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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Bioeng. Biotechnol.</journal-id>
<journal-title>Frontiers in Bioengineering and Biotechnology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Bioeng. Biotechnol.</abbrev-journal-title>
<issn pub-type="epub">2296-4185</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">904101</article-id>
<article-id pub-id-type="doi">10.3389/fbioe.2022.904101</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Bioengineering and Biotechnology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Simazine Enhances Dark Fermentative H<sub>2</sub> Production by Unicellular Halotolerant Cyanobacterium <italic>Aphanothece halophytica</italic>
</article-title>
<alt-title alt-title-type="left-running-head">Pansook et al.</alt-title>
<alt-title alt-title-type="right-running-head">Simazine Enhances H<sub>2</sub> Production</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Pansook</surname>
<given-names>Sunisa</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1902785/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Incharoensakdi</surname>
<given-names>Aran</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/78796/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Phunpruch</surname>
<given-names>Saranya</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1651471/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Biology</institution>, <institution>School of Science</institution>, <institution>King Mongkut&#x27;s Institute of Technology Ladkrabang</institution>, <addr-line>Bangkok</addr-line>, <country>Thailand</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Laboratory of Cyanobacterial Biotechnology</institution>, <institution>Department of Biochemistry</institution>, <institution>Faculty of Science</institution>, <institution>Chulalongkorn University</institution>, <addr-line>Bangkok</addr-line>, <country>Thailand</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Bioenergy Research Unit</institution>, <institution>School of Science</institution>, <institution>King Mongkut&#x27;s Institute of Technology Ladkrabang</institution>, <addr-line>Bangkok</addr-line>, <country>Thailand</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/46832/overview">Susana Rodriguez-Couto</ext-link>, LUT University, Finland</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/143652/overview">Takashi Osanai</ext-link>, Meiji University, Japan</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1771346/overview">Ashwani Rai</ext-link>, Banaras Hindu University, India</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1820562/overview">Hakuto Kageyama</ext-link>, Meijo University, Japan</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Saranya Phunpruch, <email>saranya.ph@kmitl.ac.th</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Industrial Biotechnology, a section of the journal Frontiers in Bioengineering and Biotechnology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>15</day>
<month>07</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>904101</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>03</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>06</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Pansook, Incharoensakdi and Phunpruch.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Pansook, Incharoensakdi and Phunpruch</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The halotolerant cyanobacterium <italic>Aphanothece halophytica</italic> is a potential H<sub>2</sub> producer that induces H<sub>2</sub> evolution under nitrogen deprivation. H<sub>2</sub> is mainly produced <italic>via</italic> the catabolism of stored glycogen under dark anaerobic condition. H<sub>2</sub> evolution is catalyzed by O<sub>2</sub>-sensitive bidirectional hydrogenase. The aim of this study was to improve H<sub>2</sub> production by <italic>A. halophytica</italic> using various kinds of inhibitors. Among all types of inhibitors, simazine efficiently promoted the highest H<sub>2</sub> production under dark conditions. High simazine concentration and long-term incubation resulted in a decrease in cell and chlorophyll concentrations. The optimal simazine concentration for H<sub>2</sub> production by <italic>A. halophytica</italic> was 25&#xa0;&#xb5;M. Simazine inhibited photosynthetic O<sub>2</sub> evolution but promoted dark respiration, resulting in a decrease in O<sub>2</sub> level. Hence, the bidirectional hydrogenase activity and H<sub>2</sub> production was increased. <italic>A. halophytica</italic> showed the highest H<sub>2</sub> production rate at 58.88 &#xb1; 0.22&#xa0;&#xb5;mol H<sub>2</sub> g<sup>&#x2212;1</sup> dry weight h<sup>&#x2212;1</sup> and H<sub>2</sub> accumulation at 356.21 &#xb1; 6.04&#xa0;&#x3bc;mol H<sub>2</sub> g<sup>&#x2212;1</sup> dry weight after treatment with 25&#xa0;&#xb5;M simazine under dark anaerobic condition for 2 and 24&#xa0;h, respectively. This study demonstrates the potential of simazine for the enhancement of dark fermentative H<sub>2</sub> production by <italic>A. halophytica</italic>.</p>
</abstract>
<kwd-group>
<kwd>H<sub>2</sub> production</kwd>
<kwd>cyanobacteria</kwd>
<kwd>
<italic>Aphanothece halophytica</italic>
</kwd>
<kwd>inhibitor</kwd>
<kwd>simazine</kwd>
</kwd-group>
