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<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>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-id pub-id-type="publisher-id">1374423</article-id>
<article-id pub-id-type="doi">10.3389/fbioe.2024.1374423</article-id>
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<subj-group subj-group-type="heading">
<subject>Bioengineering and Biotechnology</subject>
<subj-group>
<subject>Original Research</subject>
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<title-group>
<article-title>Magnetically actuated sonodynamic nanorobot collectives for potentiated ovarian cancer therapy</article-title>
<alt-title alt-title-type="left-running-head">Zhou 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.2024.1374423">10.3389/fbioe.2024.1374423</ext-link>
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<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Zhou</surname>
<given-names>Yixuan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
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<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Cao</surname>
<given-names>Ziqi</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
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<contrib contrib-type="author">
<name>
<surname>Jiang</surname>
<given-names>Lixian</given-names>
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<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Ying</given-names>
</name>
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<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Cui</surname>
<given-names>Xiaoyu</given-names>
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<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Jianrong</given-names>
</name>
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<sup>2</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xie</surname>
<given-names>Xue</given-names>
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<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Longchen</given-names>
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<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ying</surname>
<given-names>Tao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>Jinzhou Medical University Graduate Training Base (Shanghai Sixth People&#x2019;s Hospital Affiliated to Shanghai Jiao Tong University School of Medicine)</institution>, <addr-line>Jinzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Ultrasound in Medicine</institution>, <institution>Shanghai Sixth People&#x2019;s Hospital Affiliated to Shanghai Jiao Tong University School of Medicine</institution>, <institution>Shanghai Institute of Ultrasound in Medicine</institution>, <addr-line>Shanghai</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/1117481/overview">Shenglong Li</ext-link>, China Medical 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/880237/overview">Xianwen Wang</ext-link>, Anhui Medical University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2102568/overview">Tianqi Nie</ext-link>, Twelfth Guangzhou City People&#x2019;s Hospital, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Xue Xie, <email>xiexue_moderation@163.com</email>; Longchen Wang, <email>wanglch09@sjtu.edu.cn</email>; Tao Ying, <email>yingtaomail@yeah.net</email>
</corresp>
<fn fn-type="equal" id="fn001">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>26</day>
<month>03</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1374423</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>01</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>11</day>
<month>03</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Zhou, Cao, Jiang, Chen, Cui, Wu, Xie, Wang and Ying.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Zhou, Cao, Jiang, Chen, Cui, Wu, Xie, Wang and Ying</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>Ovarian cancer presents a substantial challenge due to its high mortality and recurrence rates among gynecological tumors. Existing clinical chemotherapy treatments are notably limited by drug resistance and systemic toxic side effects caused by off target drugs. Sonodynamic therapy (SDT) has emerged as a promising approach in cancer treatment, motivating researchers to explore synergistic combinations with other therapies for enhanced efficacy. In this study, we developed magnetic sonodynamic nanorobot (Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6, FSC) by applying a SiO<sub>2</sub> coating onto Fe<sub>3</sub>O<sub>4</sub> nanoparticle, followed by coupling with the sonosensitizer Ce6. The magnetic FSC nanorobot collectives could gather at fixed point and actively move to target site regulated by magnetic field. <italic>In vitro</italic> experiments revealed that the magnetic FSC nanorobot collectives enabled directional navigation to the tumor cell area under guidance. Furthermore, under low-intensity ultrasonic stimulation, FSC nanorobot collectives mediated sonodynamic therapy exhibited remarkable anti-tumor performance. These findings suggest that magnetically actuated sonodynamic nanorobot collectives hold promising potential for application in target cancer therapy.</p>
</abstract>
<kwd-group>
<kwd>magnetic nanorobot</kwd>
<kwd>sonodynamic therapy</kwd>
<kwd>ovarian cancer</kwd>
<kwd>drug delivery</kwd>
