<?xml version="1.0" encoding="utf-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.1d3 20150301//EN" "http://jats.nlm.nih.gov/publishing/1.1d3/JATS-journalpublishing1.dtd">
<article article-type="research-article" dtd-version="1.1d3" xml:lang="en" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">PLoS ONE</journal-id>
<journal-id journal-id-type="publisher-id">plos</journal-id>
<journal-id journal-id-type="pmc">plosone</journal-id>
<journal-title-group>
<journal-title>PLOS ONE</journal-title>
</journal-title-group>
<issn pub-type="epub">1932-6203</issn>
<publisher>
<publisher-name>Public Library of Science</publisher-name>
<publisher-loc>San Francisco, CA USA</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.1371/journal.pone.0297581</article-id>
<article-id pub-id-type="publisher-id">PONE-D-23-36511</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Research Article</subject>
</subj-group>
<subj-group subj-group-type="Discipline-v3">
<subject>Physical sciences</subject><subj-group><subject>Physics</subject><subj-group><subject>Electromagnetic radiation</subject><subj-group><subject>Luminescence</subject><subj-group><subject>Fluorescence</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Engineering and technology</subject><subj-group><subject>Equipment</subject><subj-group><subject>Detectors</subject><subj-group><subject>Biosensors</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Physical sciences</subject><subj-group><subject>Materials science</subject><subj-group><subject>Materials</subject><subj-group><subject>Nanomaterials</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Engineering and technology</subject><subj-group><subject>Nanotechnology</subject><subj-group><subject>Nanomaterials</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Genetics</subject><subj-group><subject>DNA</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Biochemistry</subject><subj-group><subject>Nucleic acids</subject><subj-group><subject>DNA</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Physical sciences</subject><subj-group><subject>Materials science</subject><subj-group><subject>Materials</subject><subj-group><subject>Optical materials</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Research and analysis methods</subject><subj-group><subject>Animal studies</subject><subj-group><subject>Experimental organism systems</subject><subj-group><subject>Model organisms</subject><subj-group><subject>Escherichia coli</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Research and analysis methods</subject><subj-group><subject>Model organisms</subject><subj-group><subject>Escherichia coli</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Microbiology</subject><subj-group><subject>Medical microbiology</subject><subj-group><subject>Microbial pathogens</subject><subj-group><subject>Bacterial pathogens</subject><subj-group><subject>Escherichia coli</subject></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Pathology and laboratory medicine</subject><subj-group><subject>Pathogens</subject><subj-group><subject>Microbial pathogens</subject><subj-group><subject>Bacterial pathogens</subject><subj-group><subject>Escherichia coli</subject></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Organisms</subject><subj-group><subject>Bacteria</subject><subj-group><subject>Enterobacteriaceae</subject><subj-group><subject>Escherichia</subject><subj-group><subject>Escherichia coli</subject></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Organisms</subject><subj-group><subject>Bacteria</subject><subj-group><subject>Gut bacteria</subject><subj-group><subject>Escherichia</subject><subj-group><subject>Escherichia coli</subject></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Research and analysis methods</subject><subj-group><subject>Animal studies</subject><subj-group><subject>Experimental organism systems</subject><subj-group><subject>Prokaryotic models</subject><subj-group><subject>Escherichia coli</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Bioengineering</subject><subj-group><subject>Biotechnology</subject><subj-group><subject>Bionanotechnology</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Engineering and technology</subject><subj-group><subject>Bioengineering</subject><subj-group><subject>Biotechnology</subject><subj-group><subject>Bionanotechnology</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Engineering and technology</subject><subj-group><subject>Nanotechnology</subject><subj-group><subject>Bionanotechnology</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Organisms</subject><subj-group><subject>Bacteria</subject><subj-group><subject>Bacillus</subject><subj-group><subject>Bacillus subtilis</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Microbiology</subject><subj-group><subject>Medical microbiology</subject><subj-group><subject>Microbial pathogens</subject><subj-group><subject>Bacterial pathogens</subject><subj-group><subject>Bacillus</subject><subj-group><subject>Bacillus subtilis</subject></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Pathology and laboratory medicine</subject><subj-group><subject>Pathogens</subject><subj-group><subject>Microbial pathogens</subject><subj-group><subject>Bacterial pathogens</subject><subj-group><subject>Bacillus</subject><subj-group><subject>Bacillus subtilis</subject></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Research and analysis methods</subject><subj-group><subject>Animal studies</subject><subj-group><subject>Experimental organism systems</subject><subj-group><subject>Prokaryotic models</subject><subj-group><subject>Bacillus subtilis</subject></subj-group></subj-group></subj-group></subj-group></subj-group></article-categories>
<title-group>
<article-title><italic>Bacillus subtilis</italic> DNA fluorescent sensors based on hybrid MoS<sub>2</sub> nanosheets</article-title>
<alt-title alt-title-type="running-head"><italic>B. subtilis</italic> DNA fluorescence biosensors based on hybrid MoS<sub>2</sub> nanosheets</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Nguyen</surname>
<given-names>Son Hai</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role content-type="http://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role>
<role content-type="http://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role>
<role content-type="http://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role content-type="http://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Nguyen</surname>
<given-names>Van-Nhat</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0002-7993-5735</contrib-id>
<name name-style="western">
<surname>Tran</surname>
<given-names>Mai Thi</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role content-type="http://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role>
<role content-type="http://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role>
<role content-type="http://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role content-type="http://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role content-type="http://credit.niso.org/contributor-roles/project-administration/">Project administration</role>
<role content-type="http://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff003"><sup>3</sup></xref>
<xref ref-type="corresp" rid="cor001">*</xref>
</contrib>
</contrib-group>
<aff id="aff001"><label>1</label> <addr-line>School of Mechanical Engineering, Hanoi University of Science and Technology, Hanoi, Vietnam</addr-line></aff>
<aff id="aff002"><label>2</label> <addr-line>College of Engineering and Computer Science, VinUniversity, Hanoi, Vietnam</addr-line></aff>
<aff id="aff003"><label>3</label> <addr-line>VinUni-Illinois Smart Health Center, VinUniversity, Hanoi, Vietnam</addr-line></aff>
<contrib-group>
<contrib contrib-type="editor" xlink:type="simple">
<name name-style="western">
<surname>Joshi</surname>
<given-names>Niravkumar</given-names>
</name>
<role>Editor</role>
<xref ref-type="aff" rid="edit1"/>
</contrib>
</contrib-group>
<aff id="edit1"><addr-line>Federal University of ABC, BRAZIL</addr-line></aff>
<author-notes>
<fn fn-type="conflict" id="coi001">
<p>The authors have declared that no competing interests exist.</p>
</fn>
<corresp id="cor001">* E-mail: <email xlink:type="simple">mai.tt@vinuni.edu.vn</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>1</day>
<month>2</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>19</volume>
<issue>2</issue>
<elocation-id>e0297581</elocation-id>
<history>
<date date-type="received">
<day>6</day>
<month>11</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>8</day>
<month>1</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-year>2024</copyright-year>
<copyright-holder>Nguyen et al</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">Creative Commons Attribution License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
