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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">1193052</article-id>
<article-id pub-id-type="doi">10.3389/fbioe.2023.1193052</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>Photoelectrochemical biosensor based on SiW<sub>12</sub>@CdS quantum dots for the highly sensitive detection of HPV 16 DNA</article-title>
<alt-title alt-title-type="left-running-head">Cheng et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fbioe.2023.1193052">10.3389/fbioe.2023.1193052</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Cheng</surname>
<given-names>Yao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sun</surname>
<given-names>Chaoyue</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chang</surname>
<given-names>Yuhua</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Jiayin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Zhihao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Yunqing</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ge</surname>
<given-names>Shenguang</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1159252/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Zhao</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Xiao</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Sun</surname>
<given-names>Liang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/206986/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zang</surname>
<given-names>Dejin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1368057/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>National Key Laboratory of Advanced Drug Delivery and Release System</institution>, <institution>NHC Key Laboratory of Biotechnology Drugs (Shandong Academy of Medical Sciences)</institution>, <institution>Key Lab for Rare and Uncommon Diseases of Shandong Province</institution>, <institution>School of Pharmacy and Pharmaceutical Sciences</institution>, <institution>Institute of Materia Medica</institution>, <institution>Shandong First Medical University and Shandong Academy of Medical Sciences</institution>, <addr-line>Jinan</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Institute for Advanced Interdisciplinary Research (iAIR)</institution>, <institution>School of Chemistry and Chemical Engineering</institution>, <institution>University of Jinan</institution>, <addr-line>Jinan</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Shandong Provincial Maternal and Child Healthcare Hospital</institution>, <addr-line>Jinan</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Suzhou KunTao Intelligent Manufacturing Technology Co., Ltd.</institution>, <addr-line>Suzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>NMPA Key Laboratory for Quality Evaluation of Medical Materials and Biological Protective Devices</institution>, <addr-line>Jinan</addr-line>, <country>China</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Shandong Institute of Medical Device and Pharmaceutical Packaging Inspection</institution>, <addr-line>Jinan</addr-line>, <country>China</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/96711/overview">Li Wang</ext-link>, Jiangxi Normal University, China</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/1138039/overview">Yue Cao</ext-link>, Nanjing University of Posts and Telecommunications, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1538052/overview">Cheng Ma</ext-link>, Yangzhou University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Xiao Li, <email>lix163@163.com</email>; Liang Sun, <email>sunliang@sdfmu.edu.cn</email>; Dejin Zang, <email>zangdejin_lm@163.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>06</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1193052</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>03</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>02</day>
<month>06</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Cheng, Sun, Chang, Wu, Zhang, Liu, Ge, Li, Li, Sun and Zang.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Cheng, Sun, Chang, Wu, Zhang, Liu, Ge, Li, Li, Sun and Zang</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>A highly sensitive biosensor for detecting HPV 16 DNA was prepared based on Keggin-type polyoxometalate (SiW<sub>12</sub>)-grafted CdS quantum dots (SiW<sub>12</sub>@CdS QDs) and colloidal gold nanoparticles (Au NPs), which exhibited remarkable selectivity and sensitivity upon target DNA detection because of its excellent photoelectrochemical (PEC) response. Here, an enhanced photoelectronic response ability was achieved with the strong association of SiW<sub>12</sub>@CdS QDs by polyoxometalate modification, which was developed through a convenient hydrothermal process. Furthermore, on Au NP-modified indium tin oxide slides, a multiple-site tripodal DNA walker sensing platform coupled with T7 exonuclease was successfully fabricated with SiW<sub>12</sub>@CdS QDs/NP DNA as a probe for detecting HPV 16 DNA. Due to the remarkable conductivity of Au NPs, the photosensitivity of the as-prepared biosensor was improved in an <inline-formula id="inf15">
<mml:math id="m15">
<mml:mrow>
<mml:mrow>
<mml:msubsup>
<mml:mi mathvariant="normal">I</mml:mi>
<mml:mn>3</mml:mn>
<mml:mo>&#x2212;</mml:mo>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mo>/</mml:mo>
