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<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.2024.1389805</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>Insights into the biodegradation of pentachlorobiphenyl by <italic>Microbacterium paraoxydans</italic>: proteomic and metabolomic studies</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes" equal-contrib="yes">
<name><surname>Ji</surname> <given-names>Lei</given-names></name>
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<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Chang</surname> <given-names>Xiaoyu</given-names></name>
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<name><surname>Wang</surname> <given-names>Leilei</given-names></name>
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<name><surname>Fu</surname> <given-names>Xiaowen</given-names></name>
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<name><surname>Lai</surname> <given-names>Wenkai</given-names></name>
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<contrib contrib-type="author">
<name><surname>Zheng</surname> <given-names>Liwen</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<name><surname>Li</surname> <given-names>Qi</given-names></name>
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<name><surname>Xing</surname> <given-names>Yingna</given-names></name>
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<contrib contrib-type="author">
<name><surname>Yang</surname> <given-names>Zhongfeng</given-names></name>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Guan</surname> <given-names>Yuyao</given-names></name>
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<name><surname>Yang</surname> <given-names>Fenglong</given-names></name>
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<aff id="aff1"><sup>1</sup><institution>Shandong Provincial Key Laboratory of Applied Microbiology, Ecology Institute, Qilu University of Technology (Shandong Academy of Sciences)</institution>, <addr-line>Jinan</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Fujian Key Laboratory of Medical Bioinformatics, Department of Bioinformatics, School of Medical Technology and Engineering, Fujian Medical University</institution>, <addr-line>Fuzhou</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Pharmacy, Shandong Provincial Third Hospital, Cheeloo College of Medicine, Shandong University</institution>, <addr-line>Jinan</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Xiaochen Chen, Fuzhou University, China</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Yongchao Yin, Northeastern University, United States</p>
<p>Junyu Zhu, Fuzhou University, China</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Lei Ji <email>jilei.1010&#x00040;163.com</email></corresp>
<corresp id="c002">Yuyao Guan <email>guanxiaoyao0815&#x00040;163.com</email></corresp>
<corresp id="c003">Fenglong Yang <email>yangfenglong&#x00040;fjmu.edu.cn</email></corresp>
<fn fn-type="equal" id="fn002"><p>&#x02020;These authors share first authorship</p></fn></author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>06</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1389805</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>02</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>05</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2024 Ji, Chang, Wang, Fu, Lai, Zheng, Li, Xing, Yang, Guan and Yang.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Ji, Chang, Wang, Fu, Lai, Zheng, Li, Xing, Yang, Guan and Yang</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>Bacterial degradation mechanism for high chlorinated pentachlorobiphenyl (PentaCB) with worse biodegradability has not been fully elucidated, which could limit the full remediation of environments afflicted by the complex pollution of polychlorinated biphenyls (PCBs). In this research, a new PentaCB-degrading bacterium <italic>Microbacterium paraoxydans</italic> that has not been reported was obtained using enzymatic screening method. The characteristics of its intracellular enzymes, proteome and metabolome variation during PentaCB degradation were investigated systematically compared to non-PentaCB conditions. The findings indicate that the degradation rate of PentaCB (1 mg/L) could reach 23.9% within 4 hours and achieve complete degradation within 12 hours, with the mixture of intracellular enzymes being most effective at a pH of 6.0. During the biodegradation of PentaCB, the 12 up-regulated proteins characterized included ABC transporter PentaCB-binding protein, translocase protein TatA, and signal peptidase I (SPase I), indicating the presence of functional proteins for PentaCB degradation in both the cytoplasm and the outer surface of the cytoplasmic membrane. Furthermore, five differentially enriched metabolites were strongly associated with the aforementioned proteins, especially the up-regulated 1, 2, 4-benzenetriol which feeds into multiple degradation pathways of benzoate, chlorocyclohexane, chlorobenzene and aminobenzoate. These relevant results help to understand and speculate the complex mechanisms regarding PentaCB degradation by <italic>M. paraoxydans</italic>, which have both theoretical and practical implications for PCB bioremediation.</p></abstract>
<kwd-group>
<kwd>enzymatic screening</kwd>
<kwd>pentachlorobiphenyl degradation</kwd>
<kwd><italic>Microbacterium paraoxydans</italic></kwd>
<kwd>proteome</kwd>
<kwd>metabolome</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="52"/>
<page-count count="12"/>