<contract-sponsor id="cn001">King Mongkut&#x27;s Institute of Technology Ladkrabang<named-content content-type="fundref-id">10.13039/501100007120</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Taking into consideration the concern of limited fossil fuel and the environmental impact of energy consumption, great attention has been paid to the renewable energy sources for a replacement of primitive fossil fuels. H<sub>2</sub> is an interesting alternative renewable energy carrier. The combustion of H<sub>2</sub> yields a high heating value of 141.6&#xa0;MJ&#xa0;kg<sup>&#x2212;1</sup> (<xref ref-type="bibr" rid="B19">Perry, 1963</xref>). Due to the chemical structure of H<sub>2</sub> as a non-carbon&#x2013;based molecule, H<sub>2</sub> burning does not emit greenhouse gases or other pollutants into the environment. H<sub>2</sub> is mainly produced by chemical processes; however, it can be produced by various kinds of organisms <italic>via</italic> many metabolic pathways depending on the organism types (<xref ref-type="bibr" rid="B11">Levin et al., 2004</xref>). Cyanobacteria and green algae can generate H<sub>2</sub> using electrons obtained from photosynthetic electron transport and/or from stored glycogen degradation during dark fermentation (<xref ref-type="bibr" rid="B27">Srirangan et al., 2011</xref>).</p>
<p>The unicellular halotolerant cyanobacterium <italic>Aphanothece halophytica</italic> is a potential H<sub>2</sub> producer (<xref ref-type="bibr" rid="B29">Taikhao et al., 2013</xref>). It can grow in strong external NaCl concentrations up to 3&#xa0;M NaCl (<xref ref-type="bibr" rid="B31">Takabe et al., 1988</xref>) and in abundant natural seawater supplemented with merely 1.76&#xa0;mM NaNO<sub>3</sub> (<xref ref-type="bibr" rid="B30">Taikhao et al., 2015</xref>). H<sub>2</sub> production by <italic>A. halophytica</italic> is notably induced under nitrogen deprivation by a catabolism of stored glycogen under anaerobic condition in darkness but is hardly detected under anaerobic condition in the light (<xref ref-type="bibr" rid="B29">Taikhao et al., 2013</xref>, <xref ref-type="bibr" rid="B30">2015</xref>). H<sub>2</sub> evolution by <italic>A. halophytica</italic> is catalyzed by the bidirectional hydrogenase (<xref ref-type="bibr" rid="B20">Phunpruch et al., 2016</xref>), which is sensitive to molecular oxygen evolved by the water-splitting reaction at photosystem II during photolysis reaction (<xref ref-type="bibr" rid="B13">McKinlay and Harwood, 2010</xref>). Moreover, sustainable long-term H<sub>2</sub> production is enhanced in <italic>A. halophytica</italic> cells immobilized with agar and alginate (<xref ref-type="bibr" rid="B16">Pansook et al., 2016</xref>; <xref ref-type="bibr" rid="B17">2019a</xref>).</p>
<p>H<sub>2</sub> is chemically evolved through a reduction of protons by electrons. In cyanobacteria, electrons are generated by photosynthetic pathways using water as an electron donor. Electrons can be transferred to many chemical reactions through various metabolic pathways, such as CO<sub>2</sub> fixation, carbohydrate metabolism, and the respiratory electron transport chain (<xref ref-type="bibr" rid="B6">Eroglu and Melis, 2011</xref>; Srirangan et al<italic>.</italic>, 2011). To enhance H<sub>2</sub> production, using inhibitors that hinder electron transfer to other processes is a choice. Consequently, more electrons are directly transferred to bidirectional hydrogenase to produce H<sub>2</sub>. Several inhibitors with the ability to direct electrons toward H<sub>2</sub> metabolism of cyanobacteria are photosystem II inhibitor, respiratory inhibitor, uncoupling agent of oxidative phosphorylation inhibitor, CO<sub>2</sub> fixation inhibitor, and Krebs cycle inhibitor. In <italic>Anabaena</italic> spp. strains CA and 1F, <italic>Anabaena cylindrica</italic>, and <italic>Anabaena</italic> sp. PCC7120, H<sub>2</sub> production increases after treatment with photosystem II inhibitor 3-(3,4-dichlorophenyl)-1,1-dimethylurea (DCMU) under light (<xref ref-type="bibr" rid="B33">Zhang et al., 1983</xref>; <xref ref-type="bibr" rid="B4">Chen et al., 2013</xref>; <xref ref-type="bibr" rid="B5">Chen et al., 2014</xref>). Moreover, Krebs cycle inhibitor malonate also increases H<sub>2</sub> production in <italic>Synechocystis</italic> sp. PCC6803 and <italic>Anabaena siamensis</italic> TISTR 8012 (<xref ref-type="bibr" rid="B3">Burrows et al., 2011</xref>; <xref ref-type="bibr" rid="B8">Khetkorn et al., 2012</xref>).</p>
<p>In this study, screening for inhibitors of H<sub>2</sub> production by <italic>A. halophytica</italic> were investigated. Simazine was found to be a potential inhibitor for H<sub>2</sub> production by <italic>A. halophytica</italic> under both light and dark conditions. Then, the effect of simazine concentration on cell concentration, chlorophyll <italic>a</italic> content, and H<sub>2</sub> and O<sub>2</sub> production was investigated. Finally, bidirectional hydrogenase activity, PSII, and dark respiration activities by <italic>A. halophytica</italic> treated with various concentrations of simazine were also investigated.</p>
</sec>
<sec id="s2">
<title>2 Materials and Methods</title>
<sec id="s2-1">
<title>2.1 Cyanobacterial Growth Condition</title>
<p>