<mml:msup>
<mml:mi mathvariant="normal">I</mml:mi>
<mml:mo>&#x2212;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> solution and avoided the use of other regents toxic to living organisms. Finally, under optimized conditions, the as-prepared biosensor protocol demonstrated wide linear ranges (15&#x2013;130&#xa0;nM), with a limit of detection of 0.8&#xa0;nM and high selectivity, stability, and reproducibility. Moreover, the proposed PEC biosensor platform offers a reliable pathway for detecting other biological molecules with nano-functional materials.</p>
</abstract>
<kwd-group>
<kwd>biosensor</kwd>
<kwd>polyoxometalates</kwd>
<kwd>quantum dots</kwd>
<kwd>HPV 16 DNA</kwd>
<kwd>photoelectrochemistry</kwd>
</kwd-group>
<contract-num rid="cn001">21801153 31970636 32211530422</contract-num>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Biosensors and Biomolecular Electronics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Cancer has always been the most malignant disease affecting human health, with high morbidity and mortality rates. The development of targeted diagnosis and personalized treatment has never stopped; thus, early diagnosis with precise cancer biomarker recognition that will offer valuable opportunities for more effective treatment is of great significance to specific therapy of cancer patients (<xref ref-type="bibr" rid="B14">Garland, 1953</xref>; <xref ref-type="bibr" rid="B21">Helmink et al., 2019</xref>). Nowadays, various therapeutic modalities based on chemotherapy regimens have been exploited for mid&#x2013;late stage cancer patients despite a lack of research into earlier diagnosis and more effective treatments. Thus, the exploration of highly effective diagnoses with remarkable sensitivity, high selectivity, and reliability remains challenging and is urgently required (<xref ref-type="bibr" rid="B75">Xiao et al., 2022</xref>).</p>
<p>Among various cancers, cervical cancer is the second most common cancer in women; moreover, cervix cancer caused by infection with high-risk human papillomavirus (HPV) accounts for more than 99% of cervical cancers. Although stage-specific survival has been improved since the 1960s, along with the development of multi-modality treatment, the 5-year survival rate of women with advanced non-metastatic cervical carcinomas is still low at &#x223c;40%. However, the cure rate could reach 70%&#x2013;85%, which would occur in cervical cancer patients with stage I and II<sub>a</sub> lesions, indicating the very significance of early diagnosis (<xref ref-type="bibr" rid="B29">Kay et al., 2005</xref>). Two high-risk sexually transmittable human HPV types of 16 and 18 can cause cervical cancers. Importantly, this cancer shows no symptoms until the advanced stages of the disease. Therefore, finding a new diagnostic methodology that can detect the presence of HPV or cervical cancer at the earliest stage is a real challenge, which also stimulates the development of new biosensors for cancer early diagnosis (<xref ref-type="bibr" rid="B24">Jampasa et al., 2018</xref>).</p>
<p>Photoelectrochemical (PEC) biosensors based on photocurrent conversion functional materials are an ideal pathway to detect biomolecules owing to their low background signal and excellent sensitivity (<xref ref-type="bibr" rid="B29">Kay et al., 2005</xref>; <xref ref-type="bibr" rid="B24">Jampasa et al., 2018</xref>; <xref ref-type="bibr" rid="B70">Wang F. et al., 2022</xref>; <xref ref-type="bibr" rid="B71">Wang L. et al., 2022</xref>; <xref ref-type="bibr" rid="B22">Huang et al., 2022</xref>; <xref ref-type="bibr" rid="B53">Nanocubes et al., 2023</xref>). However, the unfavorable biocompatibility, belated photocurrent response, and low stability of these functional materials have limited the development of PEC biosensors. Compared with the electrochemiluminescence immunoassay strategy, which depends on the concentration of <sup>&#x2022;</sup>OH induced by H<sub>2</sub>O<sub>2</sub> conversion, PEC biosensors require no auxiliary additives and exhibit lower toxicity and higher sensitivity but rely heavily on outstanding photochromic properties (<xref ref-type="bibr" rid="B55">Nie et al., 2020</xref>; <xref ref-type="bibr" rid="B71">Wang L. et al., 2022</xref>). Quantum dots (QDs) are extensively used in the fields of energy catalysis (<xref ref-type="bibr" rid="B45">Liu et al., 2014</xref>; <xref ref-type="bibr" rid="B73">Weiss, 2017</xref>; <xref ref-type="bibr" rid="B33">Kong et al., 2018</xref>; <xref ref-type="bibr" rid="B60">Shi et al., 2019</xref>; <xref ref-type="bibr" rid="B88">Zheng et al., 2020</xref>; <xref ref-type="bibr" rid="B87">Zhang M. et al., 2022</xref>), imaging (<xref ref-type="bibr" rid="B54">Nguyen et al., 2017</xref>; <xref ref-type="bibr" rid="B56">Park et al., 2017</xref>; <xref ref-type="bibr" rid="B48">Mallick et al., 2019</xref>; <xref ref-type="bibr" rid="B49">Min et al., 2019</xref>; <xref ref-type="bibr" rid="B88">Zheng et al., 2020</xref>; <xref ref-type="bibr" rid="B77">Xu et al., 2021</xref>; <xref ref-type="bibr" rid="B46">Liu et al., 2017</xref>), and chemical sensors (<xref ref-type="bibr" rid="B70">Wang F. et al., 2022</xref>; <xref ref-type="bibr" rid="B85">Zhang J. et al., 2022</xref>; <xref ref-type="bibr" rid="B22">Huang