type="bibr" rid="ref1">Adri&#x00E1;n Calderon et al., 2019</xref>), although the active ingredients are yet to known.</p>
</sec>
</sec>
<sec id="sec5">
<title>Narrow-Spectrum Antimicrobial Agents From Microorganisms</title>
<p>Antimicrobial peptides (AMPs) are produced by a broad spectrum of organisms including microorganisms, plants, insects, and vertebrates. Animal AMPs are essential components of the innate immune system, and often have broad-spectrum antimicrobial activity (<xref ref-type="bibr" rid="ref78">Ostaff et al., 2013</xref>; <xref ref-type="bibr" rid="ref92">Sivieri et al., 2017</xref>; <xref ref-type="bibr" rid="ref6">Aresti Sanz and El Aidy, 2019</xref>). In contrast, bacterial AMPs, termed bacteriocins, often exhibit a limited spectrum of antimicrobial activity, effective on bacteria that are phylogenetically related to the bacteriocin-producing bacteria (<xref ref-type="bibr" rid="ref71">Meade et al., 2020</xref>).</p>
<p>Most bacteriocins kill target bacteria by pore formation on the membrane of the victims (<xref ref-type="bibr" rid="ref56">Kumariya et al., 2019</xref>), and other mechanisms include killing by condensation of genomic DNA or inhibition of cell wall synthesis (<xref ref-type="bibr" rid="ref72">Mengxin Geng and Smitha, 2018</xref>; <xref ref-type="bibr" rid="ref82">Qin et al., 2019</xref>). Bacteriocins are mainly categorized into three classes, based on their structural and physicochemical properties: Class I, Class II, and Class III. Class I bacteriocins belong to <underline>ri</underline>bosomally synthesized and <underline>p</underline>ost-translationally modified <underline>p</underline>eptides (RiPPs). They are also known as lantibiotics because they contain the unusual amino acids, lanthionine, and methyllanthionine. Class I bacteriocins often exhibit broad-spectrum antimicrobial activities. In contrast, Class II bacteriocins are predominantly unmodified peptides (<xref ref-type="bibr" rid="ref94">Soltani et al., 2021</xref>), and often showed narrow-spectrum antimicrobial activity (<xref ref-type="bibr" rid="ref74">Moll et al., 1999</xref>; <xref ref-type="bibr" rid="ref86">R&#x00ED;os Colombo et al., 2019</xref>). They are first synthesized as prebacteriocins with an N-terminal leader, and the leader is later removed during the process of secretion. For example, rhamnocin 519 showed a narrow-spectrum antibacterial activity against <italic>Listeria monocytogenes</italic> and <italic>S. aureus</italic> (<xref ref-type="bibr" rid="ref54">Jeong and Moon, 2015</xref>). Class III bacteriocins are heat-labile, high molecular weight antibacterial proteins. For example, geobacillin 26 has a narrow antibacterial spectrum against some thermophilic bacteria (<xref ref-type="bibr" rid="ref98">Vai&#x010D;ikauskait&#x0117; et al., 2019</xref>). To target pathobionts in the gut with minimum collateral damage to gut normal flora, narrow-spectrum bacteriocins are more favorable than broad-spectrum bacteriocins. A list of Class II bacteriocins that exhibit the narrow spectrum of antimicrobial activities is summarized in <xref rid="tab1" ref-type="table">Table 1</xref>.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption><p>Selective antimicrobial activity of class II bacteriocins.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Bacteriocins</th>
<th align="left" valign="top">Sensitive bacteria</th>
<th align="left" valign="top">Resistant microorganism</th>
<th align="left" valign="top">Origin</th>
<th align="left" valign="top">References</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Piscicolin</td>
<td align="left" valign="top"><italic>Listeria monocytogenes</italic></td>
<td align="left" valign="top">Gram-negative bacteria</td>
<td align="left" valign="top"><italic>Carnobacterium</italic><break/><italic>maltaromaticum</italic></td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref66">Martin-Visscher et al., 2011</xref></td>
</tr>
<tr>
<td align="left" valign="top">Mesenterocin</td>
<td align="left" valign="top"><italic>Listeria monocytogenes</italic><break/><italic>Carnobacterium divergen</italic><break/><italic>Enterococcus faecium</italic><break/><italic>Lactobacillus plantarum</italic><break/><italic>Lactobacillus sakei</italic><break/><italic>Pediococcus acidilactici</italic><break/><italic>Pediococcus pentosaceus</italic></td>