<word-count count="6771"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Microbiotechnology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Industrialization and intensive use of chemical substance polychlorinated biphenyls (PCBs) are contributing to persistent and toxic environmental pollution (Furukawa and Fujihara, <xref ref-type="bibr" rid="B13">2008</xref>; Megharaj et al., <xref ref-type="bibr" rid="B30">2011</xref>). PCBs in submarine canyon sediments are several times higher than those in sediments from continental shelfs (Sevastyanov et al., <xref ref-type="bibr" rid="B36">2020</xref>; Zhou et al., <xref ref-type="bibr" rid="B51">2022</xref>). Removal of PCBs from contaminated environments has been primarily performed by incineration at high temperatures, which may entail additional energy consumption and greenhouse effect (Stella et al., <xref ref-type="bibr" rid="B41">2017</xref>). Mild industrial conditions are beneficial for preventing modification of original heat-sensitive substrates and generation of adverse by-products (Ji et al., <xref ref-type="bibr" rid="B20">2014</xref>). Biological PCBs clean-up methods have a considerable potential as a well-established and cost-effective strategy among methods employed for waste treatment and environmental remediation at ambient temperature (&#x00160;r&#x000E9;dlov&#x000E1; and Cajthaml, <xref ref-type="bibr" rid="B40">2022</xref>). Microbial degradation of PCBs is highly strain-dependent (Furukawa and Matsumura, <xref ref-type="bibr" rid="B14">1976</xref>; Han et al., <xref ref-type="bibr" rid="B17">2023a</xref>) and screening for effective microbes is a time-consuming process, particularly when performed on a large scale. While several studies have examined bacteria that oxidatively degrade PCBs, encompassing both gram-negative and gram-positive bacteria (Furukawa and Fujihara, <xref ref-type="bibr" rid="B13">2008</xref>; Megharaj et al., <xref ref-type="bibr" rid="B30">2011</xref>), there still remains a pressing need for highly efficient screening methods and bacteria that can effectively degrade PCBs for practical application.</p>
<p>The majority of bacterial aromatic degradation is due to a series of enzymatic reactions, including the formation of diols, incorporation of oxygen atoms into the aromatic rings, and ring cleavage (Suenaga et al., <xref ref-type="bibr" rid="B42">2009</xref>; Lee et al., <xref ref-type="bibr" rid="B25">2016</xref>). Enzymes catalyze metabolic transformations under mild conditions with high catalytic rate and reaction selectivity, which could be realized in a shortened time (Ji et al., <xref ref-type="bibr" rid="B19">2019</xref>). The screening speed of functional microbes could be much higher through bio-catalysis using enzymatic method. Moreover, bioconversion catalyzed by enzymes from microbes improves the bioavailability and the consequent biodegradation without prior desorption, which could more truly reflect the microbial degradation potential.</p>
<p>Commercial PCB mixtures are mostly tri- to hexachlorinated ones of 209 congeners (Furukawa and Fujihara, <xref ref-type="bibr" rid="B13">2008</xref>). The di- and trichlorobiphenyls are the most readily degraded congeners (Gilbert and Crowley, <xref ref-type="bibr" rid="B16">1998</xref>). Biodegradability decreases with increased number of chlorines, and PCB congeners with chlorine at position 2, 2&#x02032;-(double ortho-substituted congeners) are poorly degraded (Furukawa and Fujihara, <xref ref-type="bibr" rid="B13">2008</xref>). Wang et al. (<xref ref-type="bibr" rid="B47">2013</xref>) showed that the concentration of the most toxic dioxin-like PCBs (DL-PCBs) in surface soils ranged from 1.4 &#x003BC;g&#x000B7;kg<sup>&#x02212;1</sup> to 7.4 &#x003BC;g&#x000B7;kg<sup>&#x02212;1</sup> in Gudao town with chemical plants around, Dongying City, exceeding the Canadian soil environment quality guidelines. Tetrachlorobiphenyl (TetraCB) and pentachlorobiphenyl (PentaCB) were the major homologs, together accounting for more than 80% of the total DL-PCBs (Wang et al., <xref ref-type="bibr" rid="B47">2013</xref>). Sanli et al. (<xref ref-type="bibr" rid="B34">2023</xref>) found that in industrial, urban and semi-rural areas of Bursa, Turkey, total PCBs content in spring surface soils reached 8.4&#x0007E;9.6 &#x003BC;g&#x000B7;kg<sup>&#x02212;1</sup>, 2.9&#x0007E;4.1 &#x003BC;g&#x000B7;kg<sup>&#x02212;1</sup>, 2.5&#x0007E;4.9 &#x003BC;g&#x000B7;kg<sup>&#x02212;1</sup>, respectively, and was similarly dominated by TetraCBs and PentaCBs (Sanli et al., <xref ref-type="bibr" rid="B34">2023</xref>). Previous studies about biodegradation of PentaCB are most involved in cometabolism with biphenyl or PCBs mixture (e.g., Aroclor mixtures) (Cvan&#x0010D;arov&#x000E1; et al., <xref ref-type="bibr" rid="B8">2012</xref>). Bacterial degradation mechanism of PentaCB on protein and metabolite levels has not been fully elucidated. Incomplete biological information regarding the cellular responses restricts progress in the bioremediation process (Zhao and Poh, <xref ref-type="bibr" rid="B50">2008</xref>).</p>
<p>In this study, an enzymatic screening approach (<xref ref-type="supplementary-material" rid="SM1">Appendix S1</xref>) was employed to acquire bacteria with high efficiency in degrading PentaCB. The most effective isolate, designated ECO-2, was identified as <italic>Microbacterium paraoxydans</italic> and officially preserved on June 1st, 2018, under the accession number 15836 at the China General Microbiological Culture Collection Center (CGMCC). Then, the enzymatic properties of <italic>Microbacterium paraoxydans</italic>, a bacterium with most significant degradative potential, were explored to elucidate the optimal conditions, addressing the limited information available on the PCBs degradation capacity in the genus of <italic>Microbacterium</italic>. Additionally, the cellular responses of <italic>M. paraoxydans</italic> to PentaCB exposure were examined at the proteome and metabolome levels. Tandem Mass Tag (TMT)-based quantitative proteomics and untargeted metabolomics were employed for a quantitative assessment, leading to the discovery of extensive changes in the proteome and metabolome profiles, providing new insights into how <italic>M. paraoxydans</italic> metabolically adapts throughout the biodegradation of PentaCB.</p></sec>