et al., 2022</xref>) due to their remarkable photoelectric response properties. Cadmium sulfide quantum dots (CdS QDs) have attracted broad and interdisciplinary attention for a long time because of their excellent properties in that their band gap (2.3&#xa0;eV) corresponds well with the spectrum of sunlight, qualifying their superior visible light photosensitiveness and proposing remarkable compatibility with other functional materials (<xref ref-type="bibr" rid="B1">Ahamad et al., 2016</xref>). More importantly, the photoelectric properties of CdS QDs can be significantly tuned by introducing heteroatoms or dopants into their lattice or matrix. Modified CdS QDs are regarded as promising photocurrent conversion materials and have been widely used in solar cells and biological sensors (<xref ref-type="bibr" rid="B25">Jeong et al., 2017</xref>; <xref ref-type="bibr" rid="B62">Smith et al., 2017</xref>; <xref ref-type="bibr" rid="B37">Lee et al., 2018</xref>; <xref ref-type="bibr" rid="B52">Morgan and Kelley, 2018</xref>; <xref ref-type="bibr" rid="B66">Sui et al., 2018</xref>; <xref ref-type="bibr" rid="B86">Zhang et al., 2019</xref>). Multiple synthetic strategies, such as growth doping, nucleation doping, diffusion doping, and single-source precursor strategy have been reported for the synthesis of modified CdS QDs (<xref ref-type="bibr" rid="B66">Sui et al., 2018</xref>; <xref ref-type="bibr" rid="B80">Yu et al., 2021</xref>). In parallel, polyoxometalates (POMs) have emerged as a new class of materials due to their unique electronic, optical, magnetic, and catalytic properties (<xref ref-type="bibr" rid="B47">Luo et al., 2013</xref>; <xref ref-type="bibr" rid="B68">Ueda, 2018</xref>; <xref ref-type="bibr" rid="B32">Kong et al., 2020</xref>; <xref ref-type="bibr" rid="B44">Liu et al., 2020</xref>; <xref ref-type="bibr" rid="B50">Misra et al., 2020</xref>; <xref ref-type="bibr" rid="B16">Gu et al., 2021</xref>; <xref ref-type="bibr" rid="B11">Fabre et al., 2022</xref>; <xref ref-type="bibr" rid="B34">Kruse et al., 2022</xref>). According to some recent reports, when CdS QDs and POMs are successfully composited to have a hierarchical nanostructure under certain conditions, a unique phenomenon of interaction involving electron and energy transfer will occur (<xref ref-type="bibr" rid="B76">Xing et al., 2013</xref>; <xref ref-type="bibr" rid="B10">Dong et al., 2021</xref>). Such as-prepared POM@CdS QD composites demonstrate a novel strategy toward advanced photoelectric functional materials.</p>
<p>POMs are a class of negatively charged molecular metal oxides with well-defined structures, beautiful geometries, and nanoscale sizes (<xref ref-type="bibr" rid="B47">Luo et al., 2013</xref>; <xref ref-type="bibr" rid="B76">Xing et al., 2013</xref>; <xref ref-type="bibr" rid="B32">Kong et al., 2020</xref>; <xref ref-type="bibr" rid="B31">Kondinski, 2021</xref>) and have been successfully used in a wide domain of industrial catalysis of functional materials (<xref ref-type="bibr" rid="B27">Ji et al., 2015</xref>; <xref ref-type="bibr" rid="B20">He et al., 2016</xref>; <xref ref-type="bibr" rid="B67">Tourneur et al., 2019</xref>; <xref ref-type="bibr" rid="B81">Zang et al., 2019</xref>; <xref ref-type="bibr" rid="B72">Wang et al., 2020</xref>; <xref ref-type="bibr" rid="B17">Gul et al., 2022</xref>; <xref ref-type="bibr" rid="B59">Shi et al., 2022</xref>), environmental science (<xref ref-type="bibr" rid="B15">Girardi et al., 2015</xref>; <xref ref-type="bibr" rid="B7">Chen et al., 2018</xref>; <xref ref-type="bibr" rid="B18">Guo et al., 2018</xref>; <xref ref-type="bibr" rid="B6">Cao et al., 2019</xref>; <xref ref-type="bibr" rid="B23">Huang et al., 2019</xref>; <xref ref-type="bibr" rid="B38">Li C. et al., 2020</xref>; <xref ref-type="bibr" rid="B79">Yu H. et al., 2020</xref>; <xref ref-type="bibr" rid="B40">Li N. et al., 2020</xref>; <xref ref-type="bibr" rid="B78">Yu F. Y. et al., 2020</xref>; <xref ref-type="bibr" rid="B35">Lang et al., 2020</xref>; <xref ref-type="bibr" rid="B83">Zang et al., 2021</xref>; <xref ref-type="bibr" rid="B11">Fabre et al., 2022</xref>; <xref ref-type="bibr" rid="B84">Zang and Wang, 2022</xref>), life science (<xref ref-type="bibr" rid="B4">Bijelic et al., 2019</xref>; <xref ref-type="bibr" rid="B40">Li N. et al., 2020</xref>; <xref ref-type="bibr" rid="B61">Shi et al., 2020</xref>; <xref ref-type="bibr" rid="B3">Alizadeh and Yadollahi, 2022</xref>; <xref ref-type="bibr" rid="B64">Su Y. et al., 2022</xref>; <xref ref-type="bibr" rid="B11">Fabre et al., 2022</xref>; <xref ref-type="bibr" rid="B75">Xiao et al., 2022</xref>), pharmacology (<xref ref-type="bibr" rid="B57">Sarver et al., 2021</xref>; <xref ref-type="bibr" rid="B64">Su Y. et al., 2022</xref>; <xref ref-type="bibr" rid="B43">Liu et al., 2022</xref>), and other disciplines (<xref ref-type="bibr" rid="B5">Boulmier et al., 2018</xref>; <xref ref-type="bibr" rid="B51">Mitchell et al., 2022</xref>). As additives in the modification of CdS QDs, POMs with rich charges and excellent electron transfer ability can rationally adjust their band gaps through the synergistic effect to eliminate the intrinsic limits of their rapid recombination of photogenerated carriers and severe photocorrosion, improving the PEC performance of POM@CdS QD composites (<xref ref-type="bibr" rid="B10">Dong et al., 2021</xref>). Meanwhile, POM@CdS QDs are rarely applied in PEC biosensor fabrication for biomolecule detection such as protein, DNA, or RNA.</p>