<td align="left" valign="top"><italic>Lactococci</italic>, <italic>Lactobacilli</italic></td>
<td align="left" valign="top"><italic>Leuconostoc</italic><break/><italic>mesenteroides</italic></td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref77">Osmanagaoglu and Kiran., 2011</xref></td>
</tr>
<tr>
<td align="left" valign="top">Leucocin</td>
<td align="left" valign="top"><italic>Listeria monocytogenes</italic><break/><italic>Lactobacillus sakei</italic><break/><italic>Lactobacillus formosensis</italic><break/><italic>Lactococcus lactis</italic><break/><italic>Entercoccus durans</italic></td>
<td align="left" valign="top"><italic>Weissella hellenica</italic><break/><italic>Lactococcus garvieae</italic><break/><italic>Staphylococcus aureus</italic><break/><italic>Acinetobacter baumannii</italic><break/><italic>Escherichia coli</italic><break/><italic>Bacillus thuringiensis</italic><break/><italic>Bacillus subtili</italic></td>
<td align="left" valign="top"><italic>Leuconostoc</italic><break/><italic>pseudomesenteroides</italic></td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref18">Chen et al., 2018</xref></td>
</tr>
<tr>
<td align="left" valign="top">Curvacin</td>
<td align="left" valign="top"><italic>Listeria monocytogenes</italic><break/><italic>Lactobacillus paracasei</italic><break/><italic>Lactobacillus sakei</italic><break/><italic>Enterococcus faecium</italic><break/><italic>Bacillus cereus</italic></td>
<td align="left" valign="top"><italic>Staphylococcus aure</italic><break/><italic>Salmonella typhimurium</italic><break/><italic>Klebsiella pneumonia</italic><break/><italic>Escherichia coli</italic><break/><italic>Saccharomyces cerevisiae</italic><break/><italic>Candida pseudotropicalis</italic><break/><italic>Penicillium roqueforti</italic></td>
<td align="left" valign="top"><italic>Lactobacillus curvatus</italic><break/><italic>Lactobacillus sakei</italic></td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref3">Ahmadova et al., 2013</xref></td>
</tr>
<tr>
<td align="left" valign="top">Curvaticin</td>
<td align="left" valign="top"><italic>Staphylococcus aureus</italic><break/><italic>Enterococcus faecalis</italic><break/><italic>Listeria monocytogenes</italic></td>
<td align="left" valign="top"><italic>Lactococcus lactis</italic></td>
<td align="left" valign="top"><italic>Lactobacillus curvatus</italic></td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref12">Bouttefroy et al., 2000</xref></td>
</tr>
<tr>
<td align="left" valign="top">Garvicin ML</td>
<td align="left" valign="top"><italic>Lactobacillus casei,</italic><break/><italic>Lactobacillus sakei,</italic><break/><italic>Pediococcus acidilactici, Enterococcus faecium</italic></td>
<td align="left" valign="top"><italic>Pseudomonas fluorescens,</italic><break/><italic>Escherichia coli,</italic><break/><italic>Salmonella paratyphi</italic></td>
<td align="left" valign="top"><italic>Lactococcus garvieae</italic></td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref11">Borrero et al., 2011</xref></td>
</tr>
<tr>
<td align="left" valign="top">Leucocyclicin Q</td>
<td align="left" valign="top"><italic>Lactococcus lactis subsp. lactis,</italic><break/><italic>Lactobacillus sakei subsp. sakei, Weissella paramesenteroides,</italic><break/><italic>Pediococcus dextrinicus</italic></td>
<td align="left" valign="top"><italic>Staphylococcus aureus subsp. aureus</italic></td>
<td align="left" valign="top"><italic>Leuconostoc mesenteroides</italic></td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref67">Masuda et al., 2011</xref></td>
</tr>
<tr>
<td align="left" valign="top">Lactocyclicin Q</td>
<td align="left" valign="top"><italic>Pediococcus extrinicus,</italic><break/><italic>Lactococcus lactis subsp. lactis, Lactobacillus sakei subsp. sakei,</italic><break/><italic>Bacillus coagulans</italic></td>
<td align="left" valign="top"><italic>Streptococcus mutans</italic></td>