</license>
</permissions>
<self-uri content-type="pdf" xlink:href="info:doi/10.1371/journal.pone.0297581"/>
<abstract>
<p>Although sensor technology has advanced with better materials, biomarkers, and fabrication and detection methods, creating a rapid, accurate, and affordable bacterial detection platform is still a major challenge. In this study, we present a combination of hybrid-MoS<sub>2</sub> nanosheets and an amine-customized probe to develop a fast, sensitive biosensor for <italic>Bacillus subtilis</italic> DNA detection. Based on fluorescence measurements, the biosensor exhibits a detection range of 23.6–130 aM, achieves a detection limit of 18.7 aM, and was stable over four weeks. In addition, the high selectivity over <italic>Escherichia coli</italic> and <italic>Vibrio proteolyticus</italic> DNAs of the proposed <italic>Bacillus subtilis</italic> sensors is demonstrated by the fluorescence quenching effect at 558 nm. This research not only presents a powerful tool for <italic>B</italic>. <italic>subtilis</italic> DNA detection but also significantly contributes to the advancement of hybrid 2D nanomaterial-based biosensors, offering substantial promise for diverse applications in biomedical research and environmental monitoring.</p>
</abstract>
<funding-group>
<award-group id="award001">
<funding-source>
<institution>Hanoi University of Science and Technology</institution>
</funding-source>
<award-id>T2023-PC-016</award-id>
<principal-award-recipient>
<name name-style="western">
<surname>Nguyen</surname>
<given-names>Son Hai</given-names>
</name>
</principal-award-recipient>
</award-group>
<funding-statement>This research is funded by Hanoi University of Science and Technology (HUST) under project number T2023-PC-016. The funder had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</funding-statement>
</funding-group>
<counts>
<fig-count count="8"/>
<table-count count="2"/>
<page-count count="13"/>
</counts>
<custom-meta-group>
<custom-meta id="data-availability">
<meta-name>Data Availability</meta-name>
<meta-value>All relevant data are within the paper.</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="sec001" sec-type="intro">
<title>Introduction</title>
<p><italic>Bacillus subtilis</italic>, a gram-positive bacterium ubiquitously presented in soil and the gastrointestinal tract, plays a pivotal role across various sectors, necessitating its precise detection. As a key player in industrial biotechnology, <italic>B</italic>. <italic>subtilis</italic> is used in producing enzymes, antibiotics, and other biologically active compounds, making its accurate detection crucial for ensuring product quality and safety [<xref ref-type="bibr" rid="pone.0297581.ref001">1</xref>–<xref ref-type="bibr" rid="pone.0297581.ref004">4</xref>]. In the food industry, <italic>B</italic>. <italic>subtilis</italic> detection is vital due to its potential role in food spoilage, especially considering its spore-forming capabilities that allow survival under adverse conditions [<xref ref-type="bibr" rid="pone.0297581.ref005">5</xref>,<xref ref-type="bibr" rid="pone.0297581.ref006">6</xref>]. For the scientific community, <italic>B</italic>. <italic>subtilis</italic> serves as a model organism for genetic and biochemical research, necessitating its precise quantification [<xref ref-type="bibr" rid="pone.0297581.ref007">7</xref>,<xref ref-type="bibr" rid="pone.0297581.ref008">8</xref>]. Moreover, though predominantly non-pathogenic, monitoring <italic>B</italic>. <italic>subtilis</italic> is essential in healthcare settings to circumvent potential infections among immunocompromised individuals [<xref ref-type="bibr" rid="pone.0297581.ref009">9</xref>]. Therefore, the comprehensive role and impact of <italic>B</italic>. <italic>subtilis</italic> necessitate the development of precise and robust detection mechanisms.</p>
<p>The conventional methods to detect <italic>B</italic>. <italic>subtilis</italic> are microbial culture techniques, staining procedures, and molecular methods such as polymerase chain reaction (PCR) [<xref ref-type="bibr" rid="pone.0297581.ref010">10</xref>,<xref ref-type="bibr" rid="pone.0297581.ref011">11</xref>]. Microbial culturing, while a gold standard, often requires a significant duration to yield results, which may not always be compatible with real-time monitoring or immediate needs. Staining procedures, such as the Gram stain, while offering quicker results, may lack specificity. On the molecular front, PCR is a powerful tool for detecting and identifying <italic>B</italic>. <italic>subtilis</italic>. However, it demands sophisticated equipment and technical expertise, challenging routine, and on-field applications. These inherent shortcomings indicate an unmet need for a rapid, specific, and user-friendly method for detecting <italic>B</italic>. <italic>subtilis</italic>, such as a point-of-care device or biosensor.</p>
<p>Biosensors based on nanomaterials have emerged as a compelling alternative in the quest for more efficient, rapid, and reliable methods to detect biological molecules, including DNA, proteins, and cells [<xref ref-type="bibr" rid="pone.0297581.ref012">12</xref>,<xref ref-type="bibr" rid="pone.0297581.ref013">13</xref>]. They have widespread applications in diverse fields, such as clinical diagnosis, environmental monitoring, and food safety. While biosensors can be engineered to detect various signals, their primary function is quantifying a specific entity’s concentration. The scientific community has mainly concentrated on electrochemical and optical biosensors for analyte detection [<xref ref-type="bibr" rid="pone.0297581.ref014">14</xref>,<xref ref-type="bibr" rid="pone.0297581.ref015">15</xref>]. Especially, optical DNA biosensors boast several benefits in biotechnology and medical diagnostics, including high sensitivity and specificity, real-time and label-free detection, and portability [<xref ref-type="bibr" rid="pone.0297581.ref016">16</xref>–<xref ref-type="bibr" rid="pone.0297581.ref018">18</xref>]. As technology progresses, enhancements in these optical biosensors’ sensitivity, specificity, and portability continue to be achieved. Methods to elevate the sensitivity and selectivity of optical DNA sensors include the fabrication of innovative nanomaterials, the development of new sensing platforms, and optimizing sensor preparation parameters.</p>
<p>Recently, the use of molybdenum disulfide (MoS<sub>2</sub>) nanosheets in detecting DNA, including that of <italic>B</italic>. <italic>subtilis</italic>, has gained considerable research attention due to its unique properties, such as electrical, mechanical, and optical characteristics [<xref ref-type="bibr" rid="pone.0297581.ref019">19</xref>–<xref ref-type="bibr" rid="pone.0297581.ref021">21</xref>]. The high surface area of these 2D nanosheets allows for the effective immobilization of probe DNA, facilitating efficient hybridization with target DNA sequences. In addition, hybrid MoS<sub>2</sub> nanosheets combined with other nanomaterials can further enhance the sensing performance by exploiting the synergistic effects. Hybrid MoS<sub>2</sub> nanosheets hold several advantages over their pure counterparts, including improved sensitivity, selectivity, stability, and an extended range of analytes that can be detected [<xref ref-type="bibr" rid="pone.0297581.ref022">22</xref>–<xref ref-type="bibr" rid="pone.0297581.ref024">24</xref>]. Thus, applying this hybrid material in optical biosensors represents an intriguing research avenue. In a previous report [<xref ref-type="bibr" rid="pone.0297581.ref025">25</xref>], hybrid MoS<sub>2</sub> demonstrated a strong capability for <italic>E</italic>. <italic>coli</italic> DNA detection. Here, we develop a new sensing platform using hybrid MoS<sub>2</sub> nanosheets to detect <italic>B</italic>. <italic>subtilis</italic> DNA within the 23.6–130 aM range. The influence of sensing material concentrations on the sensitivity of a hybrid MoS<sub>2</sub>-based sensor designed for <italic>B</italic>. <italic>subtilis</italic> detection is also investigated. In addition, we examine the selectivity of the proposed sensors over two other bacterial DNA, including <italic>E</italic>. <italic>coli</italic> and <italic>V</italic>. <italic>proteolyticus</italic>, and the stability of the proposed sensors over a month.</p>
</sec>
<sec id="sec002">
<title>Method and materials</title>
<sec id="sec003">
<title>Chemical and preparation of hybrid MoS<sub>2</sub> nanosheets</title>
