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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
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<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2025.1624927</article-id>
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<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>The role of cyano-phycocyanin as a quorum sensing inhibitor to attenuate <italic>Pseudomonas aeruginosa</italic> virulence</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Ying</surname><given-names>Jun</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<name><surname>Lin</surname><given-names>Qinyu</given-names></name>
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<name><surname>Lou</surname><given-names>Zhefeng</given-names></name>
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<name><surname>Li</surname><given-names>Peizhen</given-names></name>
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<aff id="aff1"><label>1</label><institution>School of Laboratory Medicine and Life Science, Wenzhou Medical University</institution>, <city>Wenzhou</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>Wenzhou Semir United International School</institution>, <city>Wenzhou</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff3"><label>3</label><institution>Rehabilitation Medicine, No.906 Hospital of Joint Logistic Support Force of PLA</institution>, <city>Wenzhou</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff4"><label>4</label><institution>Wenzhou Third Clinical Institute Affiliated to Wenzhou Medical University, Wenzhou People&#x2019;s Hospital</institution>, <city>Wenzhou</city>,&#xa0;<country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Jing Xie, <email xlink:href="mailto:christian_xj@163.com">christian_xj@163.com</email>; Zhefeng Lou, <email xlink:href="mailto:30233416@qq.com">30233416@qq.com</email>; Peizhen Li, <email xlink:href="mailto:lpz0522@126.com">lpz0522@126.com</email></corresp>
<fn fn-type="present-address" id="fn003">
<label>&#x2020;</label>
<p>Present address: Jing Xie, Dermatology Department, Wenzhou Third Clinical Institute Affiliated to Wenzhou Medical University, Wenzhou People&#x2019;s Hospital, Wenzhou, China; Zhefeng Lou, School of Laboratory Medicine and Life Science, Wenzhou Medical University, Wenzhou, China; Peizhen Li, School of Laboratory Medicine and Life Science, Wenzhou Medical University, Wenzhou, China</p></fn>
<fn fn-type="equal" id="fn004">
<label>&#x2021;</label>
<p>These authors have contributed equally to this work</p></fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-11-19">
<day>19</day>
<month>11</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>15</volume>
<elocation-id>1624927</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>10</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Ying, Guo, Pan, Li, Tai, Li, Lin, Pan, Huang, Xiao, Pan, Xu, Xie, Lou and Li.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Ying, Guo, Pan, Li, Tai, Li, Lin, Pan, Huang, Xiao, Pan, Xu, Xie, Lou and Li</copyright-holder>
<license>
<ali:license_ref start_date="2025-11-19">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>In recent years, developing drugs that directly target pathways related to the pathogenic mechanisms of bacteria has been a research hotspot, and quorum sensing (QS) is one of the most effective strategies to combat multidrug-resistant bacteria. We evaluated the inhibitory effect of cyano-phycocyanin (C-PC) on the virulence of PA2 <italic>in vitro</italic> and <italic>in vivo</italic> and explored its potential as a quorum sensing inhibitor (QSI).</p>
</sec>
<sec>
<title>Methods</title>
<p>In this study, the minimum inhibitory concentration (MIC) and growth curve of C-PC on PA2 were determined, and the effect of C-PC on QS-regulated virulence factors and the anti-biofilm activity of C-PC against PA2 were investigated. The <italic>Pseudomonas</italic> quinolone signal (PQS) were analyzed by HPLC system and the expression levels of QS signaling molecules, virulence genes, biofilm and movement-related genes were detected by qPCR. The macrophage and mouse infection model were used to explore the anti-infection ability of C-PC <italic>in vitro</italic> and <italic>in vivo</italic>.</p>
</sec>
<sec>
<title>Results</title>
<p>C-PC attenuated biofilm formation, pyocyanin synthesis, motility, and PQS signaling molecule production. Moreover, C-PC significantly downregulated the transcription levels of QS-related genes in PA2, including <italic>pqsA</italic> and <italic>pqsR</italic>, as well as the expression of virulence factor genes <italic>phzA</italic>, <italic>lasA</italic>, <italic>lasB</italic>, <italic>flgF</italic>, <italic>fliE</italic>, <italic>exoS</italic>, <italic>exsA</italic>, <italic>lecA</italic>, <italic>popB</italic>, <italic>vasG</italic>, <italic>chiC</italic>, <italic>pelF</italic>, <italic>pslB</italic>, <italic>qseB</italic>, and <italic>pgsR</italic>. <italic>In vitro</italic>, C-PC reduced the adhesion and invasion of PA2 in RAW264.7 cells, and decreased LDH release and macrophage damage caused by PA2 infection. <italic>In vivo</italic>, C-PC reduced the pathogenicity of PA2 and improved mouse survival rates, showing a protective effect.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>Taken together, these results suggest that C-PC showed strong anti-QS activity, providing new insights into the development of strategies against PA infection.</p>
</sec>
</abstract>
<kwd-group>
<kwd>C-PC</kwd>
<kwd>PQS</kwd>
<kwd><italic>Pseudomonas aeruginosa</italic></kwd>