<td align="left" valign="top"><italic>Lactococcus sp. strain</italic></td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref67">Masuda et al., 2011</xref></td>
</tr>
<tr>
<td align="left" valign="top">Carnocyclin A</td>
<td align="left" valign="top"><italic>Brochothrix campestris,</italic><break/><italic>Enterococcus faecalis,</italic><break/><italic>Lactococcus lactis subsp. lactis</italic></td>
<td align="left" valign="top"><italic>Escherichia coli,</italic><break/><italic>Pseudomonas aeruginosa,</italic><break/><italic>Salmonella enterica</italic></td>
<td align="left" valign="top"><italic>Carnobacterium maltaromaticum</italic></td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref11">Borrero et al., 2011</xref></td>
</tr>
<tr>
<td align="left" valign="top">Avicin A</td>
<td align="left" valign="top"><italic>Carnobacterium divergens, Enterococcus avium,</italic><break/><italic>Enterococcus faecalis,</italic><break/><italic>Leuconostoc lactis</italic></td>
<td align="left" valign="top"><italic>Lactobacillus plantarum,</italic><break/><italic>Leuconostoc gelidum,</italic><break/><italic>Pediococcus acidilactici</italic></td>
<td align="left" valign="top"><italic>Enterococcus avium</italic></td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref10">Birri et al., 2010</xref></td>
</tr>
<tr>
<td align="left" valign="top">Laterosporulin10</td>
<td align="left" valign="top"><italic>Bacillus subtilis,</italic><break/><italic>Staphylococcus aureus, Mycobacterium tuberculosis</italic></td>
<td align="left" valign="top"><italic>Bacillus subtilis,</italic><break/><italic>Vibrio cholerae,</italic><break/><italic>Escherichia coli,</italic><break/><italic>Pseudomonas aeruginosa</italic></td>
<td align="left" valign="top"><italic>Brevibacillus sp. strain</italic></td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref8">Baindara et al., 2016</xref></td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In addition to bacteriocins, many fungi and bacteria secrete antimicrobial secondary metabolites. Unlike many broad-spectrum antibiotics that are used in preventing infectious diseases, some secondary metabolites exhibit selective antimicrobial activity, some of which are summarized in <xref rid="tab2" ref-type="table">Table 2</xref>.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption><p>Selective antimicrobial activity of bacterial secondary metabolites.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Metabolites</th>
<th align="left" valign="top">Sensitive bacteria</th>
<th align="left" valign="top">Resistant microorganism</th>
<th align="left" valign="top">Origin</th>
<th align="left" valign="top">References</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Tyromycin A</td>
<td align="left" valign="top"><italic>Bacillus subtilis</italic></td>
<td align="left" valign="top">MRSA<break/><italic>Staphylococcus aureus, Micrococcus luteus</italic></td>
<td align="left" valign="top"><italic>Skeletocutis sp.</italic></td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref21">Chepkirui et al., 2019</xref></td>
</tr>
<tr>
<td align="left" valign="top">Aspergyllone</td>
<td align="left" valign="top"><italic>Candida</italic><break/><italic>parapsilosis</italic></td>
<td align="left" valign="top"><italic>Pseudomonas aeruginosa</italic><break/><italic>Staphylococcus aureus</italic><break/><italic>Escherichia coli</italic><break/><italic>Candida albicans,</italic><break/><italic>Candida krusei</italic><break/><italic>Candida glabrata,</italic><break/><italic>Candida utilis</italic></td>
<td align="left" valign="top"><italic>Aspergillusniger</italic><break/><italic>Tiegh</italic></td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref79">Padhi et al., 2020</xref></td>
</tr>
<tr>
<td align="left" valign="top">Anthraquinone dimmers (compounds 1 and 2)</td>
<td align="left" valign="top"><italic>Staphylococcus</italic><break/><italic>aureus</italic></td>
<td align="left" valign="top"><italic>Escherichia coli</italic><break/><italic>Salmonella typhimurium</italic><break/><italic>Klebsiella aerogenes</italic><break/><italic>Enterobacter cloacae</italic><break/><italic>Pseudomonas aeruginosa</italic></td>