<italic>A. halophytica</italic> was grown in a 250-ml Erlenmeyer flask containing 100&#xa0;ml of BG11 (pH 7.4) (<xref ref-type="bibr" rid="B21">Rippka et al., 1979</xref>) supplemented with Turk Island salt solution (<xref ref-type="bibr" rid="B7">Garlick et al., 1977</xref>). <italic>A. halophytica</italic> cells were cultivated with an initial OD<sub>730</sub> of approximately 0.1 and shaken at 120&#xa0;rpm, 30&#xb0;C under a cool white-light intensity of 30&#xa0;&#xb5;mol photons m<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup> (16&#xa0;h light and 8&#xa0;h dark days<sup>&#x2212;1</sup>) for 7&#xa0;days.</p>
</sec>
<sec id="s2-2">
<title>2.2 Screening of Inhibitors Affecting H<sub>2</sub> Production by <italic>A. halophytica</italic>
</title>
<p>
<italic>A. halophytica</italic> grown as previously described for 7 days was harvested by centrifugation at 8,000 &#xd7; g at 4&#xb0;C for 10 min, subsequently washed twice, and finally resuspended in 100&#xa0;ml of nitrogen-free BG11 (BG11<sub>0</sub>) supplemented with Turk Island salt solution. Cells were shaken on a rotary shaker at 120&#xa0;rpm at 30&#xb0;C under a white-light intensity of 30&#xa0;&#xb5;mol photons m<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup> for 24&#xa0;h. Cells were then harvested by centrifugation, resuspended in 5&#xa0;ml of BG11<sub>0</sub> supplemented with Turk Island salt solution, and transferred to a 10-ml glass vial. Various kinds of inhibitors comprising photosystem II inhibitors such as atrazine (2-chloro-4-ethylamino-6-isopropylamino-1,3,5-triazine) (Sigma, Germany), DCMU [3-(3,4-dichlorophenyl)-1,1-dimethylurea] (Sigma, Germany), glyphosate [N-(phosphonomethyl)-glycine] (Sigma, Germany), and simazine (2-chloro-4,6-diethylamino-1,3,5-triazine) (Sigma, Germany); respiration inhibitors such as malonic acid (Sigma, Germany), rotenone (Sigma, Germany), and sodium azide (Sigma, Germany); an inhibitor of uncoupling agent of oxidative phosphorylation 2,4-dinitrophenol (DNP) (Sigma, Germany); a CO<sub>2</sub> fixation inhibitor glyceraldehyde (Sigma, Germany); and a Krebs cycle inhibitor sodium arsenate (Sigma, Germany) at a final concentration of 5&#xa0;&#xb5;M were added into the cell suspension. The vials were sealed with a rubber stopper and further incubated at 30&#xb0;C under the light for 2&#xa0;h. Then, the vials were purged with argon gas for 10&#xa0;min and incubated at 30&#xb0;C under light or in darkness for 2&#xa0;h before H<sub>2</sub> measurement. In this study, simazine as an effective inhibitor for H<sub>2</sub> production by <italic>A. halophytica</italic> was selected and then the effect of simazine concentration on H<sub>2</sub> production by <italic>A. halophytica</italic> was investigated. The concentrations of simazine were varied at 0, 0.05, 0.5, 5, 25, and 50&#xa0;&#xb5;M.</p>
</sec>
<sec id="s2-3">
<title>2.3 Measurement of Cell and Chlorophyll <italic>a</italic> Concentration</title>
<p>The concentrations of cell and chlorophyll <italic>a</italic> were determined after simazine treatment for 0, 2, 24, 48, 72, and 96&#xa0;h. An aliquot of cell suspension samples was collected, and the cell number was counted using a hemocytometer under a compound light microscope (Nikon Eclipse Ci-L, Japan). Cell concentration was calculated as a unit of cell number per volume of cell suspension. To analyze chlorophyll <italic>a</italic> concentration, 1&#xa0;mL of cell culture was harvested by centrifugation at 8,000 &#xd7; g at 4&#xb0;C for 10&#xa0;min. Chlorophyll <italic>a</italic> was extracted by adding 1&#xa0;ml of 90% (v/v) methanol to a cell pellet, subsequently vortexing and incubating at 25&#xb0;C under darkness for 1&#xa0;h. Chlorophyll <italic>a</italic> concentration of pigment extract was determined by measuring an absorbance at 665&#xa0;nm (<xref ref-type="bibr" rid="B12">MacKinney, 1941</xref>).</p>
</sec>
<sec id="s2-4">
<title>2.4 Measurement of H<sub>2</sub> and O<sub>2</sub> Production</title>
<p>The measurement of H<sub>2</sub> and O<sub>2</sub> production was determined by analyzing 500&#xa0;&#xb5;L of gas phase in the headspace of a vial containing 5&#xa0;ml of cell suspension using a gas chromatograph (Hewlett-Packard HP5890A, Japan) with a molecular sieve 5&#xb0;A 60/80 mesh packed column by a thermal conductivity detector (<xref ref-type="bibr" rid="B29">Taikhao et al., 2013</xref>). H<sub>2</sub> and O<sub>2</sub> production was calculated in terms of H<sub>2</sub> and O<sub>2</sub> produced per dry cell weight per time (&#xb5;mol H<sub>2</sub> g<sup>&#x2212;1</sup> dry cell weight h<sup>&#x2212;1</sup> and &#xb5;mol O<sub>2</sub> g<sup>&#x2212;1</sup> dry cell weight h<sup>&#x2212;1</sup>).</p>
</sec>
<sec id="s2-5">
<title>2.5 Bidirectional Hydrogenase Activity Assay</title>
<p>Bidirectional hydrogenase activity of <italic>A. halophytica</italic> was determined in the presence of sodium dithionite-reduced methyl viologen (<xref ref-type="bibr" rid="B30">Taikhao et al., 2015</xref>). One mL of cell culture was added to 1&#xa0;ml of 25&#xa0;mM phosphate buffer (pH 7.0) containing 2.5&#xa0;mM methyl viologen and 10&#xa0;mM sodium dithionite. The reaction mixture was incubated at 25&#xb0;C under dark anaerobic conditions for 15&#xa0;min before H<sub>2</sub> measurement by gas chromatograph as previously described (<xref ref-type="bibr" rid="B30">Taikhao et al., 2015</xref>). Bidirectional hydrogenase activity was expressed as &#xb5;mol H<sub>2</sub> g<sup>&#x2212;1</sup> dry weight min<sup>&#x2212;1</sup>.</p>
</sec>
<sec id="s2-6">
<title>2.6 Measurement of Photosynthetic O<sub>2</sub> Evolution Rate and Dark Respiration Rate</title>