<sec id="s2">
<title>2 Materials and methods</title>
<sec>
<title>2.1 Preparation of bacterial intracellular enzymes for PentaCB degradation</title>
<p>LB medium (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>) was used for strain activation at 30&#x000B0;C and 150 rpm. Induction medium MSM (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref>, pH7.0) containing 1.0 mg&#x000B7;L<sup>&#x02212;1</sup> PCB101 (2, 2&#x00027;, 4, 5, 5&#x00027;-Pentachlorobiphenyl; Anpel Company of Shanghai, China) which was one of the seven PCBs indicators of PCBs contamination status in soil and sediment specified by the United Nations GEMS/FOOD was used for PentaCB degrading enzymes production at 30&#x000B0;C and 150 rpm. Seed liquid was introduced into the induction medium and incubated. When the value of OD<sub>600</sub> showed that the culture reached the end of the exponential phase, it was harvested by centrifugation at 8,000 rpm for 5 min under 4 &#x000B0;C. The cells were subsequently re-suspended in a 10 mM potassium phosphate buffer (4 mM DDT, pH7.0) and sonicated for 17 min at 320 W using a sonicator (SM-650D, Nanjing Shunma), with a sonication time of 3 s and quench time of 5 s (Ji et al., <xref ref-type="bibr" rid="B19">2019</xref>). Following ultrasonic treatment, the suspension was centrifuged and the resulting supernatant was obtained as the PentaCB degrading enzymes. All experiments were performed in triplicate.</p></sec>
<sec>
<title>2.2 Efficiency determination of PentaCB degradation enzymes</title>
<p><italic>Microbacterium paraoxydans ECO-2, Arthrobacter phenanthrenivorans, Bacillus sp. ECO-12, Bacillus sp. ECO-1, Pseudomonas putida</italic> and <italic>Bacillus sp. ECO-10</italic> are functional bacteria with biphenyl degrading ability which are screened and preserved in our laboratory. The preserved strains were removed from the &#x02212;80&#x000B0;C refrigerator and activated using LB medium (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>) for 12h at 30&#x000B0;C and 150rpm. Subsequently, seed liquids were introduced into the induction medium and incubated. When the value of OD<sub>600</sub> showed that the culture reached the end of the exponential phase, they were harvested by centrifugation at 8,000 rpm for 5 min under 4 &#x000B0;C. Then the collected cells were re-suspended in a 10 mM potassium phosphate buffer (4 mM DDT, pH7.0). The volume of the buffer used was 20 times the mass of the cells. The cell lysing process, involving sonication at 320 W for 17 min with 2-s intervals of sonication and quenching, has been proven by response surface methodology to optimize enzyme activity. Following ultrasonic treatment, the suspension was centrifuged at 4&#x000B0;C and 8000 rpm for 20 min, and the resulting supernatant was PentaCB-degrading enzymes. All experiments were performed in triplicate.</p>
<p>Six enzymes were tested for PCB101 degradation rates. The reaction system consisted of 1.0 mg&#x000B7;L<sup>&#x02212;1</sup> PCB101, 2 mL PentaCB-degrading enzymes and PBS buffer (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S3</xref>) in a total reaction volume of 10 mL, control samples were devoid of these enzymes. After a reaction time of 12 h at 30&#x000B0;C and 150 rpm, the degradation rate of PentaCB was determined. All experiments were performed in triplicate.</p>
<p>The characteristics of intracellular enzyme from bacterium <italic>M. paraoxydans</italic> were measured. Each reaction setup operated individually with PentaCB-degrading enzymes at concentrations from 0.3 to 3.0 mg/L, enzymes concentrations were determined using BCA Protein Assay Kit (Beyotime, China), and pH values ranged from 4.0 to 8.0 in PBS buffer (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S3</xref>, various pH were adjusted using 1 mol/L HCl or NaOH). Control samples were devoid of these enzymes. The total volume of the reaction was 10 mL, and the reaction was carried out at 30&#x000B0;C and 150 rpm. At various intervals, samples were retrieved, and the remaining PentaCB concentrations were quantified via gas chromatography-mass spectrometry (GC-MS). Subsequently, the degradation rates were calculated based on these measurements.</p>
<p>Specifically, PentaCB in harvests was extracted using a Dionex 200 Accelerated Solvent Extraction (ASE) system and subjected to analysis using a GC&#x02013;MS system (Varian, USA) consisting of 450-GC equipped with a Rxi-5Sil MS separation column (30 m &#x000D7; 0.25 mm &#x000D7; 0.25 &#x003BC;m) and 240-MS ion trap detector. The carrier gas, helium, was supplied at rate of 1 mL/min. A volume of 1 &#x003BC;l was injected with a splitless mode. The temperatures of injector, transfer line and ion trap were set at 280&#x000B0;C, 280&#x000B0;C and 220&#x000B0;C respectively. The oven temperature program was started at 100&#x000B0;C (held for 2 min) and then increased at 20&#x000B0;C/min to 230&#x000B0;C, at 2&#x000B0;C/min to 255&#x000B0;C and finally at 20&#x000B0;C/min to 300&#x000B0;C (held for 3 min). The MS detector used 70 eV for ionization. Qualitative analyses were performed by comparing retention times to those of real compounds and comparing mass spectra to plots in the NIST database. The PCB101 standard solution was prepared as five concentration gradients: 0.1, 0.5, 1.0, 2.0 and 5.0 mg&#x000B7;L<sup>&#x02212;1</sup>, and a standard curve was prepared for quantification by peak area external standard method. The detection limit of this method was set at 0.02 mg&#x000B7;L<sup>&#x02212;1</sup>. All experiments were performed in triplicate, and the presented results represent the mean values and standard deviations.</p></sec>