<kwd>biofilm</kwd>
<kwd>RAW264.7</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declare that financial support was received for the research and/or publication of this article. This study was supported by the Wenzhou City Science and Technology Foundation of China under Grant No. Y20240091, Y20210246, Y20210179 and ZY2021026; Zhejiang Provincial Natural Science Foundation of China under Grant No. LTGY24H150004; National Natural Science Foundation of China under Grant No.81501808.</funding-statement>
</funding-group>
<counts>
<fig-count count="8"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="42"/>
<page-count count="12"/>
<word-count count="4429"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Antibiotic Resistance and New Antimicrobial drugs</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p><italic>Pseudomonas aeruginosa</italic> (PA) is a ubiquitous Gram-negative opportunistic pathogen often isolated from plants, fruits, soil, and water environments (<xref ref-type="bibr" rid="B32">Sousa and Pereira, 2014</xref>). Under certain circumstances, PA can be a significant pathogenic factor in severe opportunistic infections in humans and animals (<xref ref-type="bibr" rid="B5">Capatina et&#xa0;al., 2022</xref>). It typically infects the airways and urinary tract, causes blood stream infections, and is the most common cause of burn wound infections, hot-tub dermatitis, and outer ear infections (<xref ref-type="bibr" rid="B33">Szab&#xf3; et&#xa0;al., 2022</xref>). Due to its strong survival adaptability and high susceptibility to drug resistance, complete eradication is challenging. Different degrees of resistance have emerged against the five commonly used clinical antibiotics, particularly imipenem and meropenem, with resistance rates of 23% and 18.9%, respectively (<xref ref-type="bibr" rid="B40">Ying et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B6">Chang et&#xa0;al., 2018</xref>). Additionally, PA is one of the six highly drug-resistant pathogens in the &#x201c;ESKAPE&#x201d; (<italic>Enterococcus faecalis</italic>, <italic>Staphylococcus aureus</italic>, <italic>Klebsiella pneumoniae</italic>, <italic>Acinetobacter baumannii</italic>, <italic>Pseudomonas aeruginosa</italic>, <italic>Escherichia coli</italic>) group, which are major contributors to hospital-acquired infections (<xref ref-type="bibr" rid="B37">World Health Organization, 2017</xref>). Thus, the World Health Organization (WHO) has classified carbapenem-resistant PA as a key priority pathogen urgently requiring new antibiotics. Finding alternative therapies to eliminate PA infections have become crucial (<xref ref-type="bibr" rid="B14">Jurado-Mart&#xed;n et&#xa0;al., 2021</xref>).</p>
<p>The mechanism of traditional antibiotics is to interfere with the normal physiological metabolism of bacteria, exerting antibacterial and bactericidal effects and even playing a targeted screening role in bacterial resistance mutations. It has led to increasingly severe antibiotic resistance (<xref ref-type="bibr" rid="B19">Liu et&#xa0;al., 2018</xref>). In recent years, developing drugs that directly target pathways related to the pathogenic mechanisms of bacteria has been a research hotspot (<xref ref-type="bibr" rid="B30">Sanya et&#xa0;al., 2023</xref>). The virulence of PA plays an important role in its pathogenicity. The expression and regulation of virulence genes are closely related to bacterial quorum sensing (QS) (<xref ref-type="bibr" rid="B17">Lee and Zhang, 2015</xref>; <xref ref-type="bibr" rid="B35">Vadakkan et&#xa0;al., 2024</xref>). PA has a complex QS regulatory network, consisting of four QS systems: the <italic>LasI/LasR</italic> system, <italic>RhlI/RhlR</italic> system, IQS system, and PQS system (<xref ref-type="bibr" rid="B22">Meng et&#xa0;al., 2020</xref>). These systems coordinate and regulate the expression of over 300 genes involved in virulence, affecting motility, virulence factor production, biofilm formation, and antibiotic resistance (<xref ref-type="bibr" rid="B35">Vadakkan et&#xa0;al., 2024</xref>). Anti-virulence drugs targeting the QS system can block the perception and transduction of self-inducers, effectively reducing the pathogenicity of PA without threatening the survival of bacteria. This approach prevents the development of drug resistance and shows great potential for the research of anti-infective therapies (<xref ref-type="bibr" rid="B13">Grossman et&#xa0;al., 2020</xref>).</p>
<p>The behavior of bacteria is characterized by mutual assistance with coexisting organisms and competition with other organisms, enabling the screening of numerous quorum sensing inhibitors (QSIs) in nature (<xref ref-type="bibr" rid="B8">Defoirdt, 2018</xref>). Among them, marine algae are a rich source for drug discovery. The active ingredient in <italic>Spirulina platensis</italic>, C-PC accounts for 40% of the total protein and has physiological activities such as antioxidant, anticancer, anti-inflammatory, immunomodulatory, and antibacterial properties (<xref ref-type="bibr" rid="B4">Bannu et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B25">Pan et&#xa0;al., 2015</xref>). However, the potential mechanism by which C-PC regulates virulence and inflammation to reduce pathological damage in PA infection has not yet been fully studied <italic>in vitro</italic> and <italic>in vivo</italic>. In this context, we further examined the effect of C-PC on QS-related phenotypes, including biofilm formation and virulence factors. We also investigated the anti-infective activity and mechanism of action of C-PC on the PA<sup>&#x2019;</sup>s QS system at the gene level. These results suggest C-PC as a promising anti-QS agent that may help prevent PA-mediated inflammation and infection.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>C-PC extraction</title>