<p>The chemicals and preparation methodologies have been thoroughly outlined in the previous study [<xref ref-type="bibr" rid="pone.0297581.ref025">25</xref>] and illustrated in <xref ref-type="fig" rid="pone.0297581.g001">Fig 1</xref>. We used the chemicals without any further purification as follows: Ammonium Heptamolybdate Tetrahydrate ((NH<sub>4</sub>)<sub>6</sub>Mo<sub>7</sub>O<sub>24</sub>.4H<sub>2</sub>O, 99.0%, from Tianjin Chemical Reagent Factory, Tianjin, China), Thioacetamide (C<sub>2</sub>H<sub>5</sub>NS, 99.0%, from Shanghai Zhanyun Chemical Co., Ltd, Shanghai, China), Ethanol (C<sub>2</sub>H<sub>5</sub>OH, 99.5%, from Xilong Scientific Co., Ltd., Guangdong, China), and deionized (DI) water. Briefly, we used the hydrothermal method to prepare hybrid MoS<sub>2</sub> nanosheets. We dissolved and mixed two precursor chemicals of (NH<sub>4</sub>)<sub>6</sub>Mo<sub>7</sub>O<sub>24</sub>.4H<sub>2</sub>O and C<sub>2</sub>H<sub>5</sub>NS in 20 mL of deionized water. After that, 20 mL ethanol was gradually added and stirred for 30 minutes. The solid product was transferred to a 200 mL Teflon-lined stainless-steel autoclave. The hydrothermal temperature was set at 180° C for 5 hours. After this process was done. The precipitation was collected by centrifugation at 5000 rpm, washed with DI water, and dried in a vacuum at 60°C for 3 hours.</p>
<fig id="pone.0297581.g001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0297581.g001</object-id>
<label>Fig 1</label>
<caption>
<title>Schematic of hybrid-MoS<sub>2</sub> nanosheet preparation using hydrothermal method.</title>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0297581.g001" xlink:type="simple"/>
</fig>
</sec>
<sec id="sec004">
<title>DNA extraction</title>
<p>The <italic>B</italic>. <italic>subtilis</italic> strain was obtained from the Microbiology and Genetics Lab at the Hanoi University of Science and Technology in Hanoi, Vietnam. Starting with 1.5 mL of an overnight <italic>B</italic>. <italic>subtilis</italic> culture grown in Luria Broth (LB) medium, the cells are first pelleted by centrifuging at 8,000×g for 5 minutes using a Hettich Mikro 200R centrifuge (Tuttlingen, Germany). The supernatant is discarded, and the resulting cell pellet is resuspended in 740 μL of TE buffer. Subsequently, 20 μL of 100 mg/mL Lysozyme is added to break down the cell wall, then an incubation occurred at 37°C for 30 minutes. Next, 40 μL of 10% SDS and 8 μL of Proteinase K (10 mg/mL) (all from Biobasic, Canada) are introduced, assisting in protein digestion and membrane disruption. After a further incubation at 56°C for 3 hours, 100 μL of 5 M NaCl and heated CTAB/NaCl (from Merck, Germany) at 65°C are added sequentially to promote DNA precipitation. After an incubation at 65°C for 10 minutes, the sample undergoes a chloroform: isoamyl alcohol extraction (from Sigma Aldrich) to separate the DNA from impurities. After centrifuging at 12,000×g for 10 minutes at room temperature, the aqueous phase containing the DNA is transferred to a new tube. This extraction step is repeated until no white protein layer is visible. The DNA is then precipitated using cold 100% ethanol (Merck, Germany) and incubated at -20°C for 2 hours overnight. After additional centrifugation at 12,000×g for 15 minutes at 4°C, the DNA pellet is washed with 50 μL of 70% ethanol to remove salts and other impurities. Once the pellet dries, it’s resuspended in the TE buffer for storage. Ideally, the isolated DNA should be stored at −20°C for future use. All the DNA utilized in this study was evaluated using the OD260/280 ratios using a DeNovix UV-Visible spectrometer (Model: DS-11 FX+), yielding results around 2.0, indicating the high purity of the DNA samples.</p>
</sec>
<sec id="sec005">
<title>Measuring the optical properties of <italic>B</italic>. <italic>subtilis</italic> DNA sensors based on hybrid MoS<sub>2</sub> nanosheets</title>
<p>This study utilized an oligonucleotide probe with the sequence amine—5’-<monospace specific-use="no-wrap">CCTACGGGAGGCAGCAGTAG</monospace>-3’, complementary to <italic>B</italic>. <italic>subtilis</italic> DNA [<xref ref-type="bibr" rid="pone.0297581.ref008">8</xref>]. The probe was diluted to 30 nM in TE buffer in all measurements. DNA solutions were prepared by dissolving and diluting them in 1×TE buffer (10 mM Tris-HCl, 1 mM EDTA, pH 8.0). <italic>B</italic>. <italic>subtilis</italic> DNA was pretreated using the heating method, which involved heating the samples at 95°C for 30 minutes. For a specific test, designated concentrations of the probe and hybrid MoS<sub>2</sub> nanosheets were utilized to determine the sensors’ absorbance and photoluminescence (PL). We incorporated 900 μL of hybrid MoS<sub>2</sub> into a 10 mm cuvette, with TE buffer as the solvent. We then added 100 μL of the probe and gradually added 100 μL DNA to the cuvette to create concentrations ranging from 23.6 to 130 aM. At each step, PL measurements were performed. The fluorescence intensities at an excitation wavelength of white light, using a slit width of 300 μm and an exposure duration of 1 second, were recorded. To investigate the effects of the sensing materials, the experiment is repeated with varying concentrations of hybrid MoS<sub>2</sub> (10 mg/L, 20 mg/L, 30 mg/L, 40 mg/L, and 50 mg/L).</p>
</sec>
</sec>
<sec id="sec006">
<title>Results and discussions</title>
<sec id="sec007">
<title>Characterizations of prepared materials</title>
<p>The produced materials were initially assessed for their structure and morphology using XRD and SEM imaging techniques. As illustrated in <xref ref-type="fig" rid="pone.0297581.g002">Fig 2A</xref>, these materials reveal a nanosheet structure. The XRD pattern, displayed in <xref ref-type="fig" rid="pone.0297581.g002">Fig 2B</xref>, presents five unique peaks at positions (101), (012), (015), (110), and (113), suggestive of the MoS<sub>2</sub>-3R structure (PDF#17–0744, as analyzed with JADE software by MDI Materials Data). The resulting composite was also detected alongside MoS<sub>2</sub>-3R, (NH<sub>4</sub>)<sub>6</sub>Mo<sub>7</sub>O<sub>24</sub>. However, the SEM image, shown in <xref ref-type="fig" rid="pone.0297581.g002">Fig 2A</xref>, emphasizes the existence of multilayer nanosheets within the hybrid material. This observation suggests that (NH<sub>4</sub>)<sub>6</sub>Mo<sub>7</sub>O<sub>24</sub> plays a critical role in creating the lamellar MoS<sub>2</sub>, with NH<sub>4</sub><sup>+</sup> ions occupying the layers in between and indicates that (NH<sub>4</sub>)<sub>6</sub>Mo<sub>7</sub>O<sub>24</sub> either functionalizes the MoS<sub>2</sub> surface or decomposes into molecules. Furthermore, we explored the optical properties of the manufactured materials. An absorbance peak at 235 nm and a photoluminescence peak at 558 nm can be observed in <xref ref-type="fig" rid="pone.0297581.g002">Fig 2C</xref>.</p>
<fig id="pone.0297581.g002" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0297581.g002</object-id>
<label>Fig 2</label>
<caption>
<title>The characteristics of the prepared materials.</title>
<p>(A) The SEM image captured by HITACHI-S4800 confirms the nanosheet morphology (inside the green region of interest); the contrast was enhanced. (B) The XRD pattern obtained by Rigaku MiniFlex600, and (C) The absorbance and photoluminescence attributes. Absorbance (blue line) was determined using a DeNovix UV-Visible spectrometer (Model: DS-11 FX+). The fluorescence intensities (orange line) were recorded using a spectrophotometer with a 10 nm slit-width (SpectraPro HRS-300, Teledyne Princeton Instruments, Trenton, NJ 08619 USA) at an excitation wavelength of white light and an exposure duration of 1 second.</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0297581.g002" xlink:type="simple"/>
</fig>
</sec>
<sec id="sec008">
<title>Direct detection of <italic>B</italic>. <italic>subtilis</italic> DNA using fluorescent sensors based on the hybrid MoS<sub>2</sub> nanosheets</title>
<p>This study aims to design a simple optical sensing platform to detect a range of <italic>B</italic>. <italic>subtilis</italic> DNA concentrated from 23.6 to 130 aM, reflected by the number of copies of the testing sample from 16×10<sup>6</sup> to 16×10<sup>7</sup>. In our experiment, the probe concentration was 30 nM (using 100 μL, which contains 1.83×10<sup>12</sup> copies, a much more considerable amount than the number of ssDNA copies) and the concentration of sensing materials was varied. The sensors’ fluorescence was examined at hybrid MoS<sub>2</sub> concentrations of 10 mg/L, 20 mg/L, 30 mg/L, 40 mg/L, and 50 mg/L, and was presented in <xref ref-type="fig" rid="pone.0297581.g003">Fig 3</xref>.</p>
<fig id="pone.0297581.g003" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0297581.g003</object-id>
<label>Fig 3</label>
<caption>
<title>PL spectra of sensors exposed to different concentrations of <italic>B</italic>. <italic>subtilis</italic> DNA.</title>