<sec>
<title>2.3 Sample preparation and quantitative analyses in proteomics and metabolomics</title>
<p>Cells of <italic>M. paraoxydans</italic> (CGMCC 15836) were cultured at 30&#x000B0;C and 150 rpm for 72 h until the late stationary phase (OD<sub>600 &#x0003D;</sub> 0.5, <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>) in 100 mL induction medium comprising PCB101, and subsequently harvested by centrifugation at 8,000 rpm for 5 min under 4 &#x000B0;C. The precipitation cells were then subjected to three rounds of washing with an equal volume of ice-cold 0.2 M sucrose, followed by a final wash with ice-cold methanol. Meanwhile, cells without induction by PCB101 were prepared as controls (CK) under identical conditions (<xref ref-type="fig" rid="F1">Figure 1</xref>). Proteomics and metabolomics quantification were performed at Novogene Bioinformatics Technology Co., Ltd. (Beijing, China). Detailed sequencing procedures are presented in <xref ref-type="supplementary-material" rid="SM1">Appendices S2</xref>, <xref ref-type="supplementary-material" rid="SM1">S3</xref>.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Overview of the workflow. CK, Cells without induction; YD, Cells induced by PentaCB; CKU, The supernatant of cells without induction; YDU, The supernatant of cells induced by PentaCB.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1389805-g0001.tif"/>
</fig>

</sec></sec>
<sec id="s3">
<title>3 Results</title>
<sec>
<title>3.1 Enzymatic screening for bacteria capable of degrading PentaCB</title>
<p>Intracellular enzymes from the six biphenyl metabolic bacteria exhibited the capability to degrade PCB101 (<xref ref-type="fig" rid="F2">Figure 2A</xref>). Notably, the intracellular enzymes from <italic>M. paraoxydans</italic> with the growth curve depicted in <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>, demonstrated the highest efficiency, decomposing 100% of PCB101. <italic>Arthrobacter phenanthrenivorans</italic> and <italic>Bacillus</italic> sp. ECO-12 followed with degradation rates of 39.6% and 30.8%, respectively.</p>


<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>PentaCB-degrading capabilities by intracellular enzymes from biphenyl metabolic bacteria. <bold>(A)</bold> Enzymatic reaction with 1 mg&#x000B7;L<sup>&#x02212;1</sup> PCB101 for 12 h. <bold>(B)</bold> Enzymatic reaction under different concentrations of PCB101, enzyme dosages, pH levels and time courses.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1389805-g0002.tif"/>
</fig>


<p>Wang et al. (<xref ref-type="bibr" rid="B48">2017</xref>) applied an enzymatic method instead of the shaking culture one to analyze the microbial metabolism capability of petroleum hydrocarbons, and the testing time was substantially reduced. In our study, it was further verified that this means was more efficient in distinguishing functional bacteria capable of pollutant degradation, which was valuable for surveying environmental resources.</p></sec>
<sec>
<title>3.2 Enzymes characterization for PentaCB degradation</title>
<p>The characteristics of intracellular enzyme from bacterium <italic>M. paraoxydans</italic> were measured for the optimal operating conditions during PentaCB degradation. It was showed that PCB101 degradation rate decreased to 78.4% and 17.2% respectively following its progressively increased concentration (<xref ref-type="fig" rid="F2">Figure 2B</xref>). The addition of enzyme enhanced the degradation efficiency. Similarly, reducing the enzyme dosage by half, the degradation rate of PCB101 maintained directly proportional to the enzyme content. Within 2 h and 4 h, the enzymatic degradation efficiency of PCB101 reached 12.5% and 23.9%, respectively. This indicates the potential to significantly shorten the high-throughput screening process for functional microbes. The optimal pH for enzyme activity was found to be 6.0, with stability observed over a broad pH range of 4.0 to 8.0.</p></sec>
<sec>
<title>3.3 Proteomic insights during PentaCB degradation</title>
<p>Quantification of proteome changes under PentaCB stress were analyzed, resulting in a total of 885,055 matched spectra to known ones. Additionally, 17,460 unique peptides were generated, and a total of 2,231 proteins were detected.</p>
<p>To obtain more detailed functional information about the quantified and identified proteins, a Venn diagram was used to compare the Gene Ontology (GO), clusters of orthologous groups (COG), Kyoto encyclopedia of genes and genomes (KEGG), and InterPro (IPR) domain annotations (<xref ref-type="fig" rid="F3">Figure 3A</xref>). Based on GO terms, a total of 1,354 proteins were annotated across three categories: biological process (BP), cellular component (CC), and moleculr function (MF). The most commonly annotated category under BP term was the oxidation-reduction process including 161 proteins. Under the CC term, 123 proteins were annotated as being associated with membranes. In the MF category, 185 proteins were annotated as ATP binding. Using the COG functional classification, a total of 2,026 proteins were annotated. The main functional classification was amino acid transport and metabolism, which involved 261 proteins. Furthermore, 1,955 proteins were annotated in different KEGG pathways. The metabolism pathway with 1,178 proteins identified had the highest number of annotated proteins. Simultaneously, 1,974 proteins were annotated with different IPR terms. The most common IPR-annotated proteins included the AAA&#x0002B; ATPase domain (90 proteins), the ABC transporter-like domain (72 proteins), and the ABC transporter type 1 transmembrane domain MetI-like (40 proteins).</p>