<td align="left" valign="top">unidentified fungal strain INF16&#x2013;17</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref59">Li et al., 2019</xref></td>
</tr>
<tr>
<td align="left" valign="top"><italic>P. herquei</italic><break/>extract</td>
<td align="left" valign="top"><italic>Staphylococcus aureus</italic><break/>MRSA</td>
<td align="left" valign="top"><italic>Candida albicans</italic><break/><italic>Candida glabrata</italic><break/><italic>Candida krusei</italic><break/><italic>Candida neformans</italic><break/><italic>Aspergillus fumigates</italic><break/><italic>Escherichia coli</italic><break/><italic>Pseudomonas aeruginosa</italic><break/><italic>Mycobacterium intracellulare</italic></td>
<td align="left" valign="top"><italic>Penicillium herquei</italic></td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref36">Ferreira et al., 2017</xref></td>
</tr>
<tr>
<td align="left" valign="top">Glycerol 1-hydroxy-2,5-dimethyl benzoate 1</td>
<td align="left" valign="top">MRSA</td>
<td align="left" valign="top"><italic>Mycobacterium tuberculosis</italic><break/><italic>Bacillu subtilis</italic><break/><italic>Pseudomonas aeruginosa</italic><break/><italic>Candida albicans</italic></td>
<td align="left" valign="top"><italic>Verrucosis pora sp. strain MS</italic> 100047</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref49">Huang et al., 2016</xref></td>
</tr>
<tr>
<td align="left" valign="top"><italic>Candida cibarius</italic> methanol extract</td>
<td align="left" valign="top"><italic>Enterococcus</italic><break/><italic>faecalis</italic></td>
<td align="left" valign="top"><italic>Staphylococcus aureus</italic><break/><italic>Shigella sonnei</italic><break/><italic>Salmonella enteritidi</italic><break/><italic>Yersinia enterocolitica</italic><break/><italic>Bacillus cereus</italic><break/><italic>Listeria monocytogenes</italic></td>
<td align="left" valign="top"><italic>Cantharellus cibarius Fr.</italic></td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref55">Kozarski et al., 2015</xref></td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In contrast to berberine and polyphenols, the effects of oral intake of bacteria-derived antimicrobial agents on the alteration of the host-microbiome are not extensively studied; however, it would be interesting to test these narrow-spectrum antimicrobial agents from microorganisms as potential tools for modulating gut microbiome to achieve beneficial effects on the health of the host.</p>
</sec>
<sec id="sec6">
<title>Synthetic Antimicrobial Peptides</title>
<p>Inspired by bacteriocins, synthetic AMPs have emerged since 1992 containing only leucine and lysine residues. The study field of synthetic AMPs was first focused on the observation of the correlation between the structural properties and the antimicrobial activities of AMPs (<xref ref-type="bibr" rid="ref35">Fang et al., 2021b</xref>). During the past decade, three main parameters of AMPs have been revealed to play roles in their antimicrobial activities, which are (1) hydrophobicity, (2) cationic number, and (3) secondary structure. (1) Hydrophobicity contributes to the membrane-binding driving force, which is the main cause of the damage to target cell membranes. Hydrophobicity often determines antimicrobial potency and cell selectivity. For example, leucine and the more hydrophobic isoleucine are isomers. The interchange of them does not alter the structure of the peptide but increases the hydrophobicity. Accompanied by the increase of hydrophobicity, the antibacterial spectrum changed from Gram-negative only to both Gram-negative and Gram-positive bacteria, demonstrating hydrophobicity is one of the key parameters in determining the selectivity of bacteria (<xref ref-type="bibr" rid="ref24">Chou et al., 2016</xref>). (2) Cationic number of AMPs is determined by cationic residues like arginine, lysine, and histidine, and the cationic number determines the affinity of AMPs to the negatively charged lipid head groups on the outer membrane of bacteria. (3) Secondary structures of AMPs are often determined by key amino acids including cystine and glycine. Cysteine residues, which can form disulfide bonds, are the prerequisite for cyclization and &#x03B2;-sheet (<xref