<kwd>magnetic nanoparticle</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Nanobiotechnology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Ovarian cancer is one of the most prevalent malignant neoplasms affecting the female reproductive system, and its global incidence is exceeded only by those of cervical and endometrial cancers (<xref ref-type="bibr" rid="B27">Torre et al., 2018</xref>; <xref ref-type="bibr" rid="B25">Sung et al., 2021</xref>). Most individuals with ovarian cancer are diagnosed at an advanced stage, leading to a 5-year survival rate of less than 30% (<xref ref-type="bibr" rid="B23">Srivastava et al., 2017</xref>; <xref ref-type="bibr" rid="B25">Sung et al., 2021</xref>). The therapeutic repertoire for ovarian cancer encompasses surgical intervention, chemotherapy, and radiotherapy (<xref ref-type="bibr" rid="B10">Kengsakul et al., 2022</xref>). Nevertheless, these modalities inevitably have some inherent limitations. To maximize lesion eradication, extensive radical surgery is frequently performed. Additionally, surgery may lead to peritoneal or abdominal lymph node metastasis, increasing postoperative complications and mortality (<xref ref-type="bibr" rid="B5">Gerestein et al., 2009</xref>; <xref ref-type="bibr" rid="B3">Di Donato et al., 2017</xref>). Chemotherapy is a cornerstone of treatment but is burdened by potent toxic side effects, drug resistance and consequently decreased treatment efficacy (<xref ref-type="bibr" rid="B2">Coleman et al., 2013</xref>). Radiotherapy, which is applicable only to a subset of ovarian cancer patients, poses challenges in achieving a curative effect, with repeated sessions potentially diminishing progression-free survival (<xref ref-type="bibr" rid="B4">Durno and Powell, 2022</xref>). Despite ongoing refinements in traditional treatment methodologies, including surgery, chemotherapy, and radiotherapy, the efficacy of these approaches remains suboptimal (<xref ref-type="bibr" rid="B6">Giovanni et al., 2018</xref>). Therefore, it is imperative to explore novel therapeutic strategies for the effective management of ovarian cancer.</p>
<p>In recent years, sonodynamic therapy (SDT), an emerging noninvasive modality for tumour treatment, has exhibited substantial promise in cancer therapy owing to its heightened efficacy, deep tissue penetration, elevated selectivity, and minimal impact on surrounding normal tissues (<xref ref-type="bibr" rid="B15">McHale et al., 2016</xref>; <xref ref-type="bibr" rid="B19">Qian et al., 2016</xref>; <xref ref-type="bibr" rid="B18">Pan et al., 2018</xref>; <xref ref-type="bibr" rid="B39">Yan et al., 2020</xref>; <xref ref-type="bibr" rid="B40">Yang et al., 2021</xref>; <xref ref-type="bibr" rid="B28">Wang D. et al., 2022</xref>; <xref ref-type="bibr" rid="B30">Wang J. et al., 2023</xref>). SDT is based on the combination of ultrasound and sonosensitizers: low-intensity ultrasound is used to stimulate sonosensitizers that have been enriched in deep tumor tissues (<xref ref-type="bibr" rid="B36">Wang et al., 2020</xref>; <xref ref-type="bibr" rid="B31">Wang et al., 2021a</xref>; <xref ref-type="bibr" rid="B17">Ning et al., 2022</xref>; <xref ref-type="bibr" rid="B8">Guo et al., 2023</xref>). This activation elicits the generation of reactive oxygen species (ROS), thereby inducing apoptosis in tumor cells (<xref ref-type="bibr" rid="B7">Guo et al., 2022</xref>). Widely employed sonosensitizers include porphyrins and their derivatives (such as hematoporphyrin and protoporphyrin), porphyrin compounds (such as dihydroxyacetone-porphyrin e6), inorganic nanomaterials (including titanium dioxide, zinc oxide, and ferric oxide tetroxide), hybrids thereof (<xref ref-type="bibr" rid="B37">Wang et al., 2021b</xref>), and metal-based systems (<xref ref-type="bibr" rid="B41">Zhang et al., 2018</xref>; <xref ref-type="bibr" rid="B42">Zhang et al., 2019</xref>; <xref ref-type="bibr" rid="B22">Son et al., 2020</xref>). Notably, dihydroxyacetone-porphyrin e6 (Ce6), as an exemplary sonosensitizer, manifests robust acoustic activity, a high quantum yield of singlet oxygen production, and exceptional penetration capabilities, and it is therefore widely utilized (<xref ref-type="bibr" rid="B24">Sun et al., 2017</xref>; <xref ref-type="bibr" rid="B34">Wang S. et al., 2022</xref>; <xref ref-type="bibr" rid="B45">Zhu et al., 2022</xref>; <xref ref-type="bibr" rid="B1">Chen et al., 2023</xref>). However, the dose of the sonosensitizer arriving at the tumor area is very limited due to the lack of active targeting capability. In addition, owing to hemodynamics and the interstitial fluid pressure of tumors, the passive targeting efficiency of systemically administered sonosensitizer drugs to tumor tissues is further diminished. Consequently, the pursuit of a strategy that can precisely target tumor sites and increase the efficiency of sonosensitizer accumulation within tumors has become an imperative research objective.</p>