<p>Photosynthetic O<sub>2</sub> evolution and dark respiration rates were analyzed using a Clark-type oxygen electrode (Hansatech, United Kingdom). The measurement was carried out at 25&#xb0;C. For photosynthetic O<sub>2</sub> evolution measurement, 2&#xa0;mL of <italic>A. halophytica</italic> cell suspension was added to a chamber and incubated in the dark for 15&#xa0;min, prior to illumination under white-light intensity of 300&#xa0;&#xb5;mol photons m<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup> for 15&#xa0;min. The O<sub>2</sub> evolution rate of cells was expressed as &#xb5;mol O<sub>2</sub> evolved per gram of cell dry weight per min. For dark respiration measurement, 2&#xa0;mL of <italic>A. halophytica</italic> cell suspension in a chamber was incubated under a white-light intensity of 30&#xa0;&#xb5;mol photons m<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup> for 15&#xa0;min. Then, cells were incubated for 15&#xa0;min under dark condition. The O<sub>2</sub> consumption rate of cells was expressed as &#xb5;mol O<sub>2</sub> consumed per gram of cell dry weight per min.</p>
</sec>
<sec id="s2-7">
<title>2.7 Long-Term H<sub>2</sub> Production Measurement</title>
<p>
<italic>A. halophytica</italic> grown in BG11 (pH 7.4) supplemented with Turk Island salt solution for 7&#xa0;days was harvested by centrifugation at 8,000 &#xd7; g at 4&#xb0;C for 10&#xa0;min and resuspended in BG11<sub>0</sub> supplemented with Turk Island salt solution. Cells were shaken on a rotary shaker at 120&#xa0;rpm at 30&#xb0;C under light for 24&#xa0;h, subsequently harvested by centrifugation at 8,000 &#xd7; g at 4&#xb0;C for 10&#xa0;min, and resuspended in 5&#xa0;ml of BG11<sub>0</sub>. Cell suspension was transferred into a 12-ml glass vial and treated with simazine at a final concentration of 25&#xa0;&#xb5;M. Cells were purged with argon gas for 10&#xa0;min and then incubated at 30&#xb0;C under light and dark conditions. Long-term H<sub>2</sub> production by <italic>A. halophytica</italic> cells treated with 25&#xa0;&#xb5;M simazine was determined for 10&#xa0;days. <italic>A. halophytica</italic> cells without 25&#xa0;&#xb5;M simazine treatment and 25&#xa0;&#xb5;M simazine without cells were used as controls.</p>
</sec>
<sec id="s2-8">
<title>2.8 Statistical Data Analysis</title>
<p>The data in this study were statistically compared by a one-way analysis of variance (ANOVA) with Duncan&#x2019;s multiple range test using IBM SPSS statistic 23 (IBM Corp, United States). Significant differences between treatments were considered at a level of 0.05 (<italic>p</italic> &#x3c; 0.05).</p>
</sec>
</sec>
<sec id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Screening of Inhibitors Affecting H<sub>2</sub> Production by <italic>A. halophytica</italic>
</title>
<p>In the first study, the measurement of H<sub>2</sub> production by <italic>A. halophytica</italic> treated with various kinds of inhibitors at a final concentration of 5&#xa0;&#xb5;M was performed after dark and light incubation for 2&#xa0;h. The results showed that under the light, <italic>A. halophytica</italic> treated with atrazine, DCMU, glyphosate, simazine, sodium azide, and 2,4-dinitrophenol showed significantly higher H<sub>2</sub> production rate than cells without inhibitor treatment (<xref ref-type="table" rid="T1">Table 1</xref>). On the other hand, <italic>A. halophytica</italic> treated with atrazine, glyphosate, simazine, and rotenone under dark conditions showed a significantly higher H<sub>2</sub> production rate than cells without inhibitor treatment (<xref ref-type="table" rid="T1">Table 1</xref>). <italic>A. halophytica</italic> cells treated without and with inhibitors under darkness notably produced 4&#x2013;40 folds higher H<sub>2</sub> than those under light (<xref ref-type="table" rid="T1">Table 1</xref>). Interestingly, the highest H<sub>2</sub> production rates at 4.88 &#xb1; 0.45 and 46.22 &#xb1; 2.20&#xa0;&#xb5;mol H<sub>2</sub> g<sup>&#x2212;1</sup> dry weight h<sup>&#x2212;1</sup> were obtained in cells treated with 5&#xa0;&#xb5;M simazine under light and dark conditions, respectively (<xref ref-type="table" rid="T1">Table 1</xref>). H<sub>2</sub> production of cells treated with simazine under light and darkness was approximately 9 and 3 folds higher than those without simazine treatment, respectively.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Effect of various types of inhibitors on H<sub>2</sub> production rate of <italic>Aphanothece halophytica</italic> after 2&#xa0;h of incubation under the light and darkness. The concentration of all inhibitors used in this study was 5&#xa0;&#xb5;M. Data are presented as means &#xb1; SD (<italic>n</italic> &#x3d; 3). Different letters in columns indicate a significant difference, and the same letter indicates no significant difference according to Duncan&#x2019;s multiple range test at <italic>p</italic> &#x3c; 0.05.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">Type of inhibitor</th>
<th colspan="2" align="center">H<sub>2</sub> production rate (&#x3bc;molH<sub>2</sub> g<sup>&#x2212;1</sup> dry weight h<sup>&#x2212;1</sup>)</th>
</tr>
<tr>
<th align="center">Light condition</th>
<th align="center">Dark condition</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Control</td>
<td align="char" char="plusmn">0.55 &#xb1; 0.07<sup>d</sup>
</td>
<td align="center">15.55 &#xb1; 0.95<sup>def</sup>
</td>
</tr>
<tr>
<td align="left">Atrazine</td>