ref-type="bibr" rid="ref29">de Leeuw et al., 2007</xref>). Glycine, the smallest hydrophilic amino acid, determines the flexibility of local conformation of AMPs, which contributes to enhanced activity against Gram-negative bacteria (<xref ref-type="bibr" rid="ref101">Wang et al., 2015</xref>). Notably, the selectivity of AMPs is often determined by the three main parameters mentioned above as well as bacterial factors, which provides a rationale for designing more targeted AMPs, termed specifically targeted antimicrobial peptides (STAMPs; <xref ref-type="bibr" rid="ref32">Eckert et al., 2006</xref>; <xref ref-type="bibr" rid="ref108">Yount et al., 2019</xref>).</p>
<p>For the past decade, STAMPs have been studied to kill specific pathogens while not affecting the normal flora (<xref ref-type="bibr" rid="ref80">Phulen Sarma et al., 2018</xref>). As a peptide, STAMPs are highly flexible for adopting structural and functional amino acid groups (<xref ref-type="bibr" rid="ref88">Roncevic et al., 2019</xref>), so that they can achieve a much narrower spectrum than natural narrow-spectrum antimicrobial agents reviewed above. STAMPs can be divided into three categories which are, respectively, reviewed below and illustrated in <xref rid="fig2" ref-type="fig">Figure 2</xref>, based on different rational designing strategies.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption><p>STAMPs can be divided into three categories. <bold>(A)</bold> Canonical STAMPs are usually discovered by screening a batch of peptides with various parameters including hydrophobicity, cationic number, and secondary structure. These parameters, as well as some bacterial factors, determine the affinity between the peptides and bacterial surfaces. Canonical STAMPs kill bacteria by insertion into the cell membrane, followed by self-oligomerization, pore formation, and cell membrane perturbation. <bold>(B)</bold> Peptide ligands as STAMPs. This category of STAMPs kills specific bacteria by competitively binding bacterial receptors of physiological importance against the natural ligands of the receptors, resulting in inhibition of important bacterial pathways and subsequential inhibition of bacterial growth. <bold>(C)</bold> Composite STAMPs consist of a targeted domain and a killing domain. The targeted domain binds to specific motifs on targeted bacteria, which directs the killing domain to kill bacteria in the same way as canonical STAMPs.</p></caption>
<graphic xlink:href="fmicb-13-879207-g002.tif"/>
</fig>
<sec id="sec7">
<title>Canonical STAMPs</title>
<p>Canonical STAMPs kill bacteria by insertion into the cell wall surface, followed by self-oligomerization pore-forming, and perturbations in the cell wall (<xref ref-type="bibr" rid="ref45">Guo et al., 2015</xref>; <xref ref-type="bibr" rid="ref64">Maraming et al., 2019</xref>). The selectivity or antibiotic spectrum of STAMPs is mainly determined by the three main parameters. To better assist the designing of STAMPs with the desired antimicrobial spectrum, a comprehensive AMP database has been developed (<xref ref-type="bibr" rid="ref102">Wang et al., 2009</xref>). Based on the AMP database, many STAMPs have been developed, including STAMPs against <italic>E. coli</italic>, <italic>Salmonella pullorum</italic>, <italic>Pseudomonas aeruginosa,</italic> and <italic>S. aureus</italic> (<xref ref-type="bibr" rid="ref73">Mishra and Wang, 2012</xref>; <xref ref-type="bibr" rid="ref25">Chou et al., 2019</xref>, <xref ref-type="bibr" rid="ref23">2021</xref>; <xref ref-type="bibr" rid="ref88">Roncevic et al., 2019</xref>). In a mouse model, a pH-dependent STAMP was demonstrated to kill <italic>H. pylori</italic> in an acidic environment in the stomach with minimal toxicity to commensal bacteria in the gut (<xref ref-type="bibr" rid="ref103">Xiong et al., 2017</xref>).</p>
</sec>
<sec id="sec8">
<title>Peptide Ligands as STAMPs</title>