<p>In this study, a highly sensitive biosensor for detecting HPV 16 DNA fabricated with Keggin-type POM (SiW<sub>12</sub>)-grafted CdS QDs (SiW<sub>12</sub>@CdS QDs) and colloidal gold nanoparticles (Au NPs) is reported for the first time. These SiW<sub>12</sub>@CdS QDs exhibited enhanced photocurrent response and high stability after being combined with NP DNA; with chitosan (CS)/Au NPs as the first layer on indium tin oxide (ITO) slides, a series of biochemical DNA primers were incubated to fabricate a multi-site tripodal DNA walker sensing platform coupled with T7 exonuclease. Due to the remarkable conductivity of Au NPs, the photosensitivity of the as-prepared biosensor was further improved in an <inline-formula id="inf16">
<mml:math id="m16">
<mml:mrow>
<mml:mrow>
<mml:msubsup>
<mml:mi mathvariant="normal">I</mml:mi>
<mml:mn>3</mml:mn>
<mml:mo>&#x2212;</mml:mo>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mo>/</mml:mo>
<mml:msup>
<mml:mi mathvariant="normal">I</mml:mi>
<mml:mo>&#x2212;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> solution and avoided the use of other regents toxic to living organisms. Finally, under optimized conditions, the as-prepared biosensor protocol demonstrated wide linear ranges (15&#x2013;130&#xa0;nM), with a limit of detection (LOD) of 0.8&#xa0;nmol/L and high selectivity, stability, and reproducibility. Furthermore, the proposed PEC biosensor platform offers a reliable and promising pathway for detecting biological molecules.</p>
</sec>
<sec id="s2">
<title>2 Experiments</title>
<sec id="s2-1">
<title>2.1 Materials and methods</title>
<p>All chemical reagents in this experiment were of analytical grade. Na<sub>2</sub>S&#xb7;9H<sub>2</sub>O, CdCl<sub>2</sub>&#xb7;2.5H<sub>2</sub>O, I<sub>2</sub>, KI, and HAuCl<sub>4</sub>&#xb7;4H<sub>2</sub>O were purchased from Sinopharm Chemical Reagent Co., Ltd. (Shanghai, China). NaOH and trisodium citrate dihydrate (Na<sub>3</sub>C<sub>6</sub>H<sub>5</sub>O<sub>7</sub>&#xb7;2H<sub>2</sub>O) were obtained from Shanghai Aladdin biochemical technology Co., Ltd. (Shanghai, China). H<sub>4</sub>[Si(W<sub>3</sub>O<sub>10</sub>)<sub>4</sub>]&#xb7;xH<sub>2</sub>O, CS was obtained from Shanghai Maclin Biochemical Technology Co., Ltd. Synthetic oligodeoxy-nucleotides corresponding to partial sequences of the gene of HPV type 16 and TE buffer were received from Sangon Biotech (Shanghai) Co., Ltd. T7 Exo and NE buffer were received from New England Biotechnology (Beijing) Co., Ltd. HPV samples of vaginal swab scraping with different infection subtypes (HPV 16, 18, 33 DNA) were supplied by Suzhou KunTao Intelligent Manufacturing Technology Co., Ltd. All reagent solutions were prepared using ultrapure water (resistivity as 18&#xa0;M&#x3a9;&#x22c5;cm at 25&#xb0;C). The nucleotide sequences of the oligonucleotides are listed in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>The nucleotide sequences of oligonucleotides.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Name</th>
<th align="left">Sequence (5&#x2032; to 3&#x2032;)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">ArmDNA</td>
<td align="left">TTTTTGCTGGAGGTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTT-(CH<sub>2</sub>)<sub>3</sub>-SH</td>
</tr>
<tr>
<td align="left">cDNA</td>
<td align="left">CATACACCTCCAGC</td>
</tr>
<tr>
<td align="left">pDNA</td>
<td align="left">SH--(CH<sub>2</sub>)<sub>6</sub>-GCCGGACTAG</td>
</tr>
<tr>
<td align="left">NP DNA</td>
<td align="left">COOH-TCCAGCGGGCTAGTC</td>
</tr>
<tr>
<td align="left">HPV 16 DNA</td>
<td align="left">GCTGGAGGTGTATG</td>
</tr>
<tr>
<td align="left">HPV 18 DNA</td>
<td align="left">GGATGCTGCACCGG</td>
</tr>
<tr>
<td align="left">HPV 33 DNA</td>
<td align="left">CACATCCACCCGCA</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2-2">
<title>2.2 Synthesis of SiW<sub>12</sub>@CdS QDs</title>
<p>First, CdS QDs were synthesized according to our previously published literature (<xref ref-type="bibr" rid="B70">Wang F. et al., 2022</xref>). Afterward, a post-modification procedure of CdS QDs with SiW<sub>12</sub> proceeded. H<sub>4</sub>[Si(W<sub>3</sub>O<sub>10</sub>)<sub>4</sub>]&#xb7;xH<sub>2</sub>O (0.1435&#xa0;g) were dissolved in a CdS QD solution (15&#xa0;mL), and the obtained mixed solution was vigorously stirred at 40&#xb0;C for 12&#xa0;h to obtain the final products, a homogeneous yellow solution. The product solution was stored at 4&#xb0;C for the next step.</p>
</sec>
<sec id="s2-3">
<title>2.3 Preparation of Au particle-based CS hydrogel</title>
<p>Au NPs were synthesized according to the previously published literature (<xref ref-type="bibr" rid="B70">Wang F. et al., 2022</xref>). First, 1-mg CS and a 20-mL gold solution were added to 30-mL ultrapure water. After that, the obtained solution was stirred at room temperature (25&#xb0;C) for 24&#xa0;h to achieve a CS hydrogel. The obtained Au NP-based CS hydrogel was stored at 4&#xb0;C (<xref ref-type="bibr" rid="B65">Suginta et al., 2013</xref>; <xref ref-type="bibr" rid="B42">Liu et al., 2018</xref>; <xref ref-type="bibr" rid="B12">Feyziazar et al., 2020</xref>; <xref ref-type="bibr" rid="B69">Vesel, 2023</xref>).</p>