<td align="char" char="plusmn">3.05 &#xb1; 0.35<sup>b</sup>
</td>
<td align="center">23.93 &#xb1; 0.17<sup>c</sup>
</td>
</tr>
<tr>
<td align="left">DCMU</td>
<td align="char" char="plusmn">1.623 &#xb1; 0.13<sup>c</sup>
</td>
<td align="center">16.98 &#xb1; 0.99<sup>de</sup>
</td>
</tr>
<tr>
<td align="left">Glyphosate</td>
<td align="char" char="plusmn">3.20 &#xb1; 0.27<sup>b</sup>
</td>
<td align="center">36.66 &#xb1; 1.62<sup>b</sup>
</td>
</tr>
<tr>
<td align="left">Simazine</td>
<td align="char" char="plusmn">4.88 &#xb1; 0.45<sup>a</sup>
</td>
<td align="center">46.22 &#xb1; 2.20<sup>a</sup>
</td>
</tr>
<tr>
<td align="left">Malonic acid</td>
<td align="char" char="plusmn">0.76 &#xb1; 0.13<sup>d</sup>
</td>
<td align="center">15.02 &#xb1; 1.78<sup>ef</sup>
</td>
</tr>
<tr>
<td align="left">Rotenone</td>
<td align="char" char="plusmn">0.67 &#xb1; 0.06<sup>d</sup>
</td>
<td align="center">25.95 &#xb1; 0.89<sup>c</sup>
</td>
</tr>
<tr>
<td align="left">Sodium azide</td>
<td align="char" char="plusmn">1.89 &#xb1; 0.37<sup>c</sup>
</td>
<td align="center">18.49 &#xb1; 2.54<sup>d</sup>
</td>
</tr>
<tr>
<td align="left">2,4-Dinitrophenol</td>
<td align="char" char="plusmn">2.83 &#xb1; 0.41<sup>b</sup>
</td>
<td align="center">12.48 &#xb1; 2.06<sup>f</sup>
</td>
</tr>
<tr>
<td align="left">DL-Glyceraldehyde</td>
<td align="char" char="plusmn">0.52 &#xb1; 0.21<sup>d</sup>
</td>
<td align="center">13.37 &#xb1; 1.94<sup>ef</sup>
</td>
</tr>
<tr>
<td align="left">Sodium arsenate</td>
<td align="char" char="plusmn">0.98 &#xb1; 0.11<sup>d</sup>
</td>
<td align="center">15.82 &#xb1; 0.93<sup>def</sup>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-2">
<title>3.2 Effects of Simazine Concentration on Cell Concentration and Chlorophyll <italic>a</italic> Content</title>
<p>The herbicide simazine functions as a photosynthetic inhibitor, which might affect the growth and pigment content, especially chlorophyll content, in cyanobacterial strains. The results showed that after treatment with 0.05, 0.5, 5, 25, and 50&#xa0;&#xb5;M simazine at 30&#xb0;C under the light, cell and chlorophyll concentrations of <italic>A</italic>. <italic>halophytica</italic> were slightly reduced in the first 24&#xa0;h, and more reduction was observed after 48&#xa0;h of treatment (<xref ref-type="fig" rid="F1">Figure 1A,B</xref>). In addition, it is noted that the higher the simazine concentration, the stronger its effect on the reduction of cell concentration and chlorophyll content.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Effect of simazine concentration on cell concentration <bold>(A)</bold> and chlorophyll <italic>a</italic> content <bold>(B)</bold> of <italic>Aphanothece halophytica</italic> after various incubation durations.</p>
</caption>
<graphic xlink:href="fbioe-10-904101-g001.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>3.3 Effect of Simazine Concentration on H<sub>2</sub> and O<sub>2</sub> Production</title>
<p>H<sub>2</sub> and O<sub>2</sub> production were measured in <italic>A. halophytica</italic> treated with various concentrations of simazine (0.05&#x2013;50&#xa0;&#xb5;M) anaerobically under light and dark conditions at 30&#xb0;C for 2&#xa0;h. The results showed that a higher concentration of simazine increased H<sub>2</sub> production but decreased O<sub>2</sub> production under both light and dark conditions (<xref ref-type="fig" rid="F2">Figure 2A,B</xref>). Cells treated with 25&#xa0;&#xb5;M simazine under light and dark conditions had an H<sub>2</sub> production rate of 10.65 &#xb1; 0.53 and 55.23 &#xb1; 0.67&#xa0;&#xb5;mol H<sub>2</sub> g<sup>&#x2212;1</sup> dry weight h<sup>&#x2212;1</sup>, accounting for approximately 20 and 4 folds higher production than those without simazine treatment, respectively (<xref ref-type="fig" rid="F2">Figure 2A</xref>). At 50&#xa0;&#xb5;M simazine, a significant decrease in H<sub>2</sub> production rate was observed (<xref ref-type="fig" rid="F2">Figure 2A</xref>). Moreover, cells treated without and with all concentrations of simazine under darkness produced higher H<sub>2</sub> concentrations than those in light (<xref ref-type="fig" rid="F2">Figure 2A</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Effect of simazine concentration on H<sub>2</sub> production rate <bold>(A)</bold> and O<sub>2</sub> production rate <bold>(B)</bold> by <italic>Aphanothece halophytica</italic> after 2&#xa0;h of incubation under the light (open square) and under darkness (solid square). Data are presented as means &#xb1; SD (<italic>n</italic> &#x3d; 3). Different letters above the columns indicate a significant difference according to Duncan&#x2019;s multiple range test at <italic>p</italic> &#x3c; 0.05.</p>
</caption>
<graphic xlink:href="fbioe-10-904101-g002.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>3.4 Effect of Simazine Concentration on Bidirectional Hydrogenase Activity, Photosynthetic O<sub>2</sub> Evolution and Dark Respiration</title>