<p>Besides the designing strategy based on the AMP database, an alternative designing strategy has been developed. In this strategy, STAMPs were obtained by truncating the sequences from the natural protein ligands of the targeted bacterial receptor of important physiological importance. The resulting STAMP then competitively inhibit the receptor and its downstream pathways. For example, the sequence of a STAMPs that binds to <italic>F. nucleatum</italic> FadA, was shortened from mammalian E-cadherin, the natural ligands of FadA (<xref ref-type="bibr" rid="ref89">Rubinstein et al., 2013</xref>). The E-cadherin mimicking STAMP successfully inhibited the FadA-dependent <italic>F. nucleatum</italic>-induced tumor and inflammation in mouse models.</p>
</sec>
<sec id="sec9">
<title>Composite STAMPs</title>
<p>The third designing strategy of STAMPs involves conjugating a preselected targeted peptide with a wide-spectrum AMP domain together (<xref ref-type="bibr" rid="ref58">Lei et al., 2021</xref>), resulting in composite STAMPs with a targeted domain and a killing domain. For example, bacterial pheromones have been used as targeted domains in STAMPs against <italic>S. mutans</italic>, <italic>S. aureus</italic>, <italic>Enterococcus faecalis,</italic> and/or <italic>Streptococcus agalactiae</italic> (<xref ref-type="bibr" rid="ref83">Qiu et al., 2003</xref>; <xref ref-type="bibr" rid="ref50">Huo et al., 2018</xref>; <xref ref-type="bibr" rid="ref60">Li et al., 2020</xref>; <xref ref-type="bibr" rid="ref104">Xu et al., 2020</xref>). Furthermore, a cell wall precursor lipid II binding peptide, screened from a library of phage, was used as a targeted domain in a STAMP that specifically killed some clinic-isolated strains of vancomycin-resistant bacteria (<xref ref-type="bibr" rid="ref46">Hart et al., 2017</xref>).</p>
</sec>
<sec id="sec10">
<title>Strategies to Improve the Stability of STAMPs in the Gut</title>
<p>Although in two clinical trials, AMPs have been used to eliminate specific microorganisms in oral cavity and stomach with minimal impact on other commensal bacteria (<xref ref-type="bibr" rid="ref95">Sullivan et al., 2011</xref>; <xref ref-type="bibr" rid="ref103">Xiong et al., 2017</xref>), there are no report regarding AMPs targeted on specific bacteria in intestine and colon. One of the challenges in utilization of STAMPs is the proteolytic degradation of STAMPs that occurs in the digestive systems (<xref ref-type="bibr" rid="ref47">Hashemi et al., 2018</xref>; <xref ref-type="bibr" rid="ref9">Bhattacharjya and Straus, 2020</xref>). Several strategies have been exploited to improve the stability of AMPs in the gut. Coating is a frequently used strategy. For example, an AMP aiming to treat <italic>Clostridioides difficile</italic> infection is coated with a layer of pectin and hydroxypropyl methyl cellulose, which can protect the AMP against proteolytic enzymes from intestinal digestive enzymes, and release the AMP when encountering pectinolytic enzymes in the colon (<xref ref-type="bibr" rid="ref97">Ugurlu et al., 2007</xref>). Another strategy is to design STAMPs that are capable to self-assemble into nanoscale particles, which exhibit high stability against enzymatic degradation (<xref ref-type="bibr" rid="ref33">Eskandari et al., 2017</xref>; <xref ref-type="bibr" rid="ref19">Chen and Zou, 2019</xref>; <xref ref-type="bibr" rid="ref96">Tan et al., 2021</xref>). Besides, the introduction of D-amino acids, cyclization, amidation, or acetylation of the terminal regions are also applied to improve proteolytic stability (<xref ref-type="bibr" rid="ref30">Dijksteel et al., 2021</xref>).</p>
</sec>
</sec>
<sec id="sec11">
<title>Utilization of Bacteriophage</title>
<sec id="sec12">
<title>Utilization of Naturally Occurring Bacteriophages</title>
<p>Bacteriophages attach to the very specific receptors on the surface of bacteria such as lipopolysaccharide, lipoteichoic acid, capsular polysaccharide, flagella, and pili before killing them (<xref ref-type="bibr" rid="ref48">Hsu et al., 2021</xref>), and therefore is a highly targeted antimicrobial agent (<xref ref-type="bibr" rid="ref16">Carasso et al., 2020</xref>). Phages have been historically used to eradicate bacterial pathogens and were recently used as a potential strategy to treat diseases by the precise killing of target bacteria (<xref ref-type="bibr" rid="ref70">Mccarville et al., 2016</xref>; <xref ref-type="bibr" rid="ref100">Wahida et al., 2021</xref>; <xref ref-type="bibr" rid="ref110">Zhang et al., 2021</xref>). For example, Duan <italic>et al</italic> reported the bacteriophage that targets cytolytic <italic>E. faecalis</italic> decreased cytolysin in the liver and abolished ethanol-induced liver disease in humanized mice (<xref ref-type="bibr" rid="ref31">Duan et al., 2019</xref>; <xref ref-type="bibr" rid="ref28">Colakoglu et al., 2020</xref>).</p>