<p>(A) PL spectra of sensors based on 30 mg/L MoS<sub>2</sub> while in contact with various <italic>B</italic>. <italic>subtilis</italic> DNA concentrations. When the DNA concentrations increased, the maximum intensities decreased. (B) The PL intensities of different sensors with multiple concentrations of hybrid MoS<sub>2</sub> nanosheets before in contact with <italic>B</italic>. <italic>subtilis</italic> DNA; The higher the sensing material concentration, the higher the PL. (C) The dependence of the intensities <italic>I</italic> at 558 nm of different sensors on the <italic>B</italic>. <italic>subtilis</italic> DNA concentrations. This relationship can be described by a linear function. (D) The ratios <italic>I</italic>/<italic>I</italic><sub>0</sub> derived from the intensity at 558 nm of different sensors depending linearly on the DNA concentrations, where <italic>I</italic><sub>0</sub> is the intensity of the sensor before contact with DNA. The error bars represent for standard deviations of nine measurements.</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0297581.g003" xlink:type="simple"/>
</fig>
<p><xref ref-type="fig" rid="pone.0297581.g003">Fig 3A</xref> shows an example of PL spectra of sensors based on 30 mg/L hybrid MoS<sub>2</sub> nanosheets in contact with <italic>B</italic>. <italic>subtilis</italic> DNA. The other MoS<sub>2</sub> concentration sensors had similar shapes and quenching effects with DNA concentrations increased. They all had fluorescent peaks at 558 nm. The fluorescence spectra of all sensors based on 10 mg/L to 50 mg/L hybrid MoS<sub>2</sub> before adding DNA are presented in <xref ref-type="fig" rid="pone.0297581.g003">Fig 3B</xref>. Based on the intensity <italic>I</italic> and the ratio <italic>I</italic>/<italic>I</italic><sub>0</sub> at the wavelength 558 nm, we established the calibration lines of <italic>I</italic> vs <italic>C</italic> and <italic>I</italic>/<italic>I</italic><sub>0</sub> vs. <italic>C</italic> in <xref ref-type="fig" rid="pone.0297581.g003">Fig 3C &amp; 3D</xref>, where <italic>I</italic> is the intensity of sensors with specific concentration of DNA; <italic>I</italic><sub>0</sub> is the initial fluorescent intensity of sensors; <italic>C</italic> is the concentration of <italic>B</italic>. <italic>subtilis</italic> (aM). The operating functions were estimated and shown in <xref ref-type="table" rid="pone.0297581.t001">Table 1</xref>. All sensors can operate linearly with high precision (all values of R<sup>2</sup> were about 0.98). Among them, the sensors based on 50 mg/L have the highest sensitivity with the highest slope of -325. However, the 30 mg/L MoS<sub>2</sub>-based sensors have the best detection limit (LOD) of 18.7 aM and high sensitivity (slope of -233.8). In <xref ref-type="table" rid="pone.0297581.t001">Table 1</xref>, the equation determined the limit of detection is LOD = blank signal + 3 standard derivations. Overall, the detection limits are slightly different, about 19 aM. That might be because the sensing material’s concentration is not much different (10 mg/L to 50 mg/L, only 40 mg/L difference).</p>
<table-wrap id="pone.0297581.t001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0297581.t001</object-id>
<label>Table 1</label> <caption><title>Linear relationship between intensity values at 558 nm and <italic>B</italic>. <italic>subtilis</italic> DNA concentrations.</title> <p><italic>B</italic>. <italic>subtilis</italic> DNA concentrations changed from 23.6 aM– 130 aM of five sensors with concentrations of hybrid MoS<sub>2</sub> nanosheets of 10 mg/L, 20 mg/L, 30 mg/L, 40 mg/L and 50 mg/L. <italic>C</italic> is the concentration of <italic>B</italic>. <italic>subtilis</italic> DNA (aM).</p></caption>
<alternatives>
<graphic id="pone.0297581.t001g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0297581.t001" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="center">Hybrid MoS<sub>2</sub> nanosheets concentration (mg/L)</th>
<th align="center">Intensity at 558 nm (<italic>I</italic>)</th>
<th align="center"><italic>I</italic>/<italic>I</italic><sub>0</sub> at 558 nm<break/>(<italic>I</italic>/<italic>I</italic><sub>0</sub>)</th>
<th align="center">R<sup>2</sup></th>
<th align="center">Concentration LOD (aM)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="center">10</td>
<td align="center">-53.0<italic>C</italic> + 35500</td>
<td align="center">-0.00149<italic>C</italic> + 0.998</td>
<td align="center">0.978</td>
<td align="center">19.8</td>
</tr>
<tr>
<td align="center">20</td>
<td align="center">-143<italic>C</italic> + 45000</td>
<td align="center">-0.00334<italic>C</italic> + 1.05</td>
<td align="center">0.98</td>
<td align="center">19.2</td>
</tr>
<tr>
<td align="center">30</td>
<td align="center">-233.8<italic>C</italic> + 54500</td>
<td align="center">-0.00464<italic>C</italic> + 1.08</td>
<td align="center">0.981</td>
<td align="center">18.7</td>
</tr>
<tr>
<td align="center">40</td>
<td align="center">-298<italic>C</italic> + 60700</td>
<td align="center">-0.00557<italic>C</italic> + 1.13</td>
<td align="center">0.975</td>
<td align="center">21.3</td>
</tr>
<tr>
<td align="center">50</td>
<td align="center">-325<italic>C</italic> + 61900</td>
<td align="center">-0.0059<italic>C</italic> + 1.12</td>
<td align="center">0.98</td>
<td align="center">19.1</td>
</tr>
</tbody>
</table>
</alternatives>
</table-wrap>
<p>In all experiments, the quenching effects have occurred and are reflected in the negative slopes of all operating functions. The quenching effect can be explained by the fact that in this study, we employed the NH<sub>2</sub>-5′-<monospace specific-use="no-wrap">CCTACGGGAGGCAGCAGTAG</monospace>-3′ probe to identify the complementary target <italic>B</italic>. <italic>subtilis</italic> DNA, adhering to the Watson-Crick base-pairing principles [<xref ref-type="bibr" rid="pone.0297581.ref008">8</xref>]. The probe was chemically modified with an amine group (NH<sub>2</sub>) to enhance bonding to the MoS<sub>2</sub> surface. In the prepared nanomaterials, NH<sub>4</sub><sup>+</sup> ions occupying the layers in between either functionalize the MoS<sub>2</sub> surface or help to bind with NH<sub>2</sub>- of the amine probe. <xref ref-type="fig" rid="pone.0297581.g004">Fig 4</xref> provides a proposed schematic of the adsorbed single-stranded DNA (ssDNA) on the hybrid MoS<sub>2</sub> surface. The ssDNA can adhere to this surface, altering the dielectric properties of MoS<sub>2</sub>. However, when the ssDNA hybridizes with its complementary DNA, the resultant double-stranded DNA (dsDNA) establishes poor contact with the hybrid MoS<sub>2</sub>, distancing itself from the MoS<sub>2</sub> surface and changing the dielectric environment from DNA to water and reducing the photoluminescence [<xref ref-type="bibr" rid="pone.0297581.ref025">25</xref>]. The more complementary ssDNA added to the sensor, the more dsDNA was formed. Consequently, the photoluminescence was reduced more intensively. The intensity <italic>I</italic> at 558 nm, and the ratio of <italic>I</italic>/<italic>I</italic><sub>0</sub> at 558 nm can be used to estimate the unknown <italic>B</italic>. <italic>subtilis</italic> DNA concentrations.</p>
<fig id="pone.0297581.g004" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0297581.g004</object-id>
<label>Fig 4</label>
<caption>
<title>Schematic of experimental procedure and working mechanism of photoluminescence measurements of <italic>B</italic>. <italic>subtilis</italic> DNA sensors.</title>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0297581.g004" xlink:type="simple"/>
</fig>
<p>To validate the operational performance of this sensor, we prepared various DNA concentrations exceeding the limit of detection (LOD) and within the range defined by the calibration line. The concentrations examined were 74.3 aM, 97.5 aM, and 115.6 aM. The corresponding fluorescence measurements are depicted in <xref ref-type="fig" rid="pone.0297581.g005">Fig 5A</xref>. Utilizing the fluorescence values at 558 nm into the calibration line in <xref ref-type="fig" rid="pone.0297581.g005">Fig 5B</xref>, we determined the measured concentrations listed in <xref ref-type="table" rid="pone.0297581.t002">Table 2</xref>. The calibrated concentrations were in good agreement with the experimental concentrations with small percentages of difference (smaller than 10%). When the test sample had a high concentration, the measured intensity was higher, and the precision improved. For example, with the sample of 115.6 aM, the difference between the actual concentration and the calibrated one was only 1.52%. The result confirms the reliability and repeatability of our proposed sensor.</p>
<fig id="pone.0297581.g005" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0297581.g005</object-id>
<label>Fig 5</label>
<caption>
<title>Validation of the operational performance of the proposed sensor.</title>