<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>Insights from Proteomic Analysis of PentaCB Degradation by <italic>M. paraoxydans</italic>. <bold>(A)</bold> Venn diagram of function annotation based on enriched GO terms, GOG functional classification, KEGG pathways and IPR terms. <bold>(B)</bold> Volcano plot of differential proteins between YD and CK groups. Each dot represents one protein. Red dots represent the significantly up-regulated proteins and green dots represent the significantly down-regulated proteins. Gray dots represent no significantly differential proteins. <bold>(C)</bold> Clustering heat map of differential proteins. <bold>(D)</bold> PPI network. <bold>(E)</bold> KEGG enriched pathways of differential proteins (<italic>p</italic> &#x0003C; 0.05).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1389805-g0003.tif"/>
</fig>


<p>Here, there were 24 differential proteins detected in which 15 up-regulated and 9 down-regulated proteins were included (<xref ref-type="fig" rid="F3">Figure 3B</xref>). Among the up-regulated proteins, 12 characterized proteins were identified, including carbohydrate ABC transporter substrate-binding protein, L-alanine-DL-glutamate epimerase, peptidase inhibitor I9, galactokinase, DNA-binding transcriptional regulators (Lrp family, PadR family, Lrp/AsnC family), putative adhesion proteins, Sec-independent protein translocase protein TatA, bifunctional protein GlmU, sugar phosphate permease, and signal peptidase I (SPase I) (<xref ref-type="fig" rid="F3">Figure 3C</xref>). Based on MF category, these up-regulated proteins were involved in serine-type peptidase activity, galactokinase activity, sequence-specific DNA binding, and protein transporter activity. Besides, the differentially up-regulated proteins were enriched in pathways of protein export, amino sugar and nucleotide sugar metabolism, bacterial secretion system, galactose metabolism, and quorum sensing (<xref ref-type="fig" rid="F3">Figures 3D</xref>, <xref ref-type="fig" rid="F3">E</xref>).</p></sec>
<sec>
<title>3.4 Metabolomic analysis during PentaCB degradation</title>
<p>Metabolic profiling was performed to gain insights into the efficient degradation mechanism of PentaCB by <italic>M. paraoxydans</italic>. A total of 283 metabolites were identified and screened for differential accumulation. The top five differential metabolites distinguishing YD from CK (<xref ref-type="fig" rid="F4">Figure 4</xref>) were determined based on VIP (variable importance in projection) score &#x0003E; 1.0, absolute value of log<sub>2</sub> (fold change) &#x0003E; 1.2, and p &#x0003C;0.05. Four metabolites including 1, 2, 4-benzenetriol (C<sub>6</sub>H<sub>6</sub>O<sub>3</sub>), octadecanol, malonamide, citraconic acid (C<sub>5</sub>H<sub>6</sub>O<sub>4</sub>) showed significant up-regulation while hexadecane exhibited significant down-regulation (<xref ref-type="fig" rid="F4">Figures 4B</xref>, <xref ref-type="fig" rid="F4">C</xref>). Differential metabolites were enriched in pathways of benzoate degradation, chlorocyclohexane and chlorobenzene degradation, and aminobenzoate degradation (Figure 4D). The metabolic pathways were significantly enhanced in cells induced by PentaCB. The enriched pathways of benzoate degradation and aminobenzoate degradation were observed only in induced cells samples.</p>




<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p>Insights from Metabolomic Analysis of PentaCB Degradation by <italic>M. paraoxydans</italic>. <bold>(A)</bold> Venn diagram for multigroup comparison of differential metabolites. <bold>(B)</bold> Volcano plot of differential metabolites between YD and CK groups. Each dot represents one metabolite. Red dots represent the significantly up-regulated metabolites and green dots represent the significantly down-regulated metabolites. Gray dots represent no significantly differential metabolites. The dot size represents the value of the VIP score. <bold>(C)</bold> Clustering heat map of differential metabolites. <bold>(D)</bold> KEGG enriched pathway of differential metabolite 1, 2, 4-benzenetriol. It reacts with oxygen to produce 2-maleylacetate. This reaction (R03891) is a constituent of the chlorocyclohexane and chlorobenzene degradation pathway (rn00361). CK, Cells without induction; CKU, The supernatant of cells without induction; YD, Cells induced by PentaCB; YDU, The supernatant of cells induced by PentaCB.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1389805-g0004.tif"/>
</fig></sec>


<sec>
<title>3.5 Multi-omics analysis of PentaCB degradation</title>
<p>Through a combined analysis of differential proteome and metabolome, it was found that the 5 most influential metabolites were strongly associated with the 24 differentially abundant proteins that distinguished YD from CK during degradation process of PentaCB (<xref ref-type="fig" rid="F5">Figure 5</xref>).</p>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p>Correlation between differential proteins and metabolites during PentaCB Degradation by <italic>M. paraoxydans</italic>. The redder the color, the stronger the positive correlation, and the bluer the color, the stronger the negative correlation.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1389805-g0005.tif"/>
</fig>

</sec></sec>
<sec id="s4">
<title>4 Discussion</title>
<sec>
<title>4.1 PCBs-degrading strains and capabilities</title>