<p>Phage is so selective on targets that a phage strain is usually effective on only one strain of a bacterial species; however, the mixture of multiple phage strains, termed phage cocktails, provide a solution to achieve desired-spectrum phage therapies (<xref ref-type="bibr" rid="ref99">Villarroel et al., 2017</xref>; <xref ref-type="bibr" rid="ref42">Gordillo et al., 2019</xref>). For example, an optimized 4-phage cocktail against <italic>Clostridium difficile</italic> eradicated <italic>C. difficile</italic> in 24&#x2009;h, without affecting commensal gut microbes (<xref ref-type="bibr" rid="ref76">Nale et al., 2018</xref>).</p>
</sec>
<sec id="sec13">
<title>Phage-Guided Therapies</title>
<p>Besides the utilization of phages alone, phages have been used as a motif to synthesize phage-guided antimicrobial agents (<xref ref-type="bibr" rid="ref44">Gu Liu et al., 2020</xref>; <xref ref-type="bibr" rid="ref75">Morrisette et al., 2020</xref>). For example, the antibiotics linezolid conjugated with a lytic phage, was more effective than each part alone in treating MRSA infections of diabetic foot ulcers in an <italic>S. aureus</italic> infection murine model (<xref ref-type="bibr" rid="ref22">Chhibber et al., 2013</xref>). Phage was also used in guiding silver nanoparticles in targeting <italic>F. nucleatum</italic> (<xref ref-type="bibr" rid="ref105">Xue Dong et al., 2020</xref>).</p>
</sec>
</sec>
<sec id="sec14">
<title>Targeted Drug Delivery System</title>
<p>The concept of a targeted drug delivery system is frequently used in anti-cancer drugs. A targeted drug delivery system usually consists of a targeted unit and a cargo unit. The targeted units offer high ligand-binding efficiency to the targeted tissue or cells and the cargo units are the bioactive drugs, sometimes loaded inside vehicles like nanoparticles and liposomes (<xref ref-type="bibr" rid="ref51">Hussein and Abdullah, 2021</xref>). Recently, a targeted drug delivery system has been also employed in the field of specific antimicrobial agents. In a recent study, an intracellular antibiotic delivery system has been developed. The delivery system is composed of three parts: (1) mesoporous silica nanoparticles loaded with gentamicin, (2) lipid bi-layer envelops that would disseminate upon contact of <italic>S. aureus</italic> hemolysins, and (3) <italic>S. aureus</italic>-targeting domain truncated from a previously reported AMP, ubiquicidin 29&#x2013;41. This delivery system works well in killing <italic>S. aureus</italic> and eliminating the <italic>S. aureus</italic>-induced inflammation in a mouse model (<xref ref-type="bibr" rid="ref107">Yang et al., 2018</xref>). In another drug delivery system, lipid nanoparticles loaded with antibiotic was conjugated with an <italic>S. aureus</italic>-targeting antibody. The resulting system showed enhanced <italic>in vitro</italic> bactericidal activity against <italic>S. aureus</italic> both in planktonic and biofilm forms (<xref ref-type="bibr" rid="ref57">Le et al., 2021</xref>).</p>
</sec>
<sec id="sec15" sec-type="discussions">
<title>Discussion</title>
<p>The knowledge of narrow-spectrum antimicrobial agents has been greatly advanced in the past decade (see review: <xref ref-type="bibr" rid="ref37">Fong et al., 2016</xref>; <xref ref-type="bibr" rid="ref68">Maxson and Mitchell, 2016</xref>; <xref ref-type="bibr" rid="ref87">Romani-Perez et al., 2017</xref>; <xref ref-type="bibr" rid="ref39">George Kerry et al., 2018</xref>; <xref ref-type="bibr" rid="ref85">Riglar and Silver, 2018</xref>; <xref ref-type="bibr" rid="ref4">Alm and Lahiri, 2020</xref>; <xref ref-type="bibr" rid="ref5">Altarac et al., 2021</xref>; <xref ref-type="bibr" rid="ref7">Avis et al., 2021</xref>; <xref ref-type="bibr" rid="ref38">Fuenzalida et al., 2021</xref>). Notably, some narrow-spectrum antimicrobial agents have entered clinical trials, mainly to combat bacteria associated with antibiotic resistance, such as <italic>Acinetobacter baumannii, S. aureus, P. aeruginosa, and E. coli</italic> (see review: <xref ref-type="bibr" rid="ref4">Alm and Lahiri, 2020</xref>). In this article, we reviewed narrow-spectrum antimicrobial agents from the aspect of using them as a microbiome-modulating tool especially to limit pathobionts in the gut.</p>