<p>C-PC was extracted from <italic>Spirulina platensis</italic> and isolated using ammonium sulphate precipitation, followed by a single-step chromatography process with DEAE Cellulose-52 and phosphate buffer (<xref ref-type="bibr" rid="B25">Pan et&#xa0;al., 2015</xref>). As a result, the high-purity C-PC (with an A<sub>620</sub>/A<sub>280</sub> value of 4.36) was obtained.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Bacterial strains and cell strains</title>
<p>PAO1 (ATCC 15692), and PA2 (collected from the First Affiliated Hospital of Wenzhou Medical College) were stored in our laboratory. The strains were grown in Luria Bertani (LB) medium at 37&#xb0;C with shaking, collected by centrifugation, and diluted in the appropriate experimental medium.</p>
<p>RAW264.7 cells were purchased from the Institute of Biochemistry and Cell Biology Sciences, Chinese Academy of Sciences (Shanghai, China). Cells were cultured in DMEM medium (Gibco, New York, USA) supplemented with 10% fetal&#xa0;bovine serum (Chinese Holly Biotechnology Ltd., Hangzhou, China).</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Determination of minimum inhibitory concentration</title>
<p>The MIC of C-PC against PA was determined using the broth microdilution method following the guidelines of the Clinical and Laboratory Standards Institute (<xref ref-type="bibr" rid="B11">Gao et&#xa0;al., 2022</xref>). Briefly, 5 &#xd7; 10<sup>6</sup> colony-forming units (CFU)/mL of PA were dispensed into LB medium supplemented with 0, 16, 32, 64, 128, 256, 512, and 1024 &#x3bc;g/mL of C-PC or Ampicillin (AMP) (Yuanye, Shanghai, China). The plates were incubated at 37 &#xb0;C for 24&#xa0;h.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Growth curve</title>
<p>Briefly, 5 &#xd7; 10<sup>6</sup> CFU/mL of PA2 was diluted in LB medium cultured with different concentrations of C-PC (0, 64, 128, 256 and 512 &#x3bc;g/mL) at 37&#xb0;C with continuous shaking (180 rpm). Every 2&#xa0;h, the absorbance of each bacterial culture was measured at 600 nm using a microplate reader.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Quantitation of pyocyanin</title>
<p>This experiment was performed as above in 2.4 and cultured for 12&#xa0;h. For cell-free quantification of virulence factors, pyocyanin was extracted from the culture supernatant using chloroform (800 &#xb5;L) at a 3:2 ratio, followed by re-extraction with 200 &#xb5;L of 0.2 mol/L HCl (<xref ref-type="bibr" rid="B39">Yang et&#xa0;al., 2021</xref>). Sterilized deionized water was used in negative control. The absorbance was measured at 520 nm.</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Swimming and swarming motility assays</title>
<p>The plates were prepared according to an established protocol (<xref ref-type="bibr" rid="B26">Rashid and Kornberg, 2000</xref>). PA2 was cultured with C-PC (0, 64, 128, and 256 &#xb5;g/mL) for 24&#xa0;h. Next, 1.0 &#x3bc;L of PA2 culture was inoculated at the center of swimming and swarming plates. The plates were incubated at 37 &#xb0;C for 12&#xa0;h, and the flagellar motility was determined by measuring the diameter (mm) of the traveled cells on the surface of the agar plate (<xref ref-type="bibr" rid="B27">Rashmi et&#xa0;al., 2018</xref>).</p>
</sec>
<sec id="s2_7">
<label>2.7</label>
<title>Biofilm inhibition assay</title>
<p>PA2 was cultured with different concentrations of C-PC (0, 64, 128, and 256 &#xb5;g/mL) for 24&#xa0;h at 37 &#xb0;C. After incubation, the culture medium was removed, and the tubes were washed three times with phosphate-buffered saline (PBS). The remaining biofilms were stained with 0.1% crystal violet for 15&#xa0;min and then rinsed twice with water. The tubes were dried, and the biofilm-bound crystal violet was solubilized using 95% ethanol. The absorbance was measured at 595 nm (<xref ref-type="bibr" rid="B41">Yu et&#xa0;al., 2014</xref>).</p>
<p>For fluorescence imaging, PA2 in the logarithmic growth phase was seeded into a 24-well plate containing coverslips and incubated in LB medium with different concentrations of C-PC (0, 64, 128, and 256 &#xb5;g/mL) at 37 &#xb0;C. After 24&#xa0;h of incubation, the medium was removed, and the formed biofilms were carefully washed three times with PBS to remove non-adherent bacteria. Subsequently, the biofilms were stained with Calcein-AM and propidium iodide (PI) (<xref ref-type="bibr" rid="B18">Li et&#xa0;al., 2015</xref>). Following two washes with PBS, the biofilms were imaged using fluorescence microscopy (Nikon, Melville, NY).</p>
</sec>
<sec id="s2_8">
<label>2.8</label>
<title>Detection of PQS signaling molecules</title>
<p><italic>Pseudomonas</italic> quinolone signal (2-heptyl-3-hydroxy-4-quinolone, PQS) was extracted using acidified ethyl acetate (0.5% formic acid, vol/vol) and analyzed by an Accela HPLC system (Thermo Fisher Scientific,Waltham, MA, USA) (<xref ref-type="bibr" rid="B38">Xu et&#xa0;al., 2016</xref>). The assay was performed using a Zorbax Eclipse XDB-C<sub>18</sub> column (5 &#x3bc;m, 4.6 mm&#xd7;250 mm, Agilent, Santa Clara, CA, USA). The PQS was eluted at a flow rate of 1 mL/min in an isocratic elution mode with a mobile phase consisting of 86% methanol (acidified with 1% glacial acetic acid) and 14% water (acidified with 1% glacial acetic acid). The PQS concentration in the samples was calculated by comparing the peak areas of a PQS standard (50 &#xb5;g/mL, Sigma, USA) with those of PA2. The relative PQS production was normalized against the total bacterial protein content.</p>
