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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">J. Pharm. Pharm. Sci.</journal-id>
<journal-title-group>
<journal-title>Journal of Pharmacy &#x26; Pharmaceutical Sciences</journal-title>
<abbrev-journal-title abbrev-type="pubmed">J. Pharm. Pharm. Sci.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1482-1826</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">15403</article-id>
<article-id pub-id-type="doi">10.3389/jpps.2025.15403</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Review</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Targeted therapy and biomarker-guided applications of ecofriendly silver nanoparticles in precision oncology</article-title>
<alt-title alt-title-type="left-running-head">Hamzah</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/jpps.2025.15403">10.3389/jpps.2025.15403</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Hamzah</surname>
<given-names>Haider</given-names>
</name>
<xref ref-type="aff" rid="aff1"/>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/767805"/>
</contrib>
</contrib-group>
<aff id="aff1">
<institution>Department of Biology, University of Sulaimani</institution>, <city>Sulaymaniyah</city>, <state>Kurdistan</state>, <country country="IQ">Iraq</country>
</aff>
<author-notes>
<corresp id="c001">
<label>&#x2a;</label>Correspondence: Haider Hamzah, <email xlink:href="mailto:haider.hamzah@univsul.edu.iq">haider.hamzah@univsul.edu.iq</email>
</corresp>
<fn fn-type="other" id="fn001">
<label>&#x2020;</label>
<p>ORCID: Haider Hamzah, <ext-link ext-link-type="uri" xlink:href="http://orcid.org/0000-0003-4297-3647">orcid.org/0000-0003-4297-3647</ext-link>
</p>
</fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-01-13">
<day>13</day>
<month>01</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>28</volume>
<elocation-id>15403</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>08</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>16</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>12</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Hamzah.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Hamzah</copyright-holder>
<license>
<ali:license_ref start_date="2026-01-13">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<p>Eco-friendly silver nanoparticles (eco-AgNPs) represent a promising convergence of green nanotechnology and precision medicine for cancer treatment. This minireview examines the therapeutic potential of silver nanoparticles (AgNPs) synthesized through eco-friendly methods using plant extracts and microorganisms. These eco-friendly AgNPs demonstrate enhanced biocompatibility and selective cytotoxicity against malignant cells. These nanoparticles target cancer through multiple mechanisms including reactive oxygen species generation, apoptosis induction, and cell cycle disruption. Selectivity is achieved through surface functionalization with targeting moieties such as antibodies and aptamers that recognize overexpressed tumor receptors. The integration of biomarker-guided design enables tumor-specific delivery by exploiting unique metabolic signatures and cellular markers characteristic of different cancer types. Furthermore, AgNP-based theranostic platforms offer simultaneous diagnostic imaging and therapeutic intervention, providing real-time assessment of treatment response and enabling personalized dosing strategies. However, clinical translation faces significant challenges including potential long-term toxicity, standardization of synthesis protocols, and regulatory approval pathways. Successful clinical implementation will require interdisciplinary collaboration to optimize nanoparticle design, establish safety profiles, and develop combination therapies that maximize therapeutic benefits while minimizing side effects. Eco-AgNPs thus offer a transformative approach to cancer treatment that combines environmental sustainability with precision targeting capabilities.</p>
</abstract>
<kwd-group>
<kwd>cancer therapy</kwd>
<kwd>precision oncology</kwd>
<kwd>silver nanoparticles</kwd>
<kwd>targeted drug delivery</kwd>
<kwd>theranostics</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was not received for this work and/or its publication.</funding-statement>
</funding-group>
<counts>
<fig-count count="2"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="91"/>
<page-count count="11"/>
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</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Precision oncology has transformed cancer treatment from generalized approaches to personalized strategies guided by tumor genetics and molecular biomarkers [<xref ref-type="bibr" rid="B1">1</xref>]. This paradigm maximizes therapeutic efficacy while minimizing adverse effects through targeted interventions. Nanotechnology has further advanced precision oncology by enabling novel drug delivery systems with enhanced bioavailability and tumor-specific targeting [<xref ref-type="bibr" rid="B2">2</xref>]. Among nanomaterials, eco-friendly silver nanoparticles (eco-AgNPs) are particularly promising, owing to their unique physicochemical properties and inherent antiproliferative activity [<xref ref-type="bibr" rid="B3">3</xref>&#x2013;<xref ref-type="bibr" rid="B6">6</xref>]. While chemically synthesized AgNPs offer precise control over size and morphology, their reliance on toxic reducing agents (e.g., sodium borohydride) raises concerns about residual toxicity and environmental impact [<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>]. In contrast, eco-AgNPs employ natural capping agents from plant or microbial extracts, such as <italic>Fusarium oxysporum</italic> [<xref ref-type="bibr" rid="B9">9</xref>] and <italic>Aeromonas caviae</italic> [<xref ref-type="bibr" rid="B10">10</xref>], enhancing biocompatibility and reducing off-target effects. This green synthesis approach aligns with sustainable chemistry principles, albeit with greater batch-to-batch variability [<xref ref-type="bibr" rid="B11">11</xref>]. This green synthesis approach aligns with sustainable chemistry principles while providing a versatile platform for cancer theranostics that balances efficacy with reduced toxicity.</p>
<p>Eco-AgNPs demonstrate multifaceted anticancer mechanisms distinct from conventional chemotherapeutics. Through sustained Ag<sup>&#x2b;</sup> ion release, mitochondrial disruption, DNA/protein interactions, and ROS generation, they induce selective apoptosis in cancer cells [<xref ref-type="bibr" rid="B12">12</xref>]. This multimodal action may overcome drug resistance associated with single-target therapies. Their biogenic capping (e.g., peptides, polysaccharides) not only improves stability and biocompatibility [<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>] but also enables functionalization with targeting ligands (antibodies, aptamers) for biomarker-specific delivery [<xref ref-