</sec>
<sec id="s2-4">
<title>2.4 Construction of PEC biosensor</title>
<p>5&#xa0;mL of a 9-&#x3bc;M armDNA solution and 5&#xa0;mL of a 9-&#x3bc;M cDNA solution were mixed and heated at 95&#xb0;C for 5&#xa0;min. After cooling down to room temperature, arm-cDNA was received. For the fabrication of the PEC biosensor, 40&#xa0;&#x3bc;L of the Au NP-based CS hydrogel (Au NP/CS gel) was embellished on the ITO slide surface, and then, 2&#xa0;&#x3bc;L of the arm-cDNA solution and 3&#xa0;&#x3bc;L of 3-&#x3bc;M pDNA were sequentially modified on the electrode. When they were successfully connected to the electrode, 3&#xa0;&#x3bc;L of the SiW<sub>12</sub>@CdS QD/NP DNA solution was successively modified and incubated for 2 h, and unstable residues on the electrode surface were washed with buffer. Finally, the prepared electrode was incubated with a series of concentrations of HPV 16 DNA for 2&#xa0;h. Then, the electrode was dropped in 50-U mL<sup>&#x2212;1</sup> T7 exonuclease and incubated for 2&#xa0;h. The electrode was rinsed with buffer and dried under nitrogen atmosphere for PEC measurements in a 5-mM <inline-formula id="inf17">
<mml:math id="m17">
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<mml:mrow>
<mml:msubsup>
<mml:mi mathvariant="normal">I</mml:mi>
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</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> working solution. Here, an HPV 16 DNA-detecting biosensor was successfully fabricated.</p>
</sec>
<sec id="s2-5">
<title>2.5 PEC measurement procedure</title>
<p>The detection performance and reliability of the as-prepared PEC biosensor were investigated with the samples from vaginal swab scraping. Different specimens of the as-prepared biosensor were incubated with different patients&#x2019; samples of HPV 16 DNA for 2&#xa0;h. Then, the electrode was washed and dropped in 50-U mL<sup>&#x2212;1</sup> T7 exonuclease. Finally, the electrode was rinsed with buffer and dried under nitrogen atmosphere for PEC measurements in 5-mmol L<sup>&#x2212;1</sup> of <inline-formula id="inf18">
<mml:math id="m18">
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</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> and 0.5-mol L<sup>&#x2212;1</sup> of an I<sup>&#x2212;</sup> working solution, and each sample was detected three times. Similarly, to detect the samples of HPV 18 DNA and HPV 33 DNA to evaluate the selectivity and stability of the as-prepared biosensor, the same PEC measurement procedure was performed with different HPV DNA subtypes.</p>
</sec>
<sec id="s2-6">
<title>2.6 Material characterization</title>
<p>Transmission electron microscopy (TEM) images of the NPs were obtained using an HT7800 transmission electron microscope at 200-kV acceleration voltages. The Zeta potentials and particle size distribution of the SiW<sub>12</sub>@CdS QDs were obtained by Malvern nano-ZS NP size and Zeta potential analyses, and UV&#x2013;vis absorption spectra were recorded with a UV-26001 UV&#x2013;vis spectrophotometer. Electrochemical data were obtained with a three-electrode-system CHI 660E electrochemical workstation. PEC signals were obtained from a PL-X500D Simulated solar xenon lamp source and electrochemical word station (CHI 660e). A single-sided glass electrode (1&#xa0;cm &#xd7; 3&#xa0;cm) was coated with ITO as the working electrode. A platinum wire and a saturated calomel electrode were used as the counter and reference electrodes, respectively; PEC measurements were performed in a 5-mM <inline-formula id="inf19">
<mml:math id="m19">
<mml:mrow>
<mml:mrow>
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<mml:mi mathvariant="normal">I</mml:mi>
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</mml:mrow>
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</inline-formula> working solution.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<p>The synthesis of key photochromic materials such as SiW<sub>12</sub>@CdS NPs, the fabrication of the as-prepared PEC biosensor, and the comprehensive detection process of HPV DNA were performed according to the procedure shown in <xref ref-type="scheme" rid="sch1">Scheme 1</xref>.</p>
<fig id="sch1" position="float">
<label>SCHEME 1</label>
<caption>
<p>Schematic illustration of <bold>(A)</bold> the synthesis of POM@CdS QD composites and <bold>(B)</bold> PEC sensor for detecting HPV 16 DNA.</p>
</caption>
<graphic xlink:href="FBIOE_fbioe-2023-1193052_wc_sch1.tif"/>
</fig>
<sec id="s3-1">
<title>3.1 Characterization of SiW<sub>12</sub>@CdS QDs</title>