</sec>
<sec id="s2_9">
<label>2.9</label>
<title>Determination of mRNA expression levels of QS-related virulence genes in PA2 by qPCR</title>
<p>Total RNA was extracted and reverse transcribed into complementary DNA (cDNA), following the instructions provided in a commercial kit (Takara Bio, Inc., Dalian, China). Quantitative polymerase chain reaction (qPCR) was performed to assess the expression of QS-related genes. <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table S1</bold></xref> listed the primers used to amplify the reference genes. The relative differences in mRNA expression levels were calculated using the 2<sup>-&#x25b3;&#x25b3;CT</sup> method.</p>
</sec>
<sec id="s2_10">
<label>2.10</label>
<title>Cell viability assay</title>
<p>To assess the cytotoxic influence of C-PC on macrophages, we conducted the the CCK-8 assay. RAW264.7 cells (1 &#xd7; 10<sup>5</sup> cells/mL) were seeded in 96-well plates and incubated at 37 &#xb0;C overnight, and then treated with 0, 32, 64, 128, 256, and 512 &#x3bc;g/mL C-PC for 24&#xa0;h. Then, 10 &#xb5;L CCK-8 (Sangon Biotech, Shanghai, China) was added to each well, and the cells were incubated for 4&#xa0;h. Afterwards, the absorbance of the cells at 450 nm was measured using a microplate reader.</p>
</sec>
<sec id="s2_11">
<label>2.11</label>
<title>Adhesion and invasion assay</title>
<p>RAW264.7 cells were seeded into 12-well tissue culture plates at a density of 5&#xd7;10<sup>5</sup> cells/well and cultured until 80-90% confluence. PA2 was prepared to a concentration of 1&#xd7;10<sup>8</sup> CFU/mL in DMEM without antibiotics. Cells were incubated with PA2 at three multiplicities of infection (MOIs: 25, 50, or 100) in the absence of antibiotics. After 2 or 4&#xa0;h of infection, the cells were washed with PBS and lysed with 0.5% Triton-100 for 15 minutes at 37 &#xb0;C. For the invasion assay, extracellular bacteria were killed by incubating with 200 &#xb5;g/mL gentamicin for 1&#xa0;h. The attachment and invasion levels were determined by bacterial plate count (<xref ref-type="bibr" rid="B34">Tang et&#xa0;al., 2022</xref>).</p>
</sec>
<sec id="s2_12">
<label>2.12</label>
<title>Lactate dehydrogenase assay</title>
<p>The cells were infected with PA2 (MOI&#xa0;=&#xa0;100:1) for 4&#xa0;h, followed by treatment with C-PC at concentrations of 0, 32, 64, and 128 &#xb5;g/mL. The culture supernatants were collected and centrifuged at 12,000 rpm for 5&#xa0;min. LDH activity was measured using an LDH cytotoxicity assay kit (Jiancheng Biotech, Nanjing, China).</p>
</sec>
<sec id="s2_13">
<label>2.13</label>
<title><italic>In vivo</italic> protection assay</title>
<p>All animal study protocols were reviewed and approved by the animal welfare committee of Wenzhou Medical University (approval number: SYXK2014-0052). A mouse survival assay was performed to evaluate the protective effect of C-PC against PA2 (<xref ref-type="bibr" rid="B15">Khayyat et&#xa0;al., 2021a</xref>). Five groups of healthy albino mice (5 weeks old, with similar weight) were used in the study. Two control groups received either no bacteria or an intraperitoneal (i.p.) injection of 100 &#xb5;L of sterile PBS. One positive group was injected with 100 &#xb5;L of untreated PA2, while two test groups were injected with 100 &#xb5;L of PA2 treated with C-PC at 1/4 MIC (256 &#xb5;g/mL), and 1/8 MIC (128&#xa0;&#xb5;g/mL), respectively. All mice were housed under standard conditions with appropriate ventilation and feeding. The survival of mice in each group was monitored daily for five days. Tissue samples were harvested for pathological analysis (<xref ref-type="bibr" rid="B16">Khayyat et&#xa0;al., 2021b</xref>).</p>
</sec>
<sec id="s2_14">
<label>2.14</label>
<title>Statistical analysis</title>
<p>All experiments were performed in triplicate, and the results were presented as mean &#xb1; standard deviation (SD). Statistical analyses were performed using SPSS 23.0. Differences between groups were analyzed using one-way ANOVA. <italic>P</italic>&#xa0;&lt;&#xa0;0.05 was considered statistically significant.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Antimicrobial activity</title>
<p>The antimicrobial activity of C-PC was evaluated by the MIC microdilution method. The MICs of C-PC against PAO1 and PA2 were 512 &#x3bc;g/mL and 1024 &#x3bc;g/mL, respectively. For AMP, the MICs were 512 &#x3bc;g/mL and 256 &#x3bc;g/mL. The effect of C-PC on the growth of PA2 was assessed using growth curves at sub-MIC concentrations, with no growth inhibition observed at concentrations below 1/4 times the MIC of C-PC (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). So the sub-MIC concentration was selected to evaluate the anti-biofilm and anti-QS activity.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Effects of different concentrations of C-PC on the growth of PA2. All data were expressed as means &#xb1; SD (n = 3). <sup>**</sup><italic>P</italic>&#xa0;&lt;&#xa0;0.01 versus the untreated control group.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1624927-g001.tif">
<alt-text content-type="machine-generated">Line graph showing absorbance at 600 nanometers over 24 hours for various concentrations: 0, 64, 128, 256, and 512 micrograms per milliliter. Absorbance increases rapidly around 8 hours, leveling off after 12 hours. Higher concentrations generally correspond to lower absorbance.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>C-PC attenuated the production of pyocyanin</title>