<p>Several genera with reported PCBs-degrading ability include <italic>Rhodococcus, Bacillus, Pseudomonas, Achromobacter</italic>, and <italic>Burkholderia</italic> (Vasilyeva and Strijakova, <xref ref-type="bibr" rid="B46">2007</xref>; Field and Sierra-Alvarez, <xref ref-type="bibr" rid="B10">2008</xref>; Stella et al., <xref ref-type="bibr" rid="B41">2017</xref>; Han et al., <xref ref-type="bibr" rid="B18">2023b</xref>). Gilbert and Crowley (<xref ref-type="bibr" rid="B15">1997</xref>) observed that resting cells of carvone-induced <italic>Arthrobacter</italic> sp. B1B degraded 26 major components of Aroclor 1242, including 14 &#x000B1; 6% of PCB101 within 15 h, and noted that the more highly chlorinated congeners (such as tetra- and pentachlorinated ones) were transformed at a slower rate compared to the di- and trichlorobiphenyls. There were also 14 bacteria strains co-metabolizing biphenyl and PCBs isolated from environmental samples, belonging to the genera <italic>Pseudomonas</italic> and <italic>Rhodococcus</italic> (Takahito et al., <xref ref-type="bibr" rid="B45">2016</xref>). And <italic>Pseudomonas extremaustralis</italic> ADA-5 can utilize decachlorobiphenyl (DCB) as the unique carbon source and degrade 9.75% DCB within 336 h (L&#x000F3;pez et al., <xref ref-type="bibr" rid="B29">2021</xref>). In previous studies, the white-rot fungi <italic>Pleurotus ostreatus</italic> was the most efficient known organism in PCBs degradation, decomposing 99.6% of low-chlorinated biphenyls (commercial mixture Delor 103 with 2.6% PentaCB) after 42 days and having the capability of breaking down penta- and hexachlorinated biphenyls (Cvan&#x0010D;arov&#x000E1; et al., <xref ref-type="bibr" rid="B8">2012</xref>). For contaminated soil, <italic>P. ostreatus</italic> achieved a 50.5% removal of PCBs from the rhizosphere of dumpsite soils after 12 weeks of treatment, however, significant PCBs concentration reduction was not observed within the first 6 weeks of incubation in highly contaminated soil. Both <italic>P. ostreatus</italic> and <italic>Irpex lacteus</italic> were capable of efficiently degrading a wide range of aromatic organopollutants through the secretion of oxidative enzymes with low substrate specificity in the process of PCBs biotransformation (Stella et al., <xref ref-type="bibr" rid="B41">2017</xref>). Resuscitating viable but non-culturable (VBNC) bacteria could provide huge candidates for obtaining high-efficient PCBs degraders. Lin et al. (<xref ref-type="bibr" rid="B27">2022</xref>) utilized resuscitation-promoting factor (Rpf) to screen a resuscitated strain <italic>Streptococcus</italic> sp. SPC0 from PCBs (tri- and tetrachlorinated ones) contaminated soil and found that it degraded 88.6% of total PCBs within 84 h. Han et al. (<xref ref-type="bibr" rid="B18">2023b</xref>) used the similar methods to screen a strain <italic>Bacillus</italic> sp. LS1 under aerobic condition that degraded 59.6% and 50.1% of total PCBs (tri- and tetrachlorinated ones) with the concentrations of 10 mg/L and 20 mg/L within 84 h, respectively <xref ref-type="table" rid="T1">Table 1</xref> summarizes the above PCBs-degrading strains and their capabilities. Compared with previous research, we used an efficient enzymatic screening method in this research, which directly acted on pollutants by extracting intracellular enzymes, and omitted the step of transferring pollutants from extracellular to intracellular, which greatly saved time. By using this method, we report the species <italic>M. paraoxydans</italic> exhibiting efficient ability of PentaCB degradation for the first time to our knowledge. <italic>M. paraoxydans</italic> and its intracellular enzymes showed the application value in the remediation of highly toxic and poorly degradable PCBs pollutants.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Overview of PCBs-degrading strains and capabilities.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919498;color:#ffffff">
<th valign="top" align="left"><bold>Strains</bold></th>
<th valign="top" align="left"><bold>Pollutant</bold></th>
<th valign="top" align="left"><bold>Initial concentration</bold></th>
<th valign="top" align="left"><bold>Removal %</bold></th>
<th valign="top" align="left"><bold>Operational time</bold></th>
<th valign="top" align="left"><bold>References</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><italic>Arthrobacter</italic> sp. strain B1B</td>
<td valign="top" align="left">PCB 101</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">14 &#x000B1; 6</td>
<td valign="top" align="left">15 h</td>
<td valign="top" align="left">Gilbert and Crowley, <xref ref-type="bibr" rid="B15">1997</xref></td>
</tr> <tr>
<td valign="top" align="left"><italic>Pleurotus ostreatus</italic></td>
<td valign="top" align="left">Delor 103 (PCB commercial mixture with an average of 3 chlorosubstituents)</td>
<td valign="top" align="left">10 mg/L</td>
<td valign="top" align="left">99.6</td>
<td valign="top" align="left">42 days</td>
<td valign="top" align="left">Cvan&#x0010D;arov&#x000E1; et al., <xref ref-type="bibr" rid="B8">2012</xref></td>
</tr> <tr>
<td valign="top" align="left"><italic>Irpex lacteus</italic></td>
<td valign="top" align="left">PCBs</td>
<td valign="top" align="left">169.36 &#x003BC;g/g</td>
<td valign="top" align="left">30.3</td>
<td valign="top" align="left">12 weeks</td>
<td valign="top" align="left">Stella et al., <xref ref-type="bibr" rid="B41">2017</xref></td>
</tr>
 <tr>
<td valign="top" align="left"><italic>Pleurotus ostreatus</italic></td>
<td valign="top" align="left">PCBs</td>
<td/>
<td valign="top" align="left">50.5</td>
<td valign="top" align="left">12 weeks</td>
<td/>
</tr> <tr>
<td valign="top" align="left"><italic>Pseudomonas extremaustralis</italic> ADA-5</td>
<td valign="top" align="left">Decachlorobiphenyl</td>
<td valign="top" align="left">250 mg/L</td>
<td valign="top" align="left">9.75</td>
<td valign="top" align="left">336 h</td>
<td valign="top" align="left">L&#x000F3;pez et al., <xref ref-type="bibr" rid="B29">2021</xref></td>
</tr> <tr>
<td valign="top" align="left"><italic>Streptococcus</italic> sp. SPC0</td>
<td valign="top" align="left">PCBs (PCBs 18, 52 and 77 accounted for 90%, 6% and 4% of the PCB mixture)</td>