<p>The morphology and size distribution of the as-prepared CdS QDs and SiW<sub>12</sub>@CdS NPs were characterized via TEM and Malvern nano-ZS NP size analysis. As shown in <xref ref-type="fig" rid="F1">Figures 1A, C</xref> black curve, uniform CdS QDs were obtained using the solvothermal method and observed as a yellow solution (insert photograph on <xref ref-type="fig" rid="F1">Figure 1A</xref>), and the average particle size of the obtained CdS QDs was &#x223c;10&#xa0;nm; note that the size of the as-prepared SiW<sub>12</sub>@CdS NPs has increased to &#x223c;100&#xa0;nm, making the color brighter yellow, as shown in <xref ref-type="fig" rid="F1">Figures 1B, C</xref> red curve. The larger size resulted from the aggregation of the SiW<sub>12</sub>-modified CdS QDs, as shown in <xref ref-type="fig" rid="F1">Figure 1B</xref> (<xref ref-type="bibr" rid="B42">Liu et al., 2018</xref>; <xref ref-type="bibr" rid="B12">Feyziazar et al., 2020</xref>; <xref ref-type="bibr" rid="B85">Zhang J. et al., 2022</xref>; <xref ref-type="bibr" rid="B69">Vesel, 2023</xref>). Here, the SiW<sub>12</sub>@CdS NPs were successfully synthesized. The photographs of the as-prepared CdS QDs and SiW<sub>12</sub>@CdS NPs under UV light irradiation are shown in <xref ref-type="sec" rid="s10">Supplementary Figure S1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>TEM images of <bold>(A)</bold> CdS QDs and <bold>(B)</bold> SiW<sub>12</sub>@CdS QDs. <bold>(C)</bold> Size distribution diagram of CdS QDs and SiW<sub>12</sub>@CdS QDs. <bold>(D)</bold> UV&#x2013;vis absorption spectra of CdS QDs and SiW<sub>12</sub>@CdS QDs. <bold>(E)</bold> Fluorescence emission spectra of CdS QDs and SiW<sub>12</sub>@CdS QDs, excitation wavelength: 340&#xa0;nm.</p>
</caption>
<graphic xlink:href="fbioe-11-1193052-g001.tif"/>
</fig>
<p>After the modification of SiW<sub>12</sub> to CdS QDs, a new absorption wave appeared at &#x223c;250&#xa0;nm on the UV&#x2013;vis absorption spectrum of the SiW<sub>12</sub>@CdS NPs (<xref ref-type="fig" rid="F1">Figure 1D</xref>, red curve) compared with that of the CdS QDs (<xref ref-type="fig" rid="F1">Figure 1D</xref>, black curve), and both underwent absorption at &#x223c;400&#xa0;nm. Thus, improved light absorption was achieved according to this phenomenon. Otherwise, from <xref ref-type="fig" rid="F1">Figure 1E</xref> of the fluorescence emission spectrograms of the CdS QDs and SiW<sub>12</sub>@CdS QDs, an enhanced emission spectrum and a 90-nm blue shift were observed from &#x223c;590&#xa0;nm of the CdS QDs to &#x223c;500&#xa0;nm of SiW<sub>12</sub>@CdS QDs under the same excitation light at 340&#xa0;nm, indicating a strong interaction between SiW<sub>12</sub> and CdS QDs with a broader band gap (<xref ref-type="bibr" rid="B19">Guo et al., 2016</xref>; <xref ref-type="bibr" rid="B27">Ji et al., 2017</xref>; <xref ref-type="bibr" rid="B82">Zang et al., 2022</xref>; <xref ref-type="bibr" rid="B55">Nie et al., 2020</xref>). To summarize the UV&#x2013;vis absorption and fluorescence emission spectroscopic studies, the improved light response ability was successfully achieved by the strong association between SiW<sub>12</sub> and CdS QDs, indicating remarkable photoelectric properties.</p>
</sec>
<sec id="s3-2">
<title>3.2 Characterization of Au NPs</title>
<p>As an important role of the first layer in the construction of the as-prepared PEC biosensor, Au NPs were synthesized using the solvothermal method, as shown in <xref ref-type="fig" rid="F2">Figure 2A</xref>, with a size of &#x223c;24&#xa0;nm in <xref ref-type="fig" rid="F2">Figure 2C</xref>. Notably, during the preparation of the Au NP/CS gel (Au NP/CS gel), the Zeta potential of the Au NPs decreased by 20&#xa0;mV from &#x2212;45 to &#x2212;25&#xa0;mV (<xref ref-type="fig" rid="F2">Figure 2B</xref>), indicating a strong accumulating capacity, which would endow it with good adhesive ability as the first layer on the ITO slide to fabricate the PEC biosensor, while the visible light absorption ability of the Au NPs was well maintained without any changes in the UV&#x2013;vis absorption spectrum at 524&#xa0;nm (as shown in <xref ref-type="fig" rid="F2">Figure 2D</xref>), high conductivity and visible light absorption for the PEC biosensor.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A)</bold> TEM images of Au NPs. <bold>(B)</bold> Zeta potential distribution curves of Au NPs and Au NP/CS gel. <bold>(C)</bold> Size distribution diagram of Au NPs. <bold>(D)</bold> UV&#x2013;vis absorption spectra of Au NPs and Au NP/CS gel.</p>
</caption>
<graphic xlink:href="fbioe-11-1193052-g002.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>3.3 PEC characterization of PEC biosensor</title>
<p>Electrochemical impedance spectroscopy (EIS) changes associated with the modification of the ITO slide and the PEC response of the as-prepared PEC biosensor were measured for each modification layer. As shown in <xref ref-type="fig" rid="F3">Figure 3A</xref>, the first layer of the Au NP/CS gel on the ITO slide showed the largest R<sub>et</sub> value (<xref ref-type="fig" rid="F3">Figure 3A</xref>; a: red curve) because the poor conductivity of the CS gel obstructed electron transfer to the ITO electrode. Au NP addition not only increases conductivity but also PEC response via the LSPR effect, emphasizing its importance (<xref ref-type="bibr" rid="B2">Aiken and Finke, 1999</xref>; <xref ref-type="bibr" rid="B36">Lee et al., 2013</xref>; <xref ref-type="bibr" rid="B8">Chou et al., 2017</xref>; <xref ref-type="bibr" rid="B74">Wen et al., 2017</xref>; <xref ref-type="bibr" rid="B9">Domingues et al., 2018</xref>; <xref ref-type="bibr" rid="B60">Shi et al., 2019</xref>; <xref ref-type="bibr" rid="B13">Figueiredo et al., 2021</xref>). After the successive modification with arm-c DNA and pDNA (<xref ref-type="fig" rid="F3">Figure 3A</xref>, b: green curve), the obtained R<sub>et</sub> value decreased because of the association between Au NPs and