<p>To address the limited targeting efficiency inherent in conventional therapeutic approaches, researchers have devised a multitude of nanocarriers that leverage the altered cellular properties of cancer cells. These nanocarriers are intricately coupled with targeting ligands, such as peptides, proteins, antibodies, or aptamers, which are designed to recognize specific surface markers on cancer cells. The primary objective of this strategy is to extend the drug half-life and increase the precision of tumor-targeting capabilities (<xref ref-type="bibr" rid="B21">Shi et al., 2017</xref>). Despite encouraging prospects, an expanding body of evidence indicates that, on average, only approximately 0.7% of nanocarriers successfully reach solid tumors, which significantly limits the clinical efficacy of current nanocarrier technologies (<xref ref-type="bibr" rid="B38">Wilhelm et al., 2016</xref>).</p>
<p>Magnetically actuated micro/nanorobots provide a promising and innovative paradigm for drug delivery (<xref ref-type="bibr" rid="B12">Li et al., 2017</xref>; <xref ref-type="bibr" rid="B35">Wang et al., 2021c</xref>). These systems amalgamate the advantages of previous nanomedicines, which are characterized by high selectivity and biocompatibility, with active and controllable locomotion capabilities. This integration facilitates the controlled delivery of nanomedicine directly to the tumor region. Compared with traditional targeted delivery methods, magnetically actuated micro/nanorobots demonstrate elevated precision in targeting and increasing the utilization of administered drugs (<xref ref-type="bibr" rid="B9">Hu et al., 2020</xref>; <xref ref-type="bibr" rid="B20">Schmidt et al., 2020</xref>; <xref ref-type="bibr" rid="B44">Zhou et al., 2021</xref>; <xref ref-type="bibr" rid="B16">Nguyen et al., 2023</xref>). Our research group has previously developed various magnetic actuation systems and validated drug delivery methods for the treatment of various diseases, such as thrombus therapy, osteoarthritis treatment and anti-infection therapy (<xref ref-type="bibr" rid="B32">Wang et al., 2021d</xref>; <xref ref-type="bibr" rid="B14">Ma et al., 2022</xref>; <xref ref-type="bibr" rid="B26">Tang et al., 2022</xref>; <xref ref-type="bibr" rid="B43">Zhao et al., 2022</xref>; <xref ref-type="bibr" rid="B33">Wang L. et al., 2023</xref>). Therefore, it is reasonable to believe that the sonosensitizer can be actively delivered to the tumor site to achieve enrichment by magnetic nanorobots.</p>
<p>Herein, a magnetically actuated sonodynamic nanorobot drug delivery system employing an Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6 (FSC) nanorobot and magnetic actuation system was devised for targeted tumor treatment (<xref ref-type="scheme" rid="sch1">Scheme 1</xref>). The FSC nanorobot consists of magnetic Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-NH<sub>2</sub> nanomaterials coupled with the sonosensitizer Ce6 (Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6). Under the guidance of a magnetic field, FSC nanorobots can be aggregated to collectives and actuated to move to the target site, resulting in the active delivery of the sonosensitizer to the tumor site. This process amplifies the effect of SDT facilitated by Ce6, generating ROS to increase the cytotoxic impact on tumor cells. The validation of these outcomes involved characterization of the nanorobots, assessment of the sonodynamic ROS production, locomotion of the magnetic nanorobot collectives, and <italic>in vitro</italic> ovarian cancer cell therapy. The aim of this study was to explore the efficacy of magnetically actuated sonodynamic nanorobot collectives for ovarian cancer therapy and to further expand their application prospects in other tumor treatments.</p>
<fig id="sch1" position="float">
<label>SCHEME 1</label>
<caption>
<p>Schematic illustration of magnetically actuated sonodynamic nanorobot collectives to potentiate ovarian cancer therapy. <bold>(A)</bold> Synthetic procedure for the magnetic Fe3O4@SiO2-Ce6 nanorobot (FSC nanorobot). <bold>(B)</bold> Magnetically actuated sonodynamic nanorobot collectives to potentiate ovarian cancer therapy. FSC nanorobot collectives actively move to the tumor site via actuation by a magnetic field, which enables sonosensitizer delivery. Under low-intensity ultrasound irradiation, sonosensitizers loaded with nanorobot collectives can generate reactive oxygen species (ROS) to increase the cytotoxic effect on tumor cells.</p>
</caption>
<graphic xlink:href="FBIOE_fbioe-2024-1374423_wc_sch1.tif"/>
</fig>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Synthesis of FSC nanorobots</title>
<p>First, Fe<sub>3</sub>O<sub>4</sub> (0.1&#xa0;g) was dispersed in ethanol (60&#xa0;mL), deionized water (10&#xa0;mL) and ammonium hydroxide solution (1.0&#xa0;mL) and sonicated for 40&#xa0;min. Tetraethyl orthosilicate (2.0&#xa0;mL) was added, and the mixture was stirred for 24&#xa0;h to obtain Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>. Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub> (20&#xa0;mg) was dispersed in ethanol solution and functionalized with 3-aminopropyltriethoxysilane (APTES, 1.5&#xa0;mL) for 24&#xa0;h. The precipitate was collected with a magnet and washed several times to obtain Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-NH<sub>2</sub>. For Ce6 coupling, Ce6 (4.0&#xa0;mg), EDC (23.0&#xa0;mg) and NHS (13.8&#xa0;mg) we. re dissolved in dimethyl sulfoxide (4&#xa0;mL), and Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-NH<sub>2</sub> (16&#xa0;mL, 50&#xa0;mg&#xa0;mL<sup>-1</sup>) was added to the mixed solution and stirred for 24&#xa0;h. The reaction products were separated with a magnet and washed several times to obtain Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6 (FSC) for further use.</p>