<p>Among all natural narrow-spectrum antibiotic agents, berberine is the most well studied in its effects on the health of the host and the alteration of the gut microbiome. Although the key pathobionts in many diseases are not identified, there is emerging evidence that the favorable effects of berberine on health are mediated by modulating the gut microbiome, suggesting the existence of uncovered pathobionts in these diseases. Besides berberine, there are many other narrow-spectrum antibiotic agents naturally made by plants and bacteria, which may serve as tools to modulate the gut microbiome in the host. It would be interesting to investigate their effects on the health of the host and the role of fan-altered microbiome in these effects.</p>
<p>Among the five categories of antimicrobial agents reviewed in this article, STAMPs, phages, and targeted drug delivery systems can be designed to precisely target these pathobionts without disturbing normal flora in the gut. These strategies have the potential to achieve a higher level of precision on targeted bacteria than natural narrow-spectrum antimicrobial agents.</p>
<p>Besides the strategies reviewed in this article, probiotic and engineered bacteria have also been explored in modulating the gut microbiome. Effects of probiotics on the gut microbiome have been extensively reviewed (<xref ref-type="bibr" rid="ref39">George Kerry et al., 2018</xref>; <xref ref-type="bibr" rid="ref38">Fuenzalida et al., 2021</xref>) and engineered bacteria is a complicated topic. When designing such engineered bacteria, multiple factors need to be considered including the selection of chassis bacteria, control circuits, secretion strategies, and payload proteins (see review: <xref ref-type="bibr" rid="ref69">Mays and Nair, 2018</xref>; <xref ref-type="bibr" rid="ref2">Aggarwal et al., 2020</xref>; <xref ref-type="bibr" rid="ref13">Brennan, 2021</xref>; <xref ref-type="bibr" rid="ref63">Lynch et al., 2022</xref>; <xref ref-type="bibr" rid="ref91">Shen et al., 2022</xref>).</p>
<p>For the pathobionts-targeting therapeutics, the detection of pathobionts is a challenge. One of the best detection methods of pathobionts is qPCR against their &#x201C;virulence factors.&#x201D; For example, the detection of Enterotoxigenic <italic>Bacteroides fragilis</italic> (ETBF) can be based on the qPCR of <italic>B. fragilis</italic> toxin (BFT) or fragilysin. As such, the understanding of the pathogenicity of pathobionts is crucial for developing detection methods. This is different from classical pathogens, in which a full understanding of the pathogenicity is often not required to develop detection methods against them.</p>
<p>To conclude, given the emerging discoveries on pathobionts and their pathogenesis, we expect as our knowledge of the human microbiome increases targeted antimicrobial agents will emerge as a new generation of drugs to treat microbiome-involved diseases.</p>
</sec>
<sec id="sec16">
<title>Author Contributions</title>
<p>All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication.</p>
</sec>
<sec id="sec17" sec-type="funding-information">
<title>Funding</title>
<p>This work is supported by the National Key Research and Development Program of China (2020YFA0907800), Shenzhen Science and Technology Innovation Program (KQTD20200820145822023), and the National Natural Science Foundation of China (Grant Nos. 31900056 and 32000096).</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="sec19" 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>
</body>
<back>
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