<p>(A) The fluorescence spectra of testing DNA samples using the proposed sensors, including 74.3 aM, 97.5 aM, and 115.6 aM. (B) The fitting line of proposed sensors derived from the fluorescence of 30 mg/L MoS<sub>2</sub>-based sensors at 558 nm from <xref ref-type="fig" rid="pone.0297581.g003">Fig 3A</xref>. This operating line will refer to the calibrated concentrations for test samples. The error bars represent the standard deviations of nine measurements.</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0297581.g005" xlink:type="simple"/>
</fig>
<table-wrap id="pone.0297581.t002" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0297581.t002</object-id>
<label>Table 2</label> <caption><title>Validation of the designed sensing platform derived from <xref ref-type="fig" rid="pone.0297581.g005">Fig 5</xref>.</title></caption>
<alternatives>
<graphic id="pone.0297581.t002g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0297581.t002" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="center">Testing concentration<break/>(aM)</th>
<th align="center">Fluorescence at 558 nm</th>
<th align="center">Estimated concentration<break/>(aM)</th>
<th align="center">Error<break/>(%)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="center">74.30</td>
<td align="center">38864.89 ± 95.00</td>
<td align="center">66.87</td>
<td align="center">9.99</td>
</tr>
<tr>
<td align="center">97.50</td>
<td align="center">33371.11 ± 88.90</td>
<td align="center">90.37</td>
<td align="center">7.31</td>
</tr>
<tr>
<td align="center">115.60</td>
<td align="center">27882.22 ± 98.49</td>
<td align="center">113.85</td>
<td align="center">1.52</td>
</tr>
</tbody>
</table>
</alternatives>
</table-wrap>
</sec>
<sec id="sec009">
<title>Selectivity and stability of the proposed sensors</title>
<p>In this section, the selectivity and stability of the proposed sensors are investigated. First, we recorded the fluorescence of <italic>B</italic>. <italic>subtilis</italic> DNA of concentration from 23.6 to 130 aM. The fluorescences when the proposed sensors were in contact with various TE buffer concentrations, were also measured. <xref ref-type="fig" rid="pone.0297581.g006">Fig 6A</xref> showed that the tested <italic>B</italic>. <italic>subtilis</italic> DNA concentrations had low fluorescence and were almost the same intensity of 1.1×10<sup>4</sup>. Hence, our proposed sensors’ fluorescence changes in contact with <italic>B</italic>. <italic>subtilis</italic> DNA were not due to the changes in <italic>B</italic>. <italic>subtilis</italic> DNA fluorescence. To confirm the feasibility and selectivity of the proposed sensors, we prepared sensors based on 30 mg/L hybrid MoS<sub>2</sub> nanosheets. These sensors were exposed to different analytes, including TE buffer, <italic>Vibrio proteolyticus</italic> DNA, and <italic>Escherichia coli</italic> DNA. The fluorescence spectra in <xref ref-type="fig" rid="pone.0297581.g006">Fig 6B–6D</xref> reveal that the spectra and the changes in intensity for TE buffer and mismatched DNAs (<italic>V</italic>. <italic>proteolyticus</italic> and <italic>E</italic>. <italic>coli</italic> DNA) were nearly identical and slightly different. The intensity was reduced from 4.7×10<sup>4</sup> to 4.0×10<sup>4</sup> for three analytes. In contrast, the intensity decreased significantly when the target was <italic>B</italic>. <italic>subtilis</italic> DNA from 4.7×10<sup>4</sup> to 2.0×10<sup>4</sup> (see <xref ref-type="fig" rid="pone.0297581.g003">Fig 3A</xref>). This suggests that the <italic>E</italic>. <italic>coli</italic> and <italic>V</italic>. <italic>proteolyticus</italic> DNA did not induce any changes and merely diluted the hybrid MoS<sub>2</sub> suspension, mirroring the effect of added TE buffer. This observation aligns with <xref ref-type="fig" rid="pone.0297581.g006">Fig 6E &amp; 6F</xref>, where the intensity <italic>I</italic> or ratio <italic>I</italic>/<italic>I</italic><sub>0</sub> at 558 nm for TE, <italic>V</italic>. <italic>proteolyticus</italic>, and <italic>E</italic>. <italic>coli</italic> overlapped and changed slightly. <italic>B</italic>. <italic>subtilis</italic> DNA concentration can be determined by the linear function, as shown in <xref ref-type="fig" rid="pone.0297581.g006">Fig 6</xref>, within a range of 23.6–130 aM with high precision (R<sup>2</sup> = 0.98).</p>
<fig id="pone.0297581.g006" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0297581.g006</object-id>
<label>Fig 6</label>
<caption>
<title>The selectivity of the proposed sensors.</title>
<p>(A) Fluorescence spectra of different <italic>B</italic>. <italic>subtilis</italic> DNA concentrations; (B) Fluorescence spectra of 30 mg/L hybrid MoS<sub>2</sub> based on the sensors when adding TE buffer. Legends represent added volumes equivalent to DNA concentrations; (C) Fluorescence spectra of proposed sensors in contact with <italic>V</italic>. <italic>proteolyticus</italic> DNA; (D) Fluorescence spectra of proposed sensors in contact with <italic>E</italic>. <italic>coli</italic> DNA; (E) Intensity changes at 558 nm corresponding to varying concentrations of added analytes derived from <xref ref-type="fig" rid="pone.0297581.g003">Fig 3A</xref> (for <italic>B</italic>. <italic>subtilis</italic> DNA) and Fig 6A–6D; (F) Ratios of <italic>I</italic>/<italic>I</italic><sub>0</sub> at 558 nm change with the concentrations of added analytes derived from <xref ref-type="fig" rid="pone.0297581.g003">Fig 3A</xref> (for <italic>B</italic>. <italic>subtilis</italic> DNA) and Fig 6A–6D. <italic>I</italic><sub>0</sub> is the fluorescence of sensors before adding DNA or TE. Error bars represent standard deviations calculated from 9 measurements.</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0297581.g006" xlink:type="simple"/>
</fig>
<p>For better visualization, the quenching effects were quantified by:
<disp-formula id="pone.0297581.e001">
<alternatives>
<graphic id="pone.0297581.e001g" mimetype="image" position="anchor" xlink:href="info:doi/10.1371/journal.pone.0297581.e001" xlink:type="simple"/>
<mml:math display="block" id="M1">
<mml:mi mathvariant="normal">Q</mml:mi><mml:mi mathvariant="normal">u</mml:mi><mml:mi mathvariant="normal">e</mml:mi><mml:mi mathvariant="normal">n</mml:mi><mml:mi mathvariant="normal">c</mml:mi><mml:mi mathvariant="normal">h</mml:mi><mml:mi mathvariant="normal">i</mml:mi><mml:mi mathvariant="normal">n</mml:mi><mml:mi mathvariant="normal">g</mml:mi><mml:mspace width="0.25em"/><mml:mo>(</mml:mo><mml:mrow><mml:mi mathvariant="normal">%</mml:mi></mml:mrow><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:msub><mml:mrow><mml:mi>I</mml:mi></mml:mrow><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:mo>−</mml:mo><mml:mi>I</mml:mi></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:mi>I</mml:mi></mml:mrow><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac><mml:mo>×</mml:mo><mml:mn>100</mml:mn><mml:mi mathvariant="normal">%</mml:mi>
</mml:math>
</alternatives>
<label>(1)</label>
</disp-formula></p>
<p><xref ref-type="fig" rid="pone.0297581.g007">Fig 7</xref> illustrates the quenching effect of the sensors when 130 aM analytes compared to the sensors’ photoluminescence before adding analytes. In the case of "ONLY <italic>B</italic>. <italic>subtilis</italic> DNA" the reference photoluminescence was the TE buffer. The quenching percentage of <italic>B</italic>. <italic>subtilis</italic> DNA was -1.12%, which means when adding DNA, the fluorescence enhanced. This enhancement is reasonable because the more DNA added, the higher the fluorescence was. However, with the maximum concentration of DNA, the increased intensity was deficient. The non-complementary DNA and TE buffer induced almost the same quenching percentage of 13%, representing the same diluting effect of adding these analytes. Only <italic>B</italic>. <italic>subtilis</italic> DNA, as we discussed above, had a significant quenching (%) of 55%. These findings validate that the proposed fluorescence sensors are functional and offer high sensitivity, reliability, and selectivity.</p>
<fig id="pone.0297581.g007" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0297581.g007</object-id>
<label>Fig 7</label>
<caption>
<title>The quenching effect of the sensors.</title>
<p>The bar plots illustrated the intensity changes at 558 nm between the analyte concentration of 0 aM and 130 aM. Four bars labeled with sensor—<italic>B</italic>. <italic>subtilis</italic>, sensor—<italic>E</italic>. <italic>coli</italic>, sensor—<italic>V</italic>. <italic>proteolyticus</italic>, and sensor—TE represent the proposed sensors’ experiments in contact with <italic>B</italic>. <italic>subtilis</italic> DNA, <italic>E</italic>. <italic>coli</italic> DNA, <italic>V</italic>. <italic>proteolyticus</italic> DNA, and TE buffer, respectively. The bar labeled with ONLY <italic>B</italic>. <italic>subtilis</italic> DNA was represented for fluorescence of DNA itself without the presence of the proposed sensors.</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0297581.g007" xlink:type="simple"/>