</sec>
<sec id="s2-2">
<title>2.2 Characterization of FSC nanorobots</title>
<p>The microstructure of the FSC nanorobots was observed by transmission electron microscopy (TEM) on a JEM-2100F instrument. The valence states and elemental composition of the FSC nanorobots were characterized by X-ray photoelectron spectroscopy (XPS, ESCAlab250 instrument) and Fourier transform infrared spectroscopy (FTIR), respectively. The potential and hydrodynamic particle size were measured by dynamic laser scattering on a Zeta Sizer system (Nano ZS90, Malvern Instruments Ltd.). The magnetic properties were evaluated by a vibrating sample magnetometer. The UV&#x2012;vis&#x2013;NIR absorption spectra of the Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-NH<sub>2</sub>, Ce6 and Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6 nanoparticles were measured with a Shimadzu UV-3600 ultraviolet&#x2012;visible spectrophotometer.</p>
</sec>
<sec id="s2-3">
<title>2.3 <italic>In vitro</italic> ROS assay</title>
<p>DPBF experiment: A DMF solution (8&#xa0;mM, 40&#xa0;&#x3bc;L) containing DPBF with an FSC nanorobot dispersion (150&#xa0;&#x3bc;g&#xa0;mL<sup>-1</sup>, 2.96&#xa0;mL) was prepared and irradiated with low-intensity ultrasound (1.0&#xa0;MHz, 1.0&#xa0;W&#xa0;cm<sup>-2</sup>, 50% duty cycle), and the change in the absorption value at 419&#xa0;nm was measured every 2&#xa0;min with an ultraviolet spectrophotometer for 10&#xa0;min in total. ESR experiment: TEMP (200&#xa0;mM, 20&#xa0;&#x3bc;L) was added to the FSC nanorobot dispersion (150&#xa0;&#x3bc;g&#xa0;mL<sup>-1</sup>, 20&#xa0;&#x3bc;L) and Ce6 solution (10&#xa0;&#x3bc;g&#xa0;mL<sup>-1</sup>, 20&#xa0;&#x3bc;L). After ultrasound irradiation (1.0&#xa0;MHz, 1.0&#xa0;W&#xa0;cm<sup>-2</sup>, 50% duty cycle, 2&#xa0;min), the <sup>1</sup>O&#x2082; signal was immediately detected by ESR. For control purposes, the Ce6&#x2b;TEMP, Ce6&#x2b;TEMP &#x2b; US, FSC &#x2b; TEMP, and FSC &#x2b; TEMP &#x2b; US groups were tested simultaneously.</p>
</sec>
<sec id="s2-4">
<title>2.4 Magnetic locomotion of FSC nanorobot collectives</title>
<p>The magnetic nanorobot dispersion (2&#xa0;mg&#xa0;mL<sup>-1</sup>, 1&#xa0;mL) was placed in a confocal dish on the platform of the magnetic actuation system. Then, a rotating magnetic field (2&#xa0;Hz) was applied to make the nanorobots aggregate at one point. For the locomotion of the nanorobot collectives, different biological fluids were deployed in the custom-designed &#x2018;R&#x2019;, &#x2018;O&#x2019;, and &#x2018;S&#x2019; channels of acrylic plates. The magnetic nanorobot dispersion (2&#xa0;mg&#xa0;mL<sup>-1</sup>, 20&#xa0;&#x3bc;L) was added to the channels separately. By adjusting the moving platform, the magnetic nanorobot could be directed along a trajectory. The images were recorded by an operating microscope (DOM-1001, RWD Life Science, Shenzhen, China).</p>
</sec>
<sec id="s2-5">
<title>2.5 Cell culture and <italic>in vitro</italic> cytotoxicity assay</title>
<p>Mouse ovarian epithelial cancer cells (ID8) (Shanghai Institute of Cells, Chinese Academy of Sciences) were precultured in 96-well plates (1 &#xd7; 10<sup>4</sup> cells/well) for 12&#xa0;h and allowed to adhere. The medium was then removed from each well, and the cells were washed twice with phosphate buffer (PBS). Subsequently, Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6 nanoparticles at different concentrations (0, 100, 200, 400 and 800&#xa0;&#x3bc;g&#xa0;mL<sup>-1</sup>) were dispersed in high-glucose DMEM containing 10% foetal bovine serum (FBS), added to each well, and incubated with the cells for 24&#xa0;h and 48&#xa0;h, respectively. The cells were then washed with PBS, and a standard CCK-8 assay (100&#xa0;&#x3bc;L, V<sub>CCK8</sub>: V<sub>DMEM</sub> &#x3d; 1: 9) was performed to detect cell viability, which was measured on a microplate reader at a wavelength of 450&#xa0;nm after incubation for 1&#x2013;2&#xa0;h.</p>
</sec>
<sec id="s2-6">
<title>2.6 Intracellular ROS assay</title>
<p>ID8 cells (1 &#xd7; 10&#xb3; cells/well) were seeded into confocal-specific plates overnight. After the cells had completely adhered to the wall, the cell medium was replaced, and the cells were treated with Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub> and FSC for 12&#xa0;h. Subsequently, the cells were further exposed to US irradiation (1.0&#xa0;MHz, 1.0&#xa0;W&#xa0;cm<sup>-2</sup>, 50% duty cycle, 5&#xa0;min) and incubated with DCFH-DA (1:1,000 dilution) for another 30&#xa0;min. Then, the treated cells were washed 3 times with PBS and imaged by fluorescence microscopy. Correspondingly, the cells were collected and analysed quantitatively for intracellular green fluorescence intensity by flow cytometry (FACSCalibur; BD Biosciences).</p>
</sec>
<sec id="s2-7">
<title>2.7 Intracellular GSH and GSSG assay</title>
<p>ID8 cells were seeded in several 6-well plates for overnight. After that, the cells were incubated with Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub> and FSC (400&#xa0;&#x3bc;g&#xa0;mL<sup>-1</sup>) for 12&#xa0;h. Next, the cells were stimulated with or without US (1.0 Wcm<sup>-2</sup>, 1.0&#xa0;MHz, 50% duty cycle) for 5&#xa0;min. After that, the cells were washed with PBS, and were frozen and thawed 3 times. The liquid supernatants were collected for GSH/GSSG detection using the assay kit.</p>