<p>The measurement of bidirectional hydrogenase activity, photosynthetic O<sub>2</sub> evolution, and dark respiration was performed in <italic>A. halophytica</italic> cells adapted to BG11<sub>0</sub> for 24&#xa0;h prior to a treatment with various concentrations of simazine under the light for 2&#xa0;h. An increase in simazine concentration resulted in a significant increase in bidirectional hydrogenase activity and dark respiration rate but a decrease in photosynthetic O<sub>2</sub> evolution (<xref ref-type="table" rid="T2">Table 2</xref>). The highest bidirectional hydrogenase activity at 53.64 &#xb1; 1.81&#xa0;&#xb5;mol H<sub>2</sub> g<sup>&#x2212;1</sup> dry weight min<sup>&#x2212;1</sup> was observed in cells treated with 25&#xa0;&#xb5;M simazine (<xref ref-type="table" rid="T2">Table 2</xref>). Cells treated with 50&#xa0;&#xb5;M simazine showed lower bidirectional hydrogenase activity than those with 25&#xa0;&#xb5;M simazine (<xref ref-type="table" rid="T2">Table 2</xref>). This corresponded with the results of H<sub>2</sub> production seen in <xref ref-type="fig" rid="F2">Figure 2</xref>.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Effect of simazine concentrations on bidirectional hydrogenase activity, photosynthetic O<sub>2</sub> evolution, and dark respiration rate of <italic>Aphanothece halophytica</italic> after 2&#xa0;h of treatment under the light. Data are presented as means &#xb1; SD (<italic>n</italic> &#x3d; 3). Different letters on the columns indicate the significant difference, and the same letter indicates no significant difference according to Duncan&#x2019;s multiple range test at <italic>p</italic> &#x3c; 0.05.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Simazine (&#xb5;M)</th>
<th align="center">Bidirectional hydrogenase activity (&#x3bc;mol H<sub>2</sub> g<sup>&#x2212;1</sup> dry wt min<sup>&#x2212;1</sup>)</th>
<th align="center">Photosynthetic O<sub>2</sub> evolution (&#x3bc;mol O<sub>2</sub> g<sup>&#x2212;1</sup> dry wt min<sup>&#x2212;1</sup>)</th>
<th align="center">Dark respiration rate (&#x3bc;mol O<sub>2</sub> g<sup>&#x2212;1</sup> dry wt min<sup>&#x2212;1</sup>)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">0</td>
<td align="char" char="plusmn">13.36 &#xb1; 0.63<sup>e</sup>
</td>
<td align="char" char="plusmn">824.00 &#xb1; 37.73<sup>a</sup>
</td>
<td align="char" char="plusmn">186.77 &#xb1; 2.48<sup>d</sup>
</td>
</tr>
<tr>
<td align="left">0.05</td>
<td align="char" char="plusmn">22.46 &#xb1; 0.67<sup>d</sup>
</td>
<td align="char" char="plusmn">636.04 &#xb1; 39.29<sup>b</sup>
</td>
<td align="char" char="plusmn">210.77 &#xb1; 7.85<sup>c</sup>
</td>
</tr>
<tr>
<td align="left">0.5</td>
<td align="char" char="plusmn">37.55 &#xb1; 0.98<sup>c</sup>
</td>
<td align="char" char="plusmn">562.95 &#xb1; 8.61<sup>c</sup>
</td>
<td align="char" char="plusmn">221.76 &#xb1; 3.62<sup>bc</sup>
</td>
</tr>
<tr>
<td align="left">5</td>
<td align="char" char="plusmn">45.53 &#xb1; 0.48<sup>b</sup>
</td>
<td align="char" char="plusmn">169.59 &#xb1; 10.62<sup>d</sup>
</td>
<td align="char" char="plusmn">232.79 &#xb1; 3.93<sup>b</sup>
</td>
</tr>
<tr>
<td align="left">25</td>
<td align="char" char="plusmn">53.64 &#xb1; 1.81<sup>a</sup>
</td>
<td align="char" char="plusmn">64.70 &#xb1; 8.07<sup>e</sup>
</td>
<td align="char" char="plusmn">252.62 &#xb1; 7.85<sup>a</sup>
</td>
</tr>
<tr>
<td align="left">50</td>
<td align="char" char="plusmn">45.26 &#xb1; 0.98<sup>b</sup>
</td>
<td align="char" char="plusmn">48.49 &#xb1; 6.40<sup>e</sup>
</td>
<td align="char" char="plusmn">191.84 &#xb1; 6.52<sup>e</sup>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-5">
<title>3.5 Long-Term Dark Fermentative H<sub>2</sub> Production</title>
<p>Long-term dark fermentative H<sub>2</sub> production was determined in <italic>A. halophytica</italic> cells treated with and without 25&#xa0;&#xb5;M simazine for 10 days. The results showed that <italic>A. halophytica</italic> had maximum H<sub>2</sub> accumulation with 356.21 &#xb1; 6.04&#xa0;&#xb5;mol H<sub>2</sub> g<sup>&#x2212;1</sup> dry weight when treating cells with 25&#xa0;&#xb5;M simazine under dark anaerobic condition at 24&#xa0;h (<xref ref-type="fig" rid="F3">Figure 3</xref>). The maximum H<sub>2</sub> accumulation was approximately 4 folds higher than that of cells without simazine treatment. No H<sub>2</sub> production was observed in the negative control containing only 25&#xa0;&#xb5;M simazine.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Long-term H<sub>2</sub> accumulation of <italic>Aphanothece halophytica</italic> treated with and without 25&#xa0;&#xb5;M simazine during 10 days of dark anaerobic incubation. <italic>Aphanothece halophytica</italic> grown in BG11 for 7&#xa0;days was harvested by centrifugation and suspended in BG11<sub>0</sub>. Cells were incubated in BG11<sub>0</sub> under the light for 24&#xa0;h before treatment with 25&#xa0;&#xb5;M simazine. Cells were purged with argon for 10&#xa0;min and incubated at 30&#xb0;C for 10&#xa0;days under darkness. Cells without simazine treatment and simazine without cells were used as controls.</p>
</caption>
<graphic xlink:href="fbioe-10-904101-g003.tif"/>
</fig>
</sec>
</sec>
<sec id="s4">
<title>4 Discussion</title>
<p>Simazine has been shown as a popular algicide for controlling the growth of both unicellular and attached filamentous algae (<xref ref-type="bibr" rid="B25">Snow, 1963</xref>). It can inhibit photosynthetic electron transport by binding to the plastoquinone B (Q<sub>B</sub>) binding site on the D1 protein of PS II, resulting in an interruption of CO<sub>2</sub> fixation and production of ATP and NAD(P)H (<xref ref-type="bibr" rid="B2">Ahrens, 1994</xref>). Until now, only few studies have reported on the effect of simazine on H<sub>2</sub> production by cyanobacteria. Previously, the N<sub>2</sub>-fixing filamentous cyanobacterium <italic>Nostoc muscorum</italic> treated with 2&#xa0;&#xb5;M simazine in the light produced approximately 2 folds higher H<sub>2</sub> than the untreated cells. However, simazine did not affect acetylene reduction or nitrogenase activity in this cyanobacterium. The increased H<sub>2</sub> production was due to the partial lowering of O<sub>2</sub> in the cell, thus preventing oxidative H<sub>2</sub> consumption (<xref ref-type="bibr" rid="B26">Spiller et al., 1978</xref>).</p>