</fig>
<p>Furthermore, we explored the stability of the proposed sensors by repeating the tests of PL measurements of 30 mg/L hybrid MoS<sub>2</sub>-based sensors in contact with <italic>B</italic>. <italic>subtilis</italic> DNA every week over 4 weeks. The results of intensities at 558 nm depending on the DNA concentrations and quenching percentage were shown in <xref ref-type="fig" rid="pone.0297581.g008">Fig 8A and 8B</xref>, respectively. As observed from <xref ref-type="fig" rid="pone.0297581.g008">Fig 8A and 8B</xref>, the intensity of proposed sensors at 558 nm wavelength and quenching percentage were stable over four weeks. These results confirmed the high stability of our proposed sensors to <italic>B</italic>. <italic>subtilis</italic> DNA over time.</p>
<fig id="pone.0297581.g008" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0297581.g008</object-id>
<label>Fig 8</label>
<caption>
<title>The stability of the proposed sensors.</title>
<p>(A) The intensity of the proposed sensors at the wavelength of 558 nm changed to the concentrations of <italic>B</italic>. <italic>subtilis</italic> DNA over a month. (B) The quenching (%) histogram between the PL intensity at 558 nm wavelength of 130 aM sample and 0 aM sample over four weeks.</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0297581.g008" xlink:type="simple"/>
</fig>
<p>Our findings revealed that the relatively straightforward arrangement of an amine probe-hybrid MoS<sub>2</sub> nanosheets demonstrated significant promise for the detection of <italic>B</italic>. <italic>subtilis</italic> DNA. The proposed sensors offered impressive sensitivity, stability, and specificity, with a detection range of 23.6 to 130 aM and a detection limit of 18.7 aM for 30 mg/L hybrid MoS<sub>2</sub> nanosheet-based sensors. Notably, there’s been a lack of literature about <italic>Bacillus</italic> DNA sensors. The existing biosensors either have a higher detection limit, are built on costlier materials, and involve more intricate procedures. For instance, Fei Chen et al. designed optical biosensors to identify <italic>B</italic>. <italic>subtilis</italic> DNA with a detection limit of 10<sup>5</sup> CFU/mL, utilizing a combination of alkaline phosphatase/graphene oxide nanoconjugates and D-glucose-6-phosphate-functionalized gold nanoparticles [<xref ref-type="bibr" rid="pone.0297581.ref026">26</xref>]. Ivan Magnrina’s team presented a novel dual electrochemical genosensor for simultaneously amplifying and detecting <italic>Bacillus anthracis</italic> DNA, with a detection limit of 0.8 fM [<xref ref-type="bibr" rid="pone.0297581.ref027">27</xref>]. Zahra Izadi formulated an electrochemical DNA-based biosensor for <italic>Bacillus cereus</italic> detection employing an Au-nanoparticle-modified pencil graphite electrode with a detection limit of 9.4×10<sup>−12</sup> M [<xref ref-type="bibr" rid="pone.0297581.ref028">28</xref>]. Mukhil Raveendran produced an electrochemical DNA biosensor to identify <italic>Bacillus anthracis</italic>, which leveraged a thiol probe anchored on gold-modified screen-printed electrodes and had a detection limit of 10 pM [<xref ref-type="bibr" rid="pone.0297581.ref029">29</xref>]. Furthermore, the utilization of hybrid MoS<sub>2</sub> nanosheets is still in its infancy and remains largely untapped. Based on the authors’ understanding, there’s no documented evidence of using the innovative hybrid-MoS<sub>2</sub> nanosheets and (NH<sub>4</sub>)<sub>6</sub>Mo<sub>7</sub>O<sub>24</sub> materials to detect <italic>B</italic>. <italic>subtilis</italic> DNA. Our findings will likely pave the way for further research in pathogen detection applications, which are still in the nascent stages of development.</p>
</sec>
</sec>
<sec id="sec010" sec-type="conclusions">
<title>Conclusion</title>
<p>In conclusion, this study highlights the successful synthesis of novel hybrid-MoS<sub>2</sub> nanosheets and their implementation in a sensor platform for detecting <italic>B</italic>. <italic>subtilis</italic> DNA. The sensor platform, comprising hybrid-MoS<sub>2</sub> nanosheet-amine customized probe-<italic>B</italic>. <italic>subtilis</italic> DNA, demonstrated the ability to detect <italic>B</italic>. <italic>subtilis</italic> DNA within a range of 23.6–130 aM and a detection limit of 18.7 aM. The performance of the sensor platform was evaluated by altering the sensing material concentrations. Optimal conditions for the proposed sensors were determined as MoS<sub>2</sub> at a concentration of 30 mg/L. The findings reveal that this sensing platform holds significant potential for fluorescence-based sensors, exhibiting high sensitivity, stability, specificity, and precision. This research advances hybrid 2D nanomaterial-based biosensors with potential biomedical research and environmental monitoring applications.</p>
</sec>
</body>
<back>
<ack>
<p>The authors thank other group members, including Nguyen Canh Huy and Le Hien Anh, for supporting this work.</p>
</ack>
<ref-list>
<title>References</title>
<ref id="pone.0297581.ref001"><label>1</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Yin</surname> <given-names>L-J</given-names></name>, <name name-style="western"><surname>Lin</surname> <given-names>H-H</given-names></name>, <name name-style="western"><surname>Jiang</surname> <given-names>S-T</given-names></name>. <article-title>Bioproperties of potent nattokinase from <italic>Bacillus subtilis</italic> YJ1</article-title>. <source>Journal of agricultural and food chemistry</source>. <year>2010</year>;<volume>58</volume>(<issue>9</issue>):<fpage>5737</fpage>–<lpage>42</lpage>.</mixed-citation></ref>
<ref id="pone.0297581.ref002"><label>2</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Shuai</surname> <given-names>Y</given-names></name>, <name name-style="western"><surname>Zhang</surname> <given-names>T</given-names></name>, <name name-style="western"><surname>Mu</surname> <given-names>W</given-names></name>, <name name-style="western"><surname>Jiang</surname> <given-names>B</given-names></name>. <article-title>Purification and characterization of γ-glutamyltranspeptidase from <italic>Bacillus subtilis</italic> SK11. 004</article-title>. <source>Journal of agricultural and food chemistry</source>. <year>2011</year>;<volume>59</volume>(<issue>11</issue>):<fpage>6233</fpage>–<lpage>8</lpage>.</mixed-citation></ref>
<ref id="pone.0297581.ref003"><label>3</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Villegas-Escobar</surname> <given-names>V</given-names></name>, <name name-style="western"><surname>Ceballos</surname> <given-names>I</given-names></name>, <name name-style="western"><surname>Mira</surname> <given-names>JJ</given-names></name>, <name name-style="western"><surname>Argel</surname> <given-names>LE</given-names></name>, <name name-style="western"><surname>Orduz Peralta</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Romero-Tabarez</surname> <given-names>M</given-names></name>. <article-title>Fengycin C produced by <italic>Bacillus subtilis</italic> EA-CB0015</article-title>. <source>Journal of natural products</source>. <year>2013</year>;<volume>76</volume>(<issue>4</issue>):<fpage>503</fpage>–<lpage>9</lpage>.</mixed-citation></ref>
<ref id="pone.0297581.ref004"><label>4</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Kalpana</surname> <given-names>BJ</given-names></name>, <name name-style="western"><surname>Aarthy</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Pandian</surname> <given-names>SK</given-names></name>. <article-title>Antibiofilm activity of α-amylase from <italic>Bacillus subtilis</italic> S8-18 against biofilm forming human bacterial pathogens</article-title>. <source>Applied biochemistry and biotechnology</source>. <year>2012</year>;<volume>167</volume>:<fpage>1778</fpage>–<lpage>94</lpage>.</mixed-citation></ref>
<ref id="pone.0297581.ref005"><label>5</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Logan</surname> <given-names>N.</given-names></name> <article-title><italic>Bacillus</italic> and relatives in foodborne illness</article-title>. <source>Journal of applied microbiology</source>. <year>2012</year>;<volume>112</volume>(<issue>3</issue>):<fpage>417</fpage>–<lpage>29</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/j.1365-2672.2011.05204.x" xlink:type="simple">10.1111/j.1365-2672.2011.05204.x</ext-link></comment> <object-id pub-id-type="pmid">22121830</object-id></mixed-citation></ref>