</sec>
<sec id="s2-8">
<title>2.8 Intracellular BCA and MDA assay</title>
<p>ID8 cells were seeded in culture dishes for overnight and randomly divided into four groups (control, Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>, FSC, FSC &#x2b; US). The cells were cultured for 12&#xa0;h and then subjected to US irradiation for 5&#xa0;min. Subsequently, the cells were rinsed with PBS. Cell samples treated for quantitative protein analysis with a BCA protein assay kit. Then, the MDA assay kit reagents were added according to the manufacturer&#x2019;s instructions, and the mixtures were heated in a boiling water bath at 100&#xa0;&#xb0;C for 15&#xa0;min. After centrifugation at 12,000&#xa0;rpm for 10&#xa0;min, the absorbance of the supernatant was measured with a microplate reader at a wavelength of 532&#xa0;nm. The MDA content in each sample was calculated in terms of the unit weight of protein content, and the results are presented as &#x3bc;mol MDA/mg protein.</p>
</sec>
<sec id="s2-9">
<title>2.9 Efficacy of SDT with magnetic actuation of FSC nanorobot collectives</title>
<p>ID8 cells were seeded in 6-well plates (1 &#xd7; 10<sup>5</sup>/well) and cultured for 24&#xa0;h. The cells were divided into the following experimental groups: &#x2460; simple diffusion &#x2b; US group; &#x2461; magnetic regulation &#x2b; US group. For the simple diffusion &#x2b; US group, the FSC nanorobot dispersion was applied to the nontumor cell area in the middle of the round dish and allowed to freely disperse to the tumour cell area. In the magnetic regulation &#x2b; US group, the FSC nanorobot dispersion was also applied to the nontumor cell area in the middle of the dish, and the dispersion was then aggregated by a magnetic actuation system and directed to the tumour cell area. US irradiation (1.0&#xa0;MHz, 1.0&#xa0;W&#xa0;cm<sup>-2</sup>, 50% duty cycle, 5&#xa0;min) was applied to the tumour cell area, and the cells were incubated for 12&#xa0;h. All treated cells were digested with trypsin and stained with the Calcein-AM/PI Kit for fluorescence microscopy.</p>
</sec>
<sec id="s2-10">
<title>2.10 Statistical analysis</title>
<p>For all the experiments conducted, we ensured that there were at least three replicates included. The data obtained from these experiments were presented as the mean value along with the standard error of the mean (SEM). To assess the differences between two groups, we employed the independent sample t-test. Additionally, for comparisons among multiple groups, we used one-way analysis of variance (ANOVA) followed by the Tukey post-test. In our analysis, statistical significance was denoted as <italic>p</italic> &#x3c; 0.05, and this was further specified as &#x2a;<italic>p</italic> &#x3c; 0.05, &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01, &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<sec id="s3-1">
<title>3.1 Synthesis and characterization of FSC nanorobot</title>
<p>A structural diagram of an FSC nanorobot is shown in <xref ref-type="fig" rid="F1">Figure 1A</xref>. TEM images illustrate that the FSC nanorobots had robust spherical morphology, uniform size, and good dispersibility (<xref ref-type="fig" rid="F1">Figure 1B</xref>). The average hydrodynamic size was approximately 460&#xa0;nm (<xref ref-type="fig" rid="F1">Figure 1C</xref>), with no significant change observed after half a month in a physiological environment, indicating excellent dispersion stability (<xref ref-type="fig" rid="F1">Figure 1D</xref>). Fourier transform infrared spectroscopy revealed a characteristic peak at 1,697.533&#xa0;cm<sup>-1</sup> for the -C&#x3d;O of Ce6 in FSC (<xref ref-type="fig" rid="F1">Figure 1E</xref>). X-ray photoelectron spectroscopy (XPS) analysis was conducted to examine the chemical composition and state of FSC. As shown in <xref ref-type="fig" rid="F1">Figure 1F</xref>, obvious diffraction peaks were observed at 711.3, 532.5, 399.3, 284.6 and 103.3&#xa0;eV, which can be attributed to Fe2p, O1s, N1s, C1s and Si2p, providing further confirmation that the FSC consist of Fe, O, N, C, and Si. The UV absorption spectrum of FSC exhibited characteristic absorption peaks of Ce6 at 401&#xa0;nm and 656&#xa0;nm, confirming successful coupling (<xref ref-type="fig" rid="F1">Figure 1G</xref>). The potential of Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub> was 24.30 &#xb1; 2.2&#xa0;mV. Upon coupling with Ce6, the potential of FSC changed to 1.40 &#xb1; 0.39&#xa0;mV (<xref ref-type="fig" rid="F1">Figure 1H</xref>), indicating that Ce6 was coupled with Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>. The vibrating magnetization curve results demonstrated that FSC exhibited a saturation magnetization of 38.45 emu g-<sup>1</sup> in the high-field region of 2000&#xa0;Oe, facilitating effective magnetic separation under the influence of an applied magnetic field and confirming its desirable superparamagnetic properties (<xref ref-type="fig" rid="F1">Figure 1I</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Structural characterization of Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6 (FSC nanorobots). <bold>(A)</bold> Structure diagram of Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6. <bold>(B)</bold> TEM images of Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6 nanoparticles. <bold>(C)</bold> Hydrodynamic size of Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub> and Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6. <bold>(D)</bold> Hydrodynamic size change of Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6 dispersed in saline for 15 days. <bold>(E)</bold> FTIR spectra of Ce6, Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2,</sub> and Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6. <bold>(F)</bold> XPS spectra of Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6. <bold>(G)</bold> UV&#x2012;Vis-NIR spectra of Ce6, Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2,</sub> and Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6. <bold>(H)</bold> Zeta potentials of Fe<sub>3</sub>O<sub>4,</sub> Ce6, Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2,</sub> and Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6. <bold>(I)</bold> Vibrating magnetization curves of Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub> and Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6. The insets show photographs of the Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub> and Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6 solutions.</p>
</caption>
<graphic xlink:href="fbioe-12-1374423-g001.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 <italic>In Vitro</italic> SDT effect of FSC nanorobot</title>
<p>We further examined the <italic>in vitro</italic> ROS production of Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6 (FSC nanorobot). The quantity of ROS in the four groups was analyzed. The ESR spectra (<xref ref-type="fig" rid="F2">Figure 2A</xref>) showed significant <sup>1</sup>O<sub>2</sub> generation under US irradiation in the Ce6 &#x2b; US group and the FSC nanorobot &#x2b; US group compared to the groups not subjected to US irradiation. Moreover, within a specific concentration range, the production efficiency of <sup>1</sup>O<sub>2</sub> was found to be correlated with the power intensity of US (<xref ref-type="fig" rid="F2">Figure 2B</xref>). Simultaneously, DPBF acts as a ROS probe: the generated ROS can react with DPBF, resulting in a decrease in the characteristic absorption at 410&#xa0;nm in the UV&#x2012;Vis spectrum. The absorption peak of DPBF decreased with time under US irradiation (1.0&#xa0;MHz, 1.0&#xa0;W&#xa0;cm<sup>-2</sup>, 50% duty cycle), indicating favorable ROS generation performance (<xref ref-type="fig" rid="F2">Figure 2C</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Sonodynamic properties of Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6 (FSC nanorobots). <bold>(A)</bold> ESR signals of TEMP at different solutions. <bold>(B)</bold> ESR of Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6 solution irradiated by US (different powers). <bold>(C)</bold> UV&#x2212;vis spectra of Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6 solution containing DPBF and further exposed to US irradiation (power density, 1.0 Wcm<sup>&#x2212;2</sup>; duty cycle: 50%) for different durations (0, 2, 4, 6, 8 and 10&#xa0;min).</p>
</caption>
<graphic xlink:href="fbioe-12-1374423-g002.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>3.3 Targeted locomotion of magnetic FSC nanorobot collectives</title>
<p>Next, to verify that magnetic FSC nanorobots can achieve precise target locomotion, we conducted experiments with a specifically designed permanent magnetic actuation system. The magnetic actuation system consists of four permanent magnets and a rotating motor, which can generate a rotating magnetic field and gradient magnetic field simultaneously (<xref ref-type="fig" rid="F3">Figure 3A</xref>). As shown in <xref ref-type="fig" rid="F3">Figure 3B</xref>, the nanorobots were first arranged into small strips under the action of a static magnetic field after being placed in the magnetic actuation system. When the permanent magnets were rotated, under the combined action of the rotating magnetic field and gradient magnetic field, the magnetic poles of the nanorobot chains attracted each other to aggregate into collectives. In addition, we designed a three-axis movable platform for positioning the samples. By changing the relative position between the platform and the magnetic actuation system, targeted locomotion of the magnetic nanoparticle collectives was achieved.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Magnetically actuated locomotion of FSC nanorobot collectives. <bold>(A)</bold> Schematic diagram of the magnetic actuation system. <bold>(B)</bold> Process of magnetically actuated FSC nanorobot aggregation. <bold>(C)</bold> Trajectory locomotion of magnetic FSC nanorobot collectives in normal saline, PBS, and DMEM. Scale bars indicate 3&#xa0;mm.</p>
</caption>
<graphic xlink:href="fbioe-12-1374423-g003.tif"/>
</fig>
<p>We further conducted locomotion experiments on magnetic FSC nanorobots in different biological solutions. As shown in <xref ref-type="fig" rid="F3">Figure 3C</xref>, the nanorobot solution was deployed in the &#x2018;R&#x2019;, &#x2018;O&#x2019;, and &#x2018;S&#x2019; channels containing normal saline, PBS and DMEM, respectively. Under the control of a magnetic field, magnetic FSC nanorobot collectives can achieve trajectory locomotion. All these results indicated that the magnetic FSC nanorobots could achieve target locomotion in biological fluids, providing a foundation for subsequent targeted therapy of tumor cells.</p>