<p>The inhibitory effect of C-PC on pyocyanin production was evaluated. As shown in <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>, pyocyanin production was significantly decreased by C-PC treatment in a concentration- dependent manner (<sup>**</sup><italic>P</italic>&#xa0;&lt;&#xa0;0.01). C-PC at a concentration of 256&#xa0;&#xb5;g/mL was found to have the strongest inhibitory effect on pyocyanin.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Effect of sub-MICs of C-PC on inhibition of pyocyanin production in PA2. All data were expressed as means &#xb1; SD (n = 3). <sup>**</sup><italic>P</italic>&#xa0;&lt;&#xa0;0.01 versus the untreated control group.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1624927-g002.tif">
<alt-text content-type="machine-generated">Bar graph showing pyocyanin production measured by OD520 at different phycocyanin concentrations: 0, 64, 128, and 256 micrograms per milliliter. Pyocyanin production decreases as phycocyanin concentration increases. Images above bars depict test tubes with corresponding solutions.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>C-PC inhibited the swimming and swarming motility of PA2</title>
<p>As shown in <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>, C-PC reduced both swimming and swarming motility (<sup>*</sup><italic>P</italic>&#xa0;&lt;&#xa0;0.05, <sup>**</sup><italic>P</italic>&#xa0;&lt;&#xa0;0.01). 28.21, 63.34 and 68.75% decrease in swimming motility was determined in the presence of 64, 128 and 256 &#xb5;g/mL C-PC, and 26.45, 63.14% decrease in swarming motility was determined in the presence of 128, 256 &#xb5;g/mL C-PC against PA2. An increase in C-PC concentration led to a significant inhibitory effect on PA2 flagellar motility.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Effect of sub-MICs of C-PC on inhibition of motility in PA2. <bold>(a, b)</bold> The swimming and swarming diameter statistics. All data were expressed as means &#xb1; SD (n = 3). <sup>*</sup><italic>P</italic>&#xa0;&lt;&#xa0;0.05 and <sup>**</sup><italic>P</italic>&#xa0;&lt;&#xa0;0.01 versus the untreated control group. <bold>(c)</bold> Swimming motility. <bold>(d)</bold> Swarming motility.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1624927-g003.tif">
<alt-text content-type="machine-generated">Two graphs and four petri dish images illustrate the effect of phycocyanin on bacterial swimming and swarming. Graph (a) shows a decrease in swimming distance with higher phycocyanin concentrations. Graph (b) shows a decrease in swarming distance. Images (c) and (d) depict bacterial movement in petri dishes at concentrations of 0, 64, 128, and 256 micrograms per milliliter, showing reduced movement as the concentration increases.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>C-PC inhibited biofilm formation</title>
<p>C-PC significantly reduced PA2 biofilm formation at 24&#xa0;h in a dose-dependent manner (<sup>**</sup><italic>P</italic>&#xa0;&lt;&#xa0;0.01, <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4A</bold></xref>). As shown in <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4B</bold></xref>, untreated PA2 biofilms stained with calcein-AM emitted bright green fluorescence, indicating intact biofilms that were dense and thick. In contrast, the biofilms of the C-PC-treated group were predominantly stained with red fluorescence (PI), indicating substantial damage to the biofilm structure.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Effects of C-PC on biofilm formation of PA2 at different concentrations. <bold>(a)</bold> The biofilm quantified by crystal violet staining and measuring at A570 nm. <bold>(b)</bold> Light microscopic images. All data were expressed as means &#xb1; SD (n = 3). <sup>**</sup><italic>P</italic>&#xa0;&lt;&#xa0;0.01 versus the untreated control group.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1624927-g004.tif">
<alt-text content-type="machine-generated">(a) Bar graph showing the decrease in absorbance (OD595) with increasing concentrations of phycocyanin (0 to 256 micrograms per milliliter). Test tubes above reflect color change. (b) Series of fluorescent images: calcein-AM staining shows decreasing green intensity, PI staining shows increasing red intensity, and merge images depict combined fluorescence across phycocyanin concentrations.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Inhibition of the QS system by C-PC</title>
<p>The effect of C-PC on the synthesis of signaling molecules in PA2 was assessed using HPLC analysis. As shown in <xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>, compared with PA2, the PQS yield in cultures exposed to C-PC was significantly decreased (<sup>**</sup><italic>P</italic>&#xa0;&lt;&#xa0;0.01). C-PC at a concentration of 128 &#xb5;g/mL was found to have the strongest inhibitory effect. Additionally, the expression of QS-related genes, including <italic>lasI</italic>, <italic>lasR</italic>, <italic>rhlI</italic>, <italic>rhlR</italic>, <italic>pqsA</italic>, and <italic>pqsR</italic>, were analyzed. The results showed that the expression of key genes in the PQS system, including <italic>pqsA</italic> and <italic>pqsR</italic>, was downregulated by C-PC treatment (<sup>**</sup><italic>P</italic>&#xa0;&lt;&#xa0;0.01, <xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6A</bold></xref>). And the expression of other key QS system genes, such as <italic>rhlI/R</italic> of the rhl system and <italic>lasI/lasR</italic> of the las system, remained unchanged.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Effect of C-PC on inhibition of PQS production in PA2 analysied by HPLC assays. All data were expressed as means &#xb1; SD (n = 3). <sup>**</sup><italic>P</italic>&#xa0;&lt;&#xa0;0.01 versus the PA2.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1624927-g005.tif">