<ref id="pone.0297581.ref006"><label>6</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Pavic</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Brett</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Petric</surname> <given-names>I</given-names></name>, <name name-style="western"><surname>Lastre</surname> <given-names>D</given-names></name>, <name name-style="western"><surname>Smoljanovic</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Atkinson</surname> <given-names>M</given-names></name>. <article-title>An outbreak of food poisoning in a kindergarten caused by milk powder containing toxigenic <italic>Bacillus subtilis</italic> and <italic>Bacillus licheniformis</italic></article-title>. <source>Archiv für lebensmittelhygiene.</source> <year>2005</year>;<volume>56</volume>(<issue>1</issue>):<fpage>20</fpage>–<lpage>2</lpage>.</mixed-citation></ref>
<ref id="pone.0297581.ref007"><label>7</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Sathiyanarayanan</surname> <given-names>G</given-names></name>, <name name-style="western"><surname>Kiran</surname> <given-names>GS</given-names></name>, <name name-style="western"><surname>Selvin</surname> <given-names>J</given-names></name>. <article-title>Synthesis of silver nanoparticles by polysaccharide bioflocculant produced from marine <italic>Bacillus subtilis</italic> MSBN17</article-title>. <source>Colloids and Surfaces B: Biointerfaces</source>. <year>2013</year>;<volume>102</volume>:<fpage>13</fpage>–<lpage>20</lpage>.</mixed-citation></ref>
<ref id="pone.0297581.ref008"><label>8</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Fernández-No</surname> <given-names>I</given-names></name>, <name name-style="western"><surname>Guarddon</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Böhme</surname> <given-names>K</given-names></name>, <name name-style="western"><surname>Cepeda</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Calo-Mata</surname> <given-names>P</given-names></name>, <name name-style="western"><surname>Barros-Velázquez</surname> <given-names>J</given-names></name>. <article-title>Detection and quantification of spoilage and pathogenic <italic>Bacillus cereus</italic>, <italic>Bacillus subtilis</italic> and <italic>Bacillus licheniformis</italic> by real-time PCR</article-title>. <source>Food microbiology</source>. <year>2011</year>;<volume>28</volume>(<issue>3</issue>):<fpage>605</fpage>–<lpage>10</lpage>.</mixed-citation></ref>
<ref id="pone.0297581.ref009"><label>9</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Yassin</surname> <given-names>NA</given-names></name>, <name name-style="western"><surname>Ahmad</surname> <given-names>AM</given-names></name>. <article-title>Incidence and resistotyping profiles of Bacillus subtilis isolated from Azadi Teaching Hospital in Duhok City, Iraq</article-title>. <source>Mater Sociomed</source>. <year>2012</year>;<volume>24</volume>(<issue>3</issue>):<fpage>194</fpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5455/msm.2012.24.194-197" xlink:type="simple">10.5455/msm.2012.24.194-197</ext-link></comment> <object-id pub-id-type="pmid">23678324</object-id></mixed-citation></ref>
<ref id="pone.0297581.ref010"><label>10</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Bartolini</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Grau</surname> <given-names>R</given-names></name>. <article-title>Assessing different Ways of <italic>Bacillus subtilis</italic> spreading over Abiotic Surfaces.</article-title> <source>Bio-protocol.</source> <year>2019</year>;<volume>9</volume>(<issue>22</issue>):<fpage>e3425</fpage>–<lpage>e</lpage>.</mixed-citation></ref>
<ref id="pone.0297581.ref011"><label>11</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Lu</surname> <given-names>Z</given-names></name>, <name name-style="western"><surname>Guo</surname> <given-names>W</given-names></name>, <name name-style="western"><surname>Liu</surname> <given-names>C</given-names></name>. <article-title>Isolation, identification and characterization of novel <italic>Bacillus subtilis</italic></article-title>. <source>Journal of Veterinary Medical Science</source>. <year>2018</year>;<volume>80</volume>(<issue>3</issue>):<fpage>427</fpage>–<lpage>33</lpage>.</mixed-citation></ref>
<ref id="pone.0297581.ref012"><label>12</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Kessenikh</surname> <given-names>AG</given-names></name>, <name name-style="western"><surname>Novoyatlova</surname> <given-names>US</given-names></name>, <name name-style="western"><surname>Bazhenov</surname> <given-names>SV</given-names></name>, <name name-style="western"><surname>Stepanova</surname> <given-names>EA</given-names></name>, <name name-style="western"><surname>Khrulnova</surname> <given-names>SA</given-names></name>, <name name-style="western"><surname>Gnuchikh</surname> <given-names>EY</given-names></name>, <etal>et al</etal>. <article-title>Constructing of <italic>Bacillus subtilis</italic>-based lux-biosensors with the use of stress-inducible promoters</article-title>. <source>International Journal of Molecular Sciences</source>. <year>2021</year>;<volume>22</volume>(<issue>17</issue>):<fpage>9571</fpage>.</mixed-citation></ref>
<ref id="pone.0297581.ref013"><label>13</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Hu</surname> <given-names>Y</given-names></name>, <name name-style="western"><surname>Xu</surname> <given-names>X</given-names></name>, <name name-style="western"><surname>Liu</surname> <given-names>Q</given-names></name>, <name name-style="western"><surname>Wang</surname> <given-names>L</given-names></name>, <name name-style="western"><surname>Lin</surname> <given-names>Z</given-names></name>, <name name-style="western"><surname>Chen</surname> <given-names>G</given-names></name>. <article-title>Ultrasensitive electrochemical biosensor for detection of DNA from <italic>Bacillus subtilis</italic> by coupling target-induced strand displacement and nicking endonuclease signal amplification</article-title>. <source>Analytical chemistry</source>. <year>2014</year>;<volume>86</volume>(<issue>17</issue>):<fpage>8785</fpage>–<lpage>90</lpage>.</mixed-citation></ref>
<ref id="pone.0297581.ref014"><label>14</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Sołoducho</surname> <given-names>J</given-names></name>, <name name-style="western"><surname>Cabaj</surname> <given-names>J</given-names></name>. <article-title>Electrochemical and optical biosensors in medical applications</article-title>. <source>Biosensors-Micro and Nanoscale Applications: IntechOpen</source>; <year>2015</year>.</mixed-citation></ref>
<ref id="pone.0297581.ref015"><label>15</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Naresh</surname> <given-names>V</given-names></name>, <name name-style="western"><surname>Lee</surname> <given-names>N</given-names></name>. <article-title>A review on biosensors and recent development of nanostructured materials-enabled biosensors</article-title>. <source>Sensors</source>. <year>2021</year>;<volume>21</volume>(<issue>4</issue>):<fpage>1109</fpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3390/s21041109" xlink:type="simple">10.3390/s21041109</ext-link></comment> <object-id pub-id-type="pmid">33562639</object-id></mixed-citation></ref>
<ref id="pone.0297581.ref016"><label>16</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Altug</surname> <given-names>H</given-names></name>, <name name-style="western"><surname>Oh</surname> <given-names>S-H</given-names></name>, <name name-style="western"><surname>Maier</surname> <given-names>SA</given-names></name>, <name name-style="western"><surname>Homola</surname> <given-names>J</given-names></name>. <article-title>Advances and applications of nanophotonic biosensors</article-title>. <source>Nature nanotechnology</source>. <year>2022</year>;<volume>17</volume>(<issue>1</issue>):<fpage>5</fpage>–<lpage>16</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/s41565-021-01045-5" xlink:type="simple">10.1038/s41565-021-01045-5</ext-link></comment> <object-id pub-id-type="pmid">35046571</object-id></mixed-citation></ref>
<ref id="pone.0297581.ref017"><label>17</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Xu</surname> <given-names>K</given-names></name>, <name name-style="western"><surname>Huang</surname> <given-names>J</given-names></name>, <name name-style="western"><surname>Ye</surname> <given-names>Z</given-names></name>, <name name-style="western"><surname>Ying</surname> <given-names>Y</given-names></name>, <name name-style="western"><surname>Li</surname> <given-names>Y</given-names></name>. <article-title>Recent development of nano-materials used in DNA biosensors</article-title>. <source>Sensors</source>. <year>2009</year>;<volume>9</volume>(<issue>7</issue>):<fpage>5534</fpage>–<lpage>57</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3390/s90705534" xlink:type="simple">10.3390/s90705534</ext-link></comment> <object-id pub-id-type="pmid">22346713</object-id></mixed-citation></ref>