<p>In this study, other inhibitors for photosynthetic electron transport such as atrazine and glyphosate could also induce H<sub>2</sub> production by <italic>A. halophytica</italic> under both light and dark conditions (<xref ref-type="table" rid="T1">Table 1</xref>), indicating that they could inhibit electron transport in photosynthetic and/or other metabolic pathways. This reduces the number of electrons in photosystem II activity, resulting in a decrease in O<sub>2</sub> evolution and finally promoting H<sub>2</sub> production. Atrazine inhibits photosynthetic activity by blocking electron transport during the Hill reaction of PSII (<xref ref-type="bibr" rid="B28">Suresh Kumar et al., 2014</xref>). However, atrazine affects algae with a wide variety of responses depending on concentrations, duration of exposure, and type of algal species (<xref ref-type="bibr" rid="B32">Tang et al., 1998</xref>). Similarly, glyphosate was found to interrupt the photosynthetic electron transport and O<sub>2</sub> evolution in both wild-type and mutant cells of <italic>Anabaena doliolum</italic> (<xref ref-type="bibr" rid="B23">Shikha and Singh, 2004</xref>). Although these inhibitors play a similar role in interrupting photosynthesis, they show such a difference in affinity for binding substrate and inhibitory activity.</p>
<p>Interestingly, DCMU induced H<sub>2</sub> production by <italic>A. halophytica</italic> only upon illumination (<xref ref-type="table" rid="T1">Table 1</xref>). On the other hand, a known photosystem II inhibitor, carbonyl cyanide <italic>m</italic>-chlorophenyl hydrazine (CCCP), has been reported to induce H<sub>2</sub> production by <italic>A. halophytica</italic> under both light and dark conditions (<xref ref-type="bibr" rid="B18">Pansook et al., 2019b</xref>). This is because photosystem II, a target of inhibition by DCMU, is functional upon illumination, whereas CCCP acts not only as a photosystem II inhibitor but also as an uncoupling agent of oxidative phosphorylation, which takes place under both illumination and darkness. The previous study showed that H<sub>2</sub> production by <italic>Oscillatoria chalybea</italic> and <italic>Synechocystis</italic> sp. PCC6803 was enhanced in cells treated with 5&#xa0;&#xb5;M CCCP (<xref ref-type="bibr" rid="B1">Abdel-Basset and Bader, 1998</xref>), whereas the marine green alga <italic>Platymonas helgolandica</italic> var. <italic>tsingtaoensis</italic> increased H<sub>2</sub> production due to the complete PSII inhibition by 50&#xa0;&#xb5;M DCMU (<xref ref-type="bibr" rid="B34">Zhang et al., 2012</xref>). Likewise, the cyanobacterium <italic>Anabaena cylindrica</italic> treated with 1.0&#xa0;&#xb5;M DCMU enhanced H<sub>2</sub> production, which was partly due to the low level of O<sub>2</sub> content (<xref ref-type="bibr" rid="B4">Chen et al., 2013</xref>), and DCMU at 10&#xa0;mM increased 1.5-fold H<sub>2</sub> production by the cyanobacterium <italic>Desertifilum</italic> sp. IPPAS B-1220 (<xref ref-type="bibr" rid="B10">Kossalbayev et al., 2020</xref>). Other inhibitors including the respiration inhibitor malonic acid, a CO<sub>2</sub> fixation inhibitor glyceraldehyde, and a Krebs cycle inhibitor sodium arsenate did not induce H<sub>2</sub> production rate by <italic>A. halophytica</italic>, suggesting no involvement of these inhibitors in H<sub>2</sub> metabolism. Some inhibitors, such as a respiration inhibitor sodium azide and an inhibitor of uncoupling agent of oxidative phosphorylation 2,4-dinitrophenol (DNP), induced H<sub>2</sub> production only under light condition, whereas a respiration inhibitor rotenone induced H<sub>2</sub> production only under dark condition (<xref ref-type="table" rid="T1">Table 1</xref>). It was previously reported that <italic>Cyanothece</italic> sp. could increase the H<sub>2</sub> production rate in cells treated with 50&#xa0;&#xb5;M 2,4-dinitrophenol under darkness (<xref ref-type="bibr" rid="B24">Skizim et al., 2012</xref>).</p>
<p>Normally, simazine concentrations used for controlling algal and cyanobacterial growth range from 0.5 to 1.0&#xa0;mg&#xa0;L<sup>&#x2212;1</sup> or from 2.5 to 5&#xa0;&#xb5;M (<xref ref-type="bibr" rid="B28">Suresh Kumar et al., 2014</xref>). In this study, a high concentration of simazine and long-term incubation resulted in a decrease in cell and chlorophyll concentrations (<xref ref-type="fig" rid="F1">Figure 1A</xref>,<xref ref-type="fig" rid="F1">1B</xref>). These results indicated the toxicity of simazine due to the inhibition of electron transport in photosynthesis, thus resulting in a decrease in cell concentration and intracellular pigment contents, especially chlorophyll <italic>a</italic>. These results are in line with the previous study on filamentous cyanobacteria <italic>Anabaena circinalis</italic> and <italic>Anabaena variabilis</italic>; and green algae <italic>Protosiphon botryoides</italic> and <italic>Spirogyra jurgensii</italic>, showing that simazine inhibited their growth and reduced chlorophyll content (<xref ref-type="bibr" rid="B15">O&#x2019;Neal and Lembi, 1983</xref>; <xref ref-type="bibr" rid="B14">Millie et al., 1992</xref>; <xref ref-type="bibr" rid="B9">Kobbia et al., 2001</xref>). In this study, simazine exhibited toxicity to cell growth and affected intracellular pigments of <italic>A. halophytica</italic> under long-term treatment.</p>