<alt-text content-type="machine-generated">Five chromatograms and one bar graph showing PQS concentration analyzed across different samples. The chromatograms are labeled Standard, LB+128 &#xb5;g/mL C-PC, PA2, PA2+64 &#xb5;g/mL C-PC, and PA2+128 &#xb5;g/mL C-PC, with PQS peaks marked by arrows. The bar graph compares PQS concentrations in these samples, indicating significant differences.</alt-text>
</graphic></fig>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Transcriptional levels of the QS-related <bold>(a)</bold> and virulence genes <bold>(b)</bold> in PA2 with different concentrations C-PC for compared with untreated control detected by qPCR. All data were expressed as means &#xb1; SD (n = 3). <sup>*</sup><italic>P</italic>&#xa0;&lt;&#xa0;0.05, <sup>**</sup><italic>P</italic>&#xa0;&lt;&#xa0;0.01 versus the untreated control group.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1624927-g006.tif">
<alt-text content-type="machine-generated">Bar graphs showing gene expression levels measured as 2^(-&#x394;&#x394;Ct) across different concentrations (0 to 256 micrograms per milliliter). Chart (a) includes genes lasI, lasR, rhlI, rhlR, pqsA, and pqsR. Chart (b) includes phzA, lasA, lasB, flgF, fliE, exoS, exsA, lecA, popB, vasG, chiC, pelF, psIB, qseB, and pqsR. Statistically significant differences are marked with asterisks.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_6">
<label>3.6</label>
<title>Viability and cytotoxicity of C-PC on macrophages infected with PA2</title>
<p>To determine the experimental concentrations of C-PC for RAW264.7 cells in subsequent experiments, the CCK-8 experiment was used to evaluate the cytotoxic effects of C-PC. The initial concentrations of C-PC were chosen according to previously established and published protocols (<xref ref-type="bibr" rid="B42">Zhang et&#xa0;al., 2022</xref>). As depicted in <xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7A</bold></xref>, the viability of cells remained above 90% at concentrations of 0-128 &#xb5;g/mL, indicating that C-PC was not cytotoxic to RAW264.7 cells. In the infection experiment, PA2 was able to adhere to and invade the cells. As the MOI and infection time increased, the number of PA2 bacteria attaching to and invading macrophages also increased (<sup>*</sup><italic>P</italic>&#xa0;&lt;&#xa0;0.05, <sup>**</sup><italic>P</italic>&#xa0;&lt;&#xa0;0.01; <xref ref-type="fig" rid="f7"><bold>Figures&#xa0;7B, C</bold></xref>). And compared to the PA2 group, bacteria adhesion to macrophages significantly decreased after C-PC treatment. Further analysis revealed that C-PC reduced the invasion of PA2 into RAW264.7 cells. Bacterial infection leads to membrane damage, resulting in the release of LDH from the cytoplasm into the culture medium. Compared to the control group (RAW264.7), the release of LDH was significantly higher in the PA2-infected group (<sup>**</sup><italic>P</italic>&#xa0;&lt;&#xa0;0.01). In addition, the release of LDH decreased in a concentration-dependent&#xa0;manner upon C-PC treatment, with no effect on macrophage&#xa0;proliferation at the experimental concentrations (<sup>##</sup><italic>P</italic>&#xa0;&lt;&#xa0;0.01; <xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7D</bold></xref>).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Effects of C-PC on adhesion and invasion of PA2 infected RAW264.7 cells. <bold>(a)</bold> Effect of different concentrations of C-PC on RAW264.7 cell viability activity. <bold>(b)</bold> The adhesion of PA2 infected RAW264.7 cells. <bold>(c)</bold> The invasion of PA2 infected RAW264.7 cells. <bold>(d)</bold> Effects of C-PC on LDH activity of RAW264.7 cells infected with PA2. All data were expressed as means &#xb1; SD (n = 3). *P &lt; 0.05, **P &lt; 0.01 versus the untreated control group. ##P &lt; 0.01 versus the PA2 group.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1624927-g007.tif">
<alt-text content-type="machine-generated">Bar graphs depicting various experimental results. (a) Shows cell viability across phycocyanin concentrations from 0 to 512 micrograms per milliliter, with a decrease observed at higher concentrations. (b) Displays bacterial adhesion in log CFUs per well and relative adhesion percentage, with varying multipliers of infection (MOI) 25, 50, and 100, over two and four hours, showing significant differences. (c) Highlights bacterial invasion with similar parameters as (b), indicating significant differences. (d) Illustrates lactate dehydrogenase (LDH) levels in units per liter, comparing different PA2 and C-PC concentrations, showing increases in certain conditions. Statistical significance is denoted by asterisks and number signs.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_7">
<label>3.7</label>
<title>Anti-infection activity of C-PC <italic>in vivo</italic></title>