the primers, offering an electron transfer pathway with reasonable steric hindrance to the ITO electrode. The smallest R<sub>et</sub> value appeared after the NP DNA&#x2013;SiW<sub>12</sub>@CdS NP modification (<xref ref-type="fig" rid="F3">Figure 3A</xref>, c: dark blue curve), for the reason that the remarkable conductivity of the SiW<sub>12</sub>@CdS NPs significantly improved electron transfer. The R<sub>et</sub> value was increased when the HPV 16 DNA was added, as shown in <xref ref-type="fig" rid="F3">Figure 3A</xref>, d: light blue curve, owing to the high steric hindrance of HPV DNA. The photocurrent response (PEC) was consistent with the EIS investigation, as shown in <xref ref-type="fig" rid="F3">Figure 3</xref>. The ITO/Au NP/CS sample exhibited the smallest photocurrent (<xref ref-type="fig" rid="F3">Figure 3B</xref>, a: red curve), and the photocurrent increased when the primers were continuously anchored onto the modified ITO slide (<xref ref-type="fig" rid="F3">Figure 3B</xref>, b: green curve). The largest photocurrent was achieved by the NP DNA&#x2013;SiW<sub>12</sub>@CdS NP modification (<xref ref-type="fig" rid="F3">Figure 3B</xref>, c: dark blue curve) because of the strong synergistic effect on the photoelectronic phenomenon that occurred within the association of SiW<sub>12</sub>@CdS NPs. Here, the photocurrent response of the as-prepared PEC biosensor with the outmost layer of NP DNA&#x2013;SiW<sub>12</sub>@CdS NPs established the maximum photocurrent monitoring range.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>
<bold>(A)</bold> EIS spectra of each modification of the ITO slide; <bold>(B)</bold> Photocurrent response of each modification of the PEC biosensor; <bold>(C)</bold> Schematic of the PEC mechanism of the as-prepared biosensor. (a) ITO/Au NP&#x2013;CS; (b) ITO/Au NP&#x2013;CS/arm-cDNA, pDNA; (c) ITO/Au NP&#x2013;CS/arm-cDNA, pDNA/NP DNA&#x2013;SiW<sub>12</sub>@CdS QDs; (d) ITO/Au NP&#x2013;CS/arm-cDNA, pDNA/NP DNA&#x2013;SiW<sub>12</sub>@CdS QDs/15-nM HPV 16. The measurements were performed under working conditions of 5&#xa0;mmol&#xa0;L<sup>&#x2212;1</sup> of <inline-formula id="inf21">
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</caption>
<graphic xlink:href="fbioe-11-1193052-g003.tif"/>
</fig>
<p>From the spectrum analysis in <xref ref-type="fig" rid="F1">Figures 1D, E</xref> and photocurrent response analysis in <xref ref-type="fig" rid="F3">Figure 3B</xref>, the intense PEC response occurrence mechanism for the largest photocurrent with SiW<sub>12</sub>@CdS QDs can be illustrated, as shown in <xref ref-type="fig" rid="F3">Figure 3C</xref>. The SiW<sub>12</sub>@CdS QDs were stimulated under Xe light irradiation, in detail. The highest occupied molecular orbital (HOMO) of both the SiW<sub>12</sub> and CdS QDs were stimulated to generate photo-electrons (e<sup>&#x2212;</sup>) and photo-holes (h<sup>&#x2b;</sup>) simultaneously; <inline-formula id="inf20">
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</sec>
<sec id="s3-4">
<title>3.4 Detection of HPV 16 DNA</title>
<p>For the detection of HPV 16 DNA, a series of target DNA samples of different concentrations were incubated in the PEC biosensor, and PEC detection was performed accordingly. EIS spectra after this target DNA incubation were also investigated, as depicted in <xref ref-type="fig" rid="F4">Figure 4 A,</xref> and the observed R<sub>et</sub> value increased gradually with increasing HPV 16 DNA concentrations (15&#x2013;130&#xa0;nm), which was predictable because of the increasing steric hindrance. Conversely, the measured PEC response of the biosensor gradually decreased (<xref ref-type="fig" rid="F4">Figure 4B</xref>), exhibiting a PEC quenching phenomenon caused by the addition of T7 exonuclease in the DNA walker cycle process (<xref ref-type="scheme" rid="sch1">Scheme 1B</xref>) to release the corresponding associated SiW<sub>12</sub>@CdS NPs from the PEC biosensor. Finally, the detection of HPV 16 DNA achieved the expected performance of linear quantitative determination, as shown in <xref ref-type="fig" rid="F4">Figure 4C</xref>. The PEC response had a linear relationship with the concentration of the target DNA, ranging from 15 to 130&#xa0;nM, with an LOD of 0.8 nM, according to Eq. <xref ref-type="disp-formula" rid="e1">1</xref>:<disp-formula id="e1">
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<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>
<bold>(A)</bold> EIS spectra of (a) 15&#xa0;nM, (b) 30&#xa0;nM, (c) 60&#xa0;nM, (d) 80&#xa0;nM, (e) 100&#xa0;nM, and (f) 130&#xa0;nM. <bold>(B)</bold> Photocurrent responses of (a) 15&#xa0;nM, (b) 30&#xa0;nM, (c) 60&#xa0;nM, (d) 80&#xa0;nM, (e) 100&#xa0;nM, and (f) 130&#xa0;nM. <bold>(C)</bold> PEC linear relationship of HPV 16 DNA detection.</p>
</caption>
<graphic xlink:href="fbioe-11-1193052-g004.tif"/>
</fig>
<p>All required photocurrent values are listed in <xref ref-type="sec" rid="s10">Supplementary Table S1</xref>.</p>
</sec>
<sec id="s3-5">
<title>3.5 Specificity, repeatability, and stability of as-prepared biosensor</title>