</sec>
<sec id="s3-4">
<title>3.4 The cellular oxidative stress induced by FSC nanorobot</title>
<p>We further examined the production of intracellular ROS after different treatments by fluorescence microscopy and flow cytometry. The fluorescence signal derived from 2&#x2032;,7&#x2032;-dichlorofluorescin diacetate (DCFH-DA) was used as a probe of cellular oxidative stress levels. <xref ref-type="fig" rid="F4">Figure 4A</xref> shows minimal fluorescence in the control group, a modest increase in green fluorescence in the Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub> and FSC nanorobot groups, which may be due to the role of Fe<sub>3</sub>O<sub>4</sub> in the Fenton reaction in tumor microenvironment. And green fluorescence was significantly increased in the FSC nanorobot group irradiated with US. This observation was substantiated by the flow cytometry analyses shown in <xref ref-type="fig" rid="F4">Figure 4B</xref>. The fluorescence intensity trend was consistent with that observed by fluorescence microscopy, suggesting the essential role of Ce6 in sonodynamic therapy. Our findings indicate that FSC nanorobots can modulate the tumour microenvironment, elevate ROS levels, and thereby increase therapeutic efficacy.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>
<bold>(A)</bold> Fluorescence images of ID8 cells stained with DCFH-DA after different treatments (control, Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub> only, Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6 (FSC) only, and Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6 with US irradiation). The scale bars indicate 25&#xa0;&#x3bc;m. <bold>(B)</bold> Results of quantitative flow cytometry analysis of ROS production in ID8 cells stained with DCFH-DA after different treatments. <bold>(C)</bold> Relative GSH content in ID8 cells after different treatments. <bold>(D)</bold> The ratio of GSH/GSSG. <bold>(E)</bold> Relative MDA content in ID8 cells.</p>
</caption>
<graphic xlink:href="fbioe-12-1374423-g004.tif"/>
</fig>
<p>Glutathione (GSH) and oxidized glutathione (GSSG) are major components of the redox homeostasis system in cells (<xref ref-type="bibr" rid="B11">Lei et al., 2022</xref>; <xref ref-type="bibr" rid="B46">Zhu et al., 2021</xref>). As displayed in <xref ref-type="fig" rid="F4">Figure 4C</xref>, the GSH levels of the cells in the Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub> and FSC groups exhibited a slight decrease, which may be due to the low ROS production deplete the GSH. Moreover, FSC &#x2b; US significantly reduced the GSH compared with other groups, revealing the efficient GSH depletion ability. The ratio of GSH/GSSG is considered a powerful index of oxidative stress (<xref ref-type="bibr" rid="B29">Wang D. et al., 2023</xref>; <xref ref-type="bibr" rid="B13">Liu et al., 2023</xref>). The results showed that in the Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub> and FSC treatment groups, the GSH/GSSG ratio was slightly varied, while it was greatly decreased in FSC &#x2b; US group (<xref ref-type="fig" rid="F4">Figure 4D</xref>), altogether confirming the superiority of FSC sonodynamic therapy. Malondialdehyde (MDA) can also be used as a stable marker to evaluate lipid peroxidation (<xref ref-type="bibr" rid="B46">Zhu et al., 2021</xref>). The MDA level in each group was opposite to GSH, FSC &#x2b; US increased significantly (<xref ref-type="fig" rid="F4">Figure 4E</xref>), which illustrates that FSC nanorobots induce sonodynamic therapy associated with lipid peroxidation.</p>
</sec>
<sec id="s3-5">
<title>3.5 <italic>In vitro</italic> augmented SDT efficacy of FSC nanorobot</title>
<p>Inspired by the excellent ability of the FSC nanorobot to generate ROS under low-intensity ultrasound excitation, we next evaluated the biosafety and the <italic>in vitro</italic> SDT efficacy of the FSC nanorobots in ID8 cells. Initially, the cytotoxicity of the FSC nanorobots was evaluated using the CCK-8 assay. At a concentration of 800&#xa0;&#x3bc;g&#xa0;mL<sup>-1</sup>, cell viability remained approximately at 95%, highlighting the favorable biocompatibility of FSC nanorobot within the range of 0&#x2013;800&#xa0;&#x3bc;g&#xa0;mL<sup>-1</sup> in ID8 cells (<xref ref-type="fig" rid="F5">Figures 5A,B</xref>). Subsequently, we investigated the efficacy of SDT <italic>in vitro</italic>. The experimental findings demonstrated a decrease in cell viability in the presence of the FSC nanorobot upon US stimulation (<xref ref-type="fig" rid="F5">Figure 5C</xref>). Consistent results were corroborated through calcein-AM/PI staining. Fluorescence microscopy revealed a noteworthy increase in the red signal intensity following US stimulation (<xref ref-type="fig" rid="F5">Figure 5D</xref>). Collectively, these results suggest that after incubation with FSC nanorobots for 24&#xa0;h, tumour cells can be effectively killed through US stimulation (1.0&#xa0;MHz, 1.0 Wcm<sup>-2</sup>, 50% duty cycle, 5&#xa0;min).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>SDT of FSC nanorobot collectives. <bold>(A)</bold> Relative viability of ID8 cells after incubation with high concentrations (0, 100, 200, 400, and 800&#xa0;&#x3bc;g&#xa0;mL<sup>-1</sup>) of the FSC nanorobots for 24&#xa0;h and 48&#xa0;h <bold>(B)</bold>. <bold>(C)</bold> Relative viability of ID8 cells after different treatments, including control (without treatment), Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub> only, Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6 (FSC) only, and Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>-Ce6combined with US irradiation. <bold>(D)</bold> Fluorescence images of ID8 cells after different treatments, stained with PI (red fluorescence) and calcein-AM (green fluorescence). The scale bars indicate 25&#xa0;&#x3bc;m.</p>