<p>The <italic>in vivo</italic> protective effects of C-PC at sub-MIC concentrations against PA2 were evaluated in five mouse groups (<xref ref-type="fig" rid="f8"><bold>Figure&#xa0;8A</bold></xref>). No deaths were observed in the control groups, and one mouse out of five survived in the group injected with untreated PA2. In contrast, two mice out of five survived in the 1/4 MIC group, and four mice out of five survived in the 1/8 MIC group. After 5 days of infection, histological analysis using Hematoxylin-eosin (H&amp;E) staining revealed significantly reduced infiltration of inflammatory cells in the lung, kidney and liver of mice treated with C-PC compared to the untreated PA2 group (<xref ref-type="fig" rid="f8"><bold>Figure&#xa0;8B</bold></xref>). In summary, C-PC at sub-MIC concentrations significantly protected mice from PA infection.</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Effects of C-PC on the virulence of PA2 in a mouse model. <bold>(a)</bold> Mouse survival rate. <bold>(b)</bold> H&amp;E staining of the heart, liver, spleen, lung, and kidney tissues.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1624927-g008.tif">
<alt-text content-type="machine-generated">(a) Line graph depicting survival percentage over time for different treatment groups, including controls and varying concentrations of C-PC, with notable differences in survival rates. (b) Histological sections showing heart, liver, spleen, lung, and kidney tissues under different treatments: PBS, PA2, 128 &#xb5;g/mL C-PC, and 256 &#xb5;g/mL C-PC, highlighting tissue structural changes.</alt-text>
</graphic></fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>The development of antibiotic resistance among microorganisms, particularly bacteria, is a major global health challenge. In this context, inhibition of QS communication in bacteria offers a promising alternative strategy to combat multi-drug-resistant strains (<xref ref-type="bibr" rid="B21">Markus et&#xa0;al., 2023</xref>). To address bacterial infections, it is essential to discover or modify anti-QS compounds. Previous studies have shown that PC from Oscillatoria minima (16 &#xb5;g/mL) exhibits inhibitory effects against bacteria such as <italic>Pseudomonas fragi</italic>, <italic>Escherichia coli</italic>, <italic>Pseudomonas vulgaris</italic>, <italic>Bacillus subtilis</italic>, <italic>Klebsiella oxytoca</italic>, <italic>and Streptococcus pyogenes</italic> (<xref ref-type="bibr" rid="B36">Venugopal et&#xa0;al., 2020</xref>). Osman A. et&#xa0;al. performed an <italic>in vitro</italic> study revealing that C-PC from <italic>Anabaena</italic> demonstrated antibacterial activity comparable to benzylpenicillin against Gram-positive bacteria (<xref ref-type="bibr" rid="B9">Dranseikien&#x117; et al., 2022</xref>). Nihal B. et&#xa0;al. investigated the antimicrobial activity of C-PC extracted from <italic>Spirulina</italic> against <italic>Propionibacterium acne</italic> and <italic>Staphylococcus epidermidis</italic> (<xref ref-type="bibr" rid="B24">Nihal et&#xa0;al., 2018</xref>). In the present study, we further explored the anti-QS potential of C-PC isolated from <italic>Spirulina platensis</italic>. Our results demonstrated that C-PC effectively inhibited QS in PA2, with MICs of 1024 &#x3bc;g/mL. Furthermore, C-PC significantly reduced biofilm formation, swimming, swarming, and pyocyanin production at concentrations of 64, 128, and 256 &#x3bc;g/mL, without influencing bacterial growth.</p>
<p>The QS system of PA has been extensively studied and is considered a promising target for developing antimicrobial drugs against this pathogen (<xref ref-type="bibr" rid="B29">Saeki et&#xa0;al., 2020</xref>). The PQS is the third QS system in PA, utilizing 2-heptyl-3- hydroxy-4-quinolone (PQS) and its biosynthetic precursor 2-heptyl-4-hydroxyquinoline (HHQ). PQS interacts with the two acyl-homoserine lactone (AHL) systems, establishing a regulatory link between these two AHL-based QS systems (<xref ref-type="bibr" rid="B31">Schertzer et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B10">Dulcey et&#xa0;al., 2013</xref>). The biosynthesis of PQS in PA requires proteins encoded by the pqsABCDE genes, which are controlled by the transcriptional activator PqsR (<xref ref-type="bibr" rid="B7">Chatterjee et&#xa0;al., 2020</xref>). When the concentration of PQS reaches a certain threshold, PqsR is activated, inducing the production of virulence factors such as pyocyanin (<xref ref-type="bibr" rid="B12">Garc&#xed;a-Reyes et&#xa0;al., 2020</xref>) and biofilm (<xref ref-type="bibr" rid="B3">Allesen-Holm et&#xa0;al., 2006</xref>), as well as driving the expression of <italic>pqsA</italic>, the first gene in the PQS biosynthetic operon (<xref ref-type="bibr" rid="B17">Lee and Zhang, 2015</xref>). In addition, PQS-deficient PA mutants form less biofilm, and PQS is produced in high quantities in the sputum of patients with cystic fibrosis (<xref ref-type="bibr" rid="B28">Rather et&#xa0;al., 2021</xref>). These findings provide a strong rationale for targeting PQS regulation in drug discovery efforts. In this study, the level of PQS was significantly lower in cultures exposed to C-PC. Moreover, the qPCR results showed that the two key genes <italic>pqsA</italic> and <italic>pqsR</italic> of the PQS system were down-regulated. These observations suggest that C-PC does not drastically affect Las and Rhl signaling but has a negative impact on PQS signaling. However, further studies are required to elucidate the specific targets and mechanisms involved.</p>