<p>Our results indicated the importance of simazine concentration on photosynthetic activity and H<sub>2</sub> metabolism of <italic>A. halophytica</italic> cells. A high concentration of simazine caused a decrease in O<sub>2</sub> concentration due to O<sub>2</sub> evolution <italic>via</italic> oxygenic photosynthesis and an activation of dark respiration rate. The decrease in O<sub>2</sub> concentration promoted bidirectional hydrogenase activity, leading to an increase in H<sub>2</sub> production. Under the light, simazine was shown to interrupt photosynthetic electron transport at photosystem II by displacing Q<sub>B</sub> from its binding site on the D1 protein (<xref ref-type="bibr" rid="B15">O&#x2019;Neal and Lembi, 1983</xref>), resulting in an inhibition of photosynthetic activity or photosynthetic O<sub>2</sub> evolution. This caused a reduction in O<sub>2</sub> concentration, thereafter promoting bidirectional hydrogenase activity. Under dark anaerobic conditions, where photosynthetic activity is inactive, simazine promoted the dark respiration rate, providing higher O<sub>2</sub> consumption and higher level of NAD(P)H from carbohydrate degradation. The lower O<sub>2</sub> concentration activated bidirectional hydrogenase activity, and NAD(P)H gave electrons to hydrogenase, finally resulting in higher H<sub>2</sub> production by <italic>A. halophytica</italic>. Since <italic>A. halophytica</italic> produces H<sub>2</sub> under dark anaerobic conditions <italic>via</italic> a catabolism of storage glycogen (<xref ref-type="bibr" rid="B30">Taikhao et al., 2015</xref>), the effect of simazine on glycogen content was investigated. Unfortunately, no significant differences in the glycogen content of cells treated and untreated with 25&#xa0;&#xb5;M simazine were found (data not shown). Apart from being a photosystem II inhibitor, simazine might affect other metabolisms, including H<sub>2</sub> metabolism. In <italic>Protosiphon botryoides</italic> and <italic>Anabaena variabilis</italic>, simazine treatment was shown to increase respiration rate (<xref ref-type="bibr" rid="B9">Kobbia et al., 2001</xref>). In oat plant (<italic>Avena sativia</italic> L. var. Seminole), simazine treatment showed a decrease in protein synthesis under darkness (<xref ref-type="bibr" rid="B22">Singh and West, 1967</xref>). However, too high a concentration of simazine (50&#xa0;&#xb5;M) is likely to be toxic to <italic>A. halophytica</italic> cells. This study confirmed the capability of the effective inhibitor simazine for enhancement of dark fermentative H<sub>2</sub> production by <italic>A. halophytica</italic>. However, during long-term incubation after 24&#xa0;h of simazine treatment, cells reduced dark fermentative H<sub>2</sub> production due to the decreased action of simazine and the toxicity of simazine to cyanobacterial growth and cellular metabolism (<xref ref-type="bibr" rid="B15">O&#x2019;Neal and Lembi, 1983</xref>).</p>
</sec>
<sec id="s5">
<title>5 Conclusion</title>
<p>The photobiological H<sub>2</sub> production by <italic>A. halophytica</italic> was significantly enhanced by treatment with atrazine, DCMU, glyphosate, simazine, sodium azide, and 2,4-dinitrophenol, whereas the dark fermentative H<sub>2</sub> production was significantly increased in cells treated with atrazine, glyphosate, simazine, and rotenone. Among all the inhibitors, simazine is the best inhibitor to enhance H<sub>2</sub> production by <italic>A. halophytica</italic> under both light and dark conditions. High simazine concentration and long-term incubation reduced cell concentration and chlorophyll content due to its cell toxicity. The optimal concentration of simazine for H<sub>2</sub> production by <italic>A. halophytica</italic> was 25&#xa0;&#xb5;M. Simazine treatment reduced photosynthetic O<sub>2</sub> evolution, resulting in an increase in bidirectional hydrogenase activity. In addition, simazine induced O<sub>2</sub> consumption by enhancing the dark respiration rate. These incidences promoted H<sub>2</sub> production in <italic>A. halophytica</italic>.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material; further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>SaP contributed to conception and design of the study. SaP received the research grant. SuP performed the experiments and statistical analysis. SuP wrote the first draft of the manuscript. SuP and SaP wrote sections of the manuscript. All authors contributed to manuscript revision, and read and approved the submitted version.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This work was supported by the School of Science, King Mongkut&#x27;s Institute of Technology Ladkrabang (KMITL) (Grant Number 2562-01-05-34).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<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="s10">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors, and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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