<ref id="pone.0297581.ref018"><label>18</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Li</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Li</surname> <given-names>R</given-names></name>, <name name-style="western"><surname>Li</surname> <given-names>CM</given-names></name>, <name name-style="western"><surname>Wu</surname> <given-names>N</given-names></name>. <article-title>Electrochemical and optical biosensors based on nanomaterials and nanostructures: a review</article-title>. <source>Front Biosci (Schol Ed).</source> <year>2011</year>;<volume>3</volume>:<fpage>1308</fpage>–<lpage>31</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2741/228" xlink:type="simple">10.2741/228</ext-link></comment> <object-id pub-id-type="pmid">21622273</object-id></mixed-citation></ref>
<ref id="pone.0297581.ref019"><label>19</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Mlinar</surname> <given-names>V.</given-names></name> <article-title>Electronic and optical properties of nanostructured MoS2 materials: influence of reduced spatial dimensions and edge effects</article-title>. <source>Physical Chemistry Chemical Physics</source>. <year>2017</year>;<volume>19</volume>(<issue>24</issue>):<fpage>15891</fpage>–<lpage>902</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1039/c7cp03229c" xlink:type="simple">10.1039/c7cp03229c</ext-link></comment> <object-id pub-id-type="pmid">28589970</object-id></mixed-citation></ref>
<ref id="pone.0297581.ref020"><label>20</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Li</surname> <given-names>X</given-names></name>, <name name-style="western"><surname>Zhu</surname> <given-names>H</given-names></name>. <article-title>Two-dimensional MoS<sub>2</sub>: Properties, preparation, and applications</article-title>. <source>Journal of Materiomics</source>. <year>2015</year>;<volume>1</volume>(<issue>1</issue>):<fpage>33</fpage>–<lpage>44</lpage>.</mixed-citation></ref>
<ref id="pone.0297581.ref021"><label>21</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Mia</surname> <given-names>AK</given-names></name>, <name name-style="western"><surname>Meyyappan</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Giri</surname> <given-names>P</given-names></name>. <article-title>Two-dimensional transition metal dichalcogenide based biosensors: from fundamentals to healthcare applications.</article-title> <source>Biosensors</source>. <year>2023</year>;<volume>13</volume>(<issue>2</issue>):<fpage>169</fpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3390/bios13020169" xlink:type="simple">10.3390/bios13020169</ext-link></comment> <object-id pub-id-type="pmid">36831935</object-id></mixed-citation></ref>
<ref id="pone.0297581.ref022"><label>22</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Mphuthi</surname> <given-names>N</given-names></name>, <name name-style="western"><surname>Sikhwivhilu</surname> <given-names>L</given-names></name>, <name name-style="western"><surname>Ray</surname> <given-names>SS</given-names></name>. <article-title>Functionalization of 2D MoS<sub>2</sub> nanosheets with various metal and metal oxide nanostructures: their properties and application in electrochemical sensors</article-title>. <source>Biosensors</source>. <year>2022</year>;<volume>12</volume>(<issue>6</issue>):<fpage>386</fpage>.</mixed-citation></ref>
<ref id="pone.0297581.ref023"><label>23</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Nehru</surname> <given-names>R</given-names></name>, <name name-style="western"><surname>Kumar</surname> <given-names>BS</given-names></name>, <name name-style="western"><surname>Chen</surname> <given-names>C-W</given-names></name>, <name name-style="western"><surname>Dong</surname> <given-names>C-D</given-names></name>. <article-title>Sphere-like MoS<sub>2</sub> nanosheet arrays/reduced graphene oxide hybrid electrocatalyst for accurate electrochemical monitoring of toxic pollutant</article-title>. <source>Journal of Environmental Chemical Engineering</source>. <year>2022</year>;<volume>10</volume>(<issue>6</issue>):<fpage>108687</fpage>.</mixed-citation></ref>
<ref id="pone.0297581.ref024"><label>24</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Malagrino</surname> <given-names>TR</given-names></name>, <name name-style="western"><surname>Godoy</surname> <given-names>AP</given-names></name>, <name name-style="western"><surname>Barbosa</surname> <given-names>JM</given-names></name>, <name name-style="western"><surname>Lima</surname> <given-names>AG</given-names></name>, <name name-style="western"><surname>Sousa</surname> <given-names>NC</given-names></name>, <name name-style="western"><surname>Pedrotti</surname> <given-names>JJ</given-names></name>, <etal>et al</etal>. <article-title>Multifunctional Hybrid MoS<sub>2</sub>-PEGylated/Au Nanostructures with Potential Theranostic Applications in Biomedicine.</article-title> <source>Nanomaterials</source>. <year>2022</year>;<volume>12</volume>(<issue>12</issue>):<fpage>2053</fpage>.</mixed-citation></ref>
<ref id="pone.0297581.ref025"><label>25</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Nguyen</surname> <given-names>SH</given-names></name>, <name name-style="western"><surname>Vu</surname> <given-names>PKT</given-names></name>, <name name-style="western"><surname>Tran</surname> <given-names>MT</given-names></name>. <article-title>Absorbance biosensors-based hybrid MoS<sub>2</sub> nanosheets for <italic>Escherichia coli</italic> detection.</article-title> <source>Scientific Reports</source>. <year>2023</year>;<volume>13</volume>(<issue>1</issue>):<fpage>10235</fpage>.</mixed-citation></ref>
<ref id="pone.0297581.ref026"><label>26</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Chen</surname> <given-names>F</given-names></name>, <name name-style="western"><surname>Chen</surname> <given-names>D</given-names></name>, <name name-style="western"><surname>Deng</surname> <given-names>T</given-names></name>, <name name-style="western"><surname>Li</surname> <given-names>J</given-names></name>. <article-title>Combination of alkaline phosphatase/graphene oxide nanoconjugates and D-glucose-6-phosphate–functionalized gold nanoparticles for the rapid colorimetric assay of pathogenic bacteria</article-title>. <source>Biosensors and Bioelectronics</source>. <year>2022</year>;<volume>216</volume>:<fpage>114611</fpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.bios.2022.114611" xlink:type="simple">10.1016/j.bios.2022.114611</ext-link></comment> <object-id pub-id-type="pmid">35985060</object-id></mixed-citation></ref>
<ref id="pone.0297581.ref027"><label>27</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Magriñá</surname> <given-names>I</given-names></name>, <name name-style="western"><surname>Jauset-Rubio</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Ortiz</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Tomaso</surname> <given-names>H</given-names></name>, <name name-style="western"><surname>Simonova</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Hocek</surname> <given-names>M</given-names></name>, <etal>et al</etal>. <article-title>Duplex electrochemical DNA sensor to detect <italic>Bacillus anthracis</italic> CAP and PAG DNA targets based on the incorporation of tailed primers and ferrocene-labeled dATP</article-title>. <source>ACS omega</source>. <year>2019</year>;<volume>4</volume>(<issue>26</issue>):<fpage>21900</fpage>–<lpage>8</lpage>.</mixed-citation></ref>
<ref id="pone.0297581.ref028"><label>28</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Izadi</surname> <given-names>Z</given-names></name>, <name name-style="western"><surname>Sheikh-Zeinoddin</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Ensafi</surname> <given-names>AA</given-names></name>, <name name-style="western"><surname>Soleimanian-Zad</surname> <given-names>S</given-names></name>. <article-title>Fabrication of an electrochemical DNA-based biosensor for <italic>Bacillus cereus</italic> detection in milk and infant formula</article-title>. <source>Biosensors and Bioelectronics</source>. <year>2016</year>;<volume>80</volume>:<fpage>582</fpage>–<lpage>9</lpage>.</mixed-citation></ref>
<ref id="pone.0297581.ref029"><label>29</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Raveendran</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Andrade</surname> <given-names>AF</given-names></name>, <name name-style="western"><surname>Gonzalez-Rodriguez</surname> <given-names>J</given-names></name>. <article-title>Selective and sensitive electrochemical DNA biosensor for the detection of <italic>Bacillus anthracis</italic></article-title>. <source>International Journal of Electrochemical Science</source>. <year>2016</year>;<volume>11</volume>:<fpage>763</fpage>–<lpage>76</lpage>.</mixed-citation></ref>
</ref-list>
</back>
</article>