</caption>
<graphic xlink:href="fbioe-12-1374423-g005.tif"/>
</fig>
</sec>
<sec id="s3-6">
<title>3.6 Efficacy of magnetic FSC nanorobot for targeted tumor cell therapy</title>
<p>We further studied the efficacy of magnetic FSC nanorobots for targeted tumour cell therapy. Two experimental groups were treated with or without magnetic actuation. As shown in <xref ref-type="fig" rid="F6">Figure 6A</xref>, the cell dishes were divided into tumour cell areas and blank areas. The FSC nanorobot dispersion was added to the blank area. In the control group, no magnetic field was applied, and the nanorobots relied on passive diffusion to reach the tumour cell area, simulating the traditional systemic drug administration strategy. For the magnetic actuation group, after the FSC nanorobot dispersion was added to the blank area, a magnetic field was applied to aggregate the nanorobots to one point and then direct the nanorobot collectives to the tumour region. Both groups were subsequently subjected to low-intensity ultrasound of the tumour cell area. The results indicated that only a few FSC nanorobots arrived at the tumour region in the control group, while in the magnetic actuation group, nearly all the FSC nanorobots reached the tumour region (<xref ref-type="fig" rid="F6">Figure 6B</xref>). The SDT results further confirmed the enrichment of Ce6 in the tumour area by the magnetic actuation strategy. As shown in <xref ref-type="fig" rid="F6">Figure 6C</xref>, more tumour cell death occurred under US irradiation. The enhanced sonodynamic effect highlights the ability of FSC nanorobots to facilitate targeted drug delivery and increase the therapeutic efficacy of SDT.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Magnetic FSC nanorobots for targeted tumor cell therapy. <bold>(A)</bold> Schematic illustration of the enhanced SDT effect of magnetic regulation by the FSC nanorobots. <bold>(B)</bold> Process of targeted tumor cell therapy with magnetic FSC nanorobot collectives. <bold>(C)</bold> Fluorescence images of the simple diffusion &#x2b; US and magnetic actuation &#x2b; US approaches to targeting FSC nanorobots to tumour cells, which were stained with PI (red fluorescence) and calcein-AM (green fluorescence). The scale bars indicate 50&#xa0;&#x3bc;m.</p>
</caption>
<graphic xlink:href="fbioe-12-1374423-g006.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>In summary, we have proposed a magnetically actuated targeting strategy to increase the therapeutic efficacy of SDT and applied it to ovarian cancer therapy <italic>in vitro</italic> as a proof of concept. To validate this concept, a magnetic sonodynamic nanorobot coupled with Ce6 was fabricated. <italic>In vitro</italic> targeting experiments demonstrated the controlled movement of FSC nanorobot collectives under a magnetic field, allowing directed enrichment in the target area. This approach facilitated SDT, resulting in the effective eradication of tumor cells under low-intensity US irradiation. However, this study has certain limitations, including the need for further verification of <italic>in vivo</italic> biosafety and the enrichment rates and efficacy of tumor targeting. This study successfully engineered magnetically actuated targeting multifunctional composite nanorobots, achieving increased sonodynamic effects. This strategy provides a new approach for establishing safe and effective targeted therapies for ovarian cancer.</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/Supplementary material.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>YZ: Data curation, Formal Analysis, Investigation, Validation, Writing&#x2013;original draft. ZC: Data curation, Formal Analysis, Investigation, Validation, Writing&#x2013;original draft. LJ: Resources, Supervision, Writing&#x2013;review and editing. YC: Writing&#x2013;review and editing. XC: Writing&#x2013;review and editing. JW: Resources, Writing&#x2013;review and editing, Formal Analysis, Funding acquisition, Supervision. XX: Supervision, Data curation, Funding acquisition, Methodology, Project administration, Validation, Writing&#x2013;original draft. LW: Data curation, Funding acquisition, Project administration, Supervision, Conceptualization, Formal Analysis, Investigation, Writing&#x2013;review and editing. TY: Conceptualization, Funding acquisition, Project administration, Supervision, Writing&#x2013;review and editing, Resources.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was financially supported by the National Natural Science Foundation of China (NO. 82272018, 82202186, 82302215), the Fostering Project of Shanghai Health Municipal Commission for Excellent Young Medical Scholars (2022YQ063). The Shanghai Rising-Star Program (23QC1400200), and Projects of Shanghai Municipal Science and Technology (23ZR1448500).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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