<td valign="top" align="left">5 mg/L</td>
<td valign="top" align="left">80.6</td>
<td valign="top" align="left">84 h</td>
<td valign="top" align="left">Lin et al., <xref ref-type="bibr" rid="B27">2022</xref></td>
</tr> <tr>
<td valign="top" align="left"><italic>Bacillus</italic> sp. LS1</td>
<td valign="top" align="left">PCBs (PCBs 18, 52 and 77 accounted for 90%, 6% and 4% of the PCB mixture)</td>
<td valign="top" align="left">10 mg/L</td>
<td valign="top" align="left">59.6</td>
<td valign="top" align="left">84 h</td>
<td valign="top" align="left">Han et al., <xref ref-type="bibr" rid="B18">2023b</xref></td>
</tr>
 <tr>
<td/>
<td/>
<td valign="top" align="left">20 mg/L</td>
<td valign="top" align="left">50.1</td>
<td valign="top" align="left">84 h</td>
<td/>
</tr></tbody>
</table>
<table-wrap-foot>
<p>NR, not reported.</p>
</table-wrap-foot>
</table-wrap>

</sec>
<sec>
<title>4.2 Proteomic dynamics in PentaCB degradation</title>
<p>Functional enzymes of prokaryotic bacteria involved in organopollutants degradation were mainly intracellular (Kamei et al., <xref ref-type="bibr" rid="B22">2006a</xref>). The intake process of pollutants was considered as a rate-limiting step. For example, the uptake of long-chain alkanes is the first step in its utilization by many gram-negative bacteria (Liu et al., <xref ref-type="bibr" rid="B28">2023</xref>). Proteomic quantitative results based on iTRAQ showed that 123 proteins of <italic>Novosphingobium</italic> sp.ES2-1 were significantly upregulated under 17&#x003B2;-estradiol (E2) induction, two of which were associated with the ABC transport system (Li et al., <xref ref-type="bibr" rid="B26">2024</xref>). In our study, it was also found that the expression of carbohydrate ABC transporter substrate-binding protein involved in transmembrane transport was up-regulated during PentaCB degradation.</p>
<p>Besides, as it was known, ABC transporters primarily utilized ATP binding and hydrolysis to transport different substrates into cells (Jiang et al., <xref ref-type="bibr" rid="B21">2021</xref>). The transmembrane transport of fluoranthene in <italic>B. cereus</italic> required transmembrane proteins and energy (Jiang et al., <xref ref-type="bibr" rid="B21">2021</xref>). In our study, GO and IPR functional analysis also showed transmembrane transport involved energy consumption in <italic>M. paraoxydans</italic> for PentaCB degradation, which could be categorized into active transport.</p>
<p>Majority proteins in the cytosol of gram-positive bacteria were exported through the two systems, the general secretion (Sec) system or the twin-arginine translocation (Tat) system (Sargent et al., <xref ref-type="bibr" rid="B35">1998</xref>; Berks et al., <xref ref-type="bibr" rid="B6">2000</xref>; Palmer and Berks, <xref ref-type="bibr" rid="B33">2012</xref>). The latter was known for its ability to export completely folded proteins across the cytoplasmic membrane (Freudl, <xref ref-type="bibr" rid="B12">2013</xref>). In this study, as one of the integral membrane proteins of Tat translocase, the expression of Sec-independent translocase protein TatA was differentially up-regulated (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S2</xref>) and enriched in the pathway of protein export and bacterial secretion. Arauzo-Aguilera et al. (<xref ref-type="bibr" rid="B3">2023</xref>) reported recently protein YebF could be exported to the periplasm at high level through Tat pathway.</p>
<p>Moreover, another differentially up-regulated protein, the unique serine endoprotease SPase I, was essential for bacterial viability (Sza&#x00142;aj et al., <xref ref-type="bibr" rid="B44">2023</xref>) and required by bacterial protein translocation pathways (Sec or Tat) for releasing translocated preproteins from the membrane during their transport from the cytoplasmic site of synthesis to extracytoplasmic locations (Auclair et al., <xref ref-type="bibr" rid="B4">2012</xref>). In the case of <italic>M. paraoxydans</italic>, carbohydrate ABC transporter substrate-binding protein, TatA and SPase I (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S2</xref>) were together up-regulated, indicating that bacterial enzymes involved in PentaCB degradation were distributed both in the cytoplasm and at the outer face of the cytoplasmic membrane.</p>
<p>Additionally, the differentially up-regulated proteins from <italic>M. paraoxydans</italic> under PCB101 stress were enriched in one pathway of quorum sensing, which suggested it played a role in promoting PentaCB degradation. As reported, gram-positive bacterium typically employed quorum sensing communication circuits mediated by processed oligopeptides to regulate various physiological activities, including symbiosis, movement, and biofilm formation (Alonso-Echanove et al., <xref ref-type="bibr" rid="B1">2001</xref>; Jiang et al., <xref ref-type="bibr" rid="B21">2021</xref>). At the same time, another up-regulated protein in our study, the bifunctional protein GlmU, was reported to be related to biofilm production in <italic>E. coli, Staphylococcus epidermidis</italic>, and <italic>Staphylococcus aureus</italic> (Burton et al., <xref ref-type="bibr" rid="B7">2006</xref>; Suman et al., <xref ref-type="bibr" rid="B43">2011</xref>; Sharma et al., <xref ref-type="bibr" rid="B37">2016</xref>). GlmU was also found critical for biofilm formation in <italic>Mycobacterium smegmatis</italic> under alkylating stress (Somma et al., <xref ref-type="bibr" rid="B38">2019</xref>).</p></sec>
<sec>
<title>4.3 Cellular responses and pathways in PentaCB degradation</title>