<p>Specificity is critical to verify the accuracy and sensitivity of PEC biosensors, indicating their anti-jamming capability. Different HPV subtypes of HPV 18 DNA and HPV 33 DNA were selected as potential disruptors for specific studies of the as-prepared PEC biosensor. As shown in <xref ref-type="fig" rid="F5">Figure 5</xref> A, the presence of the target HPV 16 DNA (<xref ref-type="fig" rid="F5">Figure 5A</xref>, green column) or target DNA-containing mixture (<xref ref-type="fig" rid="F5">Figure 5A</xref>, yellow-green column) showed an obvious decrease in the PEC response, whereas the highly homologous interference of HPV 18 DNA and HPV 33 DNA would not promote the biological DNA walker cycle process to decrease the photocurrent, indicating the remarkable specificity of the proposed PEC biosensor. For the stability test of the as-prepared PEC biosensor, the fabricated ITO electrodes were preserved at 4&#xb0;C for 1&#x2013;4 weeks, and three parallel experiments were conducted every week. As shown in <xref ref-type="fig" rid="F5">Figure 5B</xref>, the PEC response was 90.77% of the initial value after 4 weeks of storage, indicating the significant stability of the as-prepared PEC biosensor. Moreover, within one PEC measurement process, 7 times consecutive light &#x201c;on/off&#x201d; cycles were performed to evaluate its repeatability. As shown in <xref ref-type="sec" rid="s10">Supplementary Figure S2</xref>, the photocurrent response exhibited a steady signal with an incredibly small variation, and the relative standard deviation was 6.37%, indicating the distinguished reproducibility of the as-prepared PEC biosensor.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>
<bold>(A)</bold> Specificity of PEC biosensor against HPV 18 DNA, HPV 33 DNA, HPV16 DNA, and a mixture of all solutions mentioned above (30, 60, 80, and 100&#xa0;nmol). <bold>(B)</bold> The photocurrent response of the biosensor stored at different times (error bars show S.D., <italic>n</italic> &#x3d; 3).</p>
</caption>
<graphic xlink:href="fbioe-11-1193052-g005.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>In summary, a highly sensitive PEC biosensor for detecting HPV 16 DNA, fabricated using SiW<sub>12</sub>@CdS QDs and Au NP/CS gel, was successfully prepared for the first time. The as-prepared SiW<sub>12</sub>@CdS QDs showed an enhanced photoelectric response and high stability after being combined with NP DNA; with the Au NP/CS gel as the first layer on the ITO slides, a series of biochemical DNA primers were incubated to fabricate a multi-site tripodal DNA walker sensing platform coupled with T7 exonuclease. Due to the remarkable conductivity and LSPR of Au NPs, the photosensitivity of the as-prepared biosensor was further improved under <inline-formula id="inf22">
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</inline-formula> electrolytes and avoided the use of other regents toxic to living organisms, and a photocurrent quenching mechanism within the detection process of the as-prepared PEC biosensor was perfectly executed. Finally, under optimized conditions, the as-prepared biosensor protocol demonstrated wide linear ranges (15&#x2013;130&#xa0;nM), with an LOD of 0.8&#xa0;nM and high selectivity, stability, and reproducibility. Furthermore, the proposed PEC biosensor platform offers a reliable and promising pathway for detecting other biological molecules.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/<xref ref-type="sec" rid="s10">Supplementary Material</xref>.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>YaC: conceptualization, methodology, investigation, visualization, writing&#x2014;original draft preparation, and funding acquisition. CS: data curation, visualization, software, and validation. YuC: conceptualization, data curation, visualization, software, and validation. JW: data curation, visualization, software, and validation. ZZ: data curation, visualization, software, and validation. YL: data curation, visualization, software, and validation. SG: visualization, software, and validation. ZL: data curation, visualization, and validation. XL: supervision, conceptualization, Writing&#x2014;reviewing and editing, project administration, and funding acquisition. LS: supervision, conceptualization, writing&#x2014;reviewing and editing, project administration, and funding acquisition. DZ: supervision, conceptualization, writing&#x2014;reviewing and editing, project administration, and funding acquisition. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This work was supported by the National Natural Science Foundation of China (No. 21801153, 31970636); International (regional) cooperative research and exchange programs (No. 32211530422); Shandong Institute of Medical device and pharmaceutical packaging inspection program (NB202203); Academic promotion program of Shandong First Medical University (No. 2019LJ003) and Wujiang Development Zone Chongben Technology Leading Talent Plan.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>Author ZL was employed by Suzhou KunTao Intelligent Manufacturing Technology Co., Ltd.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#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>
<sec id="s10">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fbioe.2023.1193052/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fbioe.2023.1193052/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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