<p>Given the essential role of QS in bacterial pathogenicity and virulence, it is considered a novel and promising therapeutic strategy for combating bacterial infections and antibiotic resistance. For example, the leaf extract of Cuphea carthagensis (Jacq.) J. F. Macbr has been shown to inhibit biofilm formation and the QS system of PA at sub-MIC concentrations (<xref ref-type="bibr" rid="B28">Rather et&#xa0;al., 2021</xref>). PQS has been detected in the lungs of cystic fibrosis patients, indicating the important role of this molecule in the long-term persistence of PA infections (<xref ref-type="bibr" rid="B1">Abdalla et&#xa0;al., 2017</xref>). Antivirulence drugs can also prevent bacteria from adhering to and invading intestinal epithelial cells without affecting bacterial growth (<xref ref-type="bibr" rid="B20">Lories et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B2">Ahmad et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B23">Motta et&#xa0;al., 2021</xref>). Thus, the immune system could eliminate bacteria and reduce intestinal infection and damage. In our study, we found significant inhibition of virulence-associated genes (<italic>phzA</italic>, <italic>lasA</italic>, <italic>lasB</italic>, <italic>flgF</italic>, <italic>fliE</italic>, <italic>exoS</italic>, <italic>exsA</italic>, <italic>lecA</italic>, <italic>popB</italic>, <italic>vasG</italic>, <italic>chiC</italic>, <italic>pelF</italic>, <italic>pslB</italic>, <italic>qseB</italic>, and <italic>pgsR</italic>, <xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6B</bold></xref>). And, the potential therapeutic effect of C-PC was demonstrated by its ability to significantly reduce the adhesion and invasion of PA2 in RAW264.7 cells. Furthermore, mice infected with PA2 and treated with C-PC also showed significantly improved survival. Collectively, these findings suggest that C-PC may represent a promising new anti-QS and anti-inflammatory agent, warranting further investigation into the underlying mechanisms.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>Targeting bacterial QS is a promising strategy to conquer bacterial pathogenesis, mainly, it is less likely to result in the emergence of bacterial resistance. C-PC attenuated biofilm formation, pyocyanin synthesis, motility, and PQS signaling molecule production. Furthermore, C-PC reduced the adhesion and invasion of PA2 in RAW264.7 cells and protected mice from PA2 <italic>in vivo</italic>. This study suggest that C-PC shows strong anti-QS activity, providing new insights into the development of strategies against PA infection.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Material</bold></xref>. Further inquiries can be directed to the corresponding authors.</p></sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>Ethical approval was not required for the studies on humans in accordance with the local legislation and institutional requirements because only commercially available established cell lines were used. The animal study was approved by the animal welfare committee of Wenzhou Medical University. The study was conducted in accordance with the local legislation and institutional requirements.</p></sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>JY: Formal Analysis, Methodology, Writing &#x2013; original draft. SG: Data curation, Formal Analysis, Methodology, Writing &#x2013; original draft. YP: Data curation, Methodology, Writing &#x2013; original draft. DL: Data curation, Formal Analysis, Writing &#x2013; original draft. YT: Data curation, Methodology, Writing &#x2013; original draft. YL: Data curation, Methodology, Writing &#x2013; original draft. QL: Data curation, Methodology, Writing &#x2013; original draft. LP: Writing &#x2013; review &amp; editing. DH: Writing &#x2013; review &amp; editing. HX: Writing &#x2013; review &amp; editing. RP: Writing &#x2013; review &amp; editing. XX: Data curation, Formal Analysis, Writing &#x2013; original draft. JX: Conceptualization, Funding acquisition, Writing &#x2013; review &amp; editing. ZL: Supervision, Writing &#x2013; review &amp; editing. PL: Conceptualization, Funding acquisition, Resources, Supervision, Writing &#x2013; review &amp; editing.</p></sec>
<sec id="s10" 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="s11" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
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<title>Publisher&#x2019;s note</title>
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<sec id="s13" sec-type="supplementary-material">
<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/fcimb.2025.1624927/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcimb.2025.1624927/full#supplementary-material</ext-link></p><supplementary-material xlink:href="Table1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/></sec>
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<name><surname>Kong</surname> <given-names>D.</given-names></name>
<name><surname>Huang</surname> <given-names>J.</given-names></name>
<name><surname>Wang</surname> <given-names>Q.</given-names></name>
<name><surname>Shao</surname> <given-names>L.</given-names></name>
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<article-title>The therapeutic effect and the possible mechanism of C-phycocyanin in lipopolysaccharide and seawater-induced acute lung injury</article-title>. <source>Drug Des. Devel Ther.</source> <volume>16</volume>, <fpage>1025</fpage>&#x2013;<lpage>1040</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.2147/DDDT.S347772</pub-id>, PMID: <pub-id pub-id-type="pmid">35418745</pub-id>
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<fn-group>
<fn id="n1" fn-type="custom" custom-type="edited-by">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1158579">Cynthia A. Danquah</ext-link>, Kwame Nkrumah University of Science and Technology, Ghana</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/480697">Wen-Ru Li</ext-link>, Guangdong Institute of Microbiology, Guangdong Academy of Science, China</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2068146">Sampathkumar Ranganathan</ext-link>, Konkuk University, Republic of Korea</p></fn>
</fn-group>
</back>
</article>