<p>Bacteria responses to environmental changes were also analyzed by metabolomics here (Eguchi et al., <xref ref-type="bibr" rid="B9">2017</xref>; Zhou and Hu, <xref ref-type="bibr" rid="B52">2017</xref>). Previous studies on PCBs bioremediation by white-rot fungi <italic>P. ostreatus</italic> and <italic>I. lacteus</italic> detected transformation products such as hydroxylated and methoxylated PCBs, chlorobenzoates, and chlorobenzyl alcohols (Stella et al., <xref ref-type="bibr" rid="B41">2017</xref>). However, in this study, chlorinated derivatives of hydroxy- and methoxy-biphenyls were not detected among the differential metabolites. Instead, pathways related to chlorocyclohexane and chlorobenzene degradation, benzoate degradation, and aminobenzoate degradation were enriched.</p>
<p>The accumulation of intermediate PCBs metabolites was found to be minimal during degradation processes (Cvan&#x0010D;arov&#x000E1; et al., <xref ref-type="bibr" rid="B8">2012</xref>). While previous research detected methoxylated metabolites but no hydroxylated compounds (Kamei et al., <xref ref-type="bibr" rid="B23">2006b</xref>), this study identified a significantly up-regulated metabolite, 1, 2, 4-benzenetriol, which is a benzene metabolite (Sommers and Schiestl, <xref ref-type="bibr" rid="B39">2006</xref>). Additionally, citraconic acid, another up-regulated metabolite, is associated with pyrimidine, purine, glutathione, and cysteine and methionine metabolism (Eguchi et al., <xref ref-type="bibr" rid="B9">2017</xref>). Glutathione levels have been shown to decrease during PCBs treatment (Lai et al., <xref ref-type="bibr" rid="B24">2010</xref>; Nomiyama et al., <xref ref-type="bibr" rid="B32">2023</xref>; Zarerad et al., <xref ref-type="bibr" rid="B49">2023</xref>), and PCBs metabolites can react with glutathione to form hydroquinone adducts of PCBs (Amaro et al., <xref ref-type="bibr" rid="B2">1996</xref>). The increased octadecanol may enhance the hydrolytic action of phospholipases, which played a critical role in cell proliferation and metastasis (Foster and Xu, <xref ref-type="bibr" rid="B11">2003</xref>; Bedia et al., <xref ref-type="bibr" rid="B5">2015</xref>). On the other hand, hexadecane, which was significantly down-regulated, is used as a reaction medium for catalytic hydrodechlorination (Murena and Schioppa, <xref ref-type="bibr" rid="B31">2000</xref>). These findings suggest that <italic>M. paraoxydans</italic> has the inherent ability to degrade PentaCB. The differential metabolites observed in <italic>M. paraoxydans</italic> cell samples, rather than the supernatant, indicate the cellular response to PentaCB stress, involving aromatic moiety decomposition, hydrodechlorination, and cell proliferation and metastasis.</p></sec></sec>
<sec id="s5">
<title>5 Conclusion</title>
<p>In this research, an efficient enzymatic screening method helped to obtain a new PentaCB-degrading bacterium <italic>M. paraoxydans</italic>. Further, proteomic and metabolomic sequencing and deep analyses were employed to investigate the aerobic bacterial degradation mechanism of PentaCB. <xref ref-type="fig" rid="F6">Figure 6</xref> summarized the mechanism. The differential proteins and metabolites together revealed that PentaCB transport into cytoplasm required transmembrane proteins such as ABC transporter substrate-binding protein and energy expenditure. And functional bacterial proteins for PentaCB degradation were distributed both in the cytoplasm and outer surface of cytoplasmic membrane. Protein export, bacterial secretion, biofilm formation and quorum sensing also played crucial roles simultaneously during bacterial degradation of PentaCB (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S2</xref>). These findings will contribute to a deeper understanding of the internal regulatory networks underlying the biodegradation mechanism of PentaCB.</p>
<fig id="F6" position="float">
<label>Figure 6</label>
<caption><p>Hypothesized mechanism of PentaCB degradation by <italic>M. paraoxydans</italic>.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1389805-g0006.tif"/>
</fig>

</sec>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/<xref ref-type="sec" rid="s10">Supplementary material</xref>.</p></sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>LJ: Writing &#x02013; original draft, Writing &#x02013; review &#x00026; editing. XC: Writing &#x02013; original draft. LW: Writing &#x02013; review &#x00026; editing. XF: Writing &#x02013; review &#x00026; editing. WL: Writing &#x02013; review &#x00026; editing. LZ: Writing &#x02013; review &#x00026; editing. QL: Writing &#x02013; review &#x00026; editing. YX: Writing &#x02013; review &#x00026; editing. ZY: Writing &#x02013; review &#x00026; editing. YG: Writing &#x02013; original draft, Writing &#x02013; review &#x00026; editing. FY: Writing &#x02013; original draft, Writing &#x02013; review &#x00026; editing.</p></sec>
</body>
<back>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported by the National Key Research and Development Program of China (2023YFD1902701), the Shandong Provincial Key Research and Development Program, China (2018GSF117004), the National Natural Science Foundation of China (62102065), the Research Project (Youth Fund) of Shandong Academy of Sciences (2018QN0018), the Special Fund for Clinical Research of Shandong Provincial Medical Association (YXH2019ZX016), the Central-guided Local Science and Technology Development Fund (YDZX2023057), Joint Funds for the Innovation of Science and Technology, Fujian Province (2022J05055), and Fujian Medical University Research Foundation of Talented Scholars (XRCZX2022003).</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x00027;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="s10">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2024.1389805/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmicb.2024.1389805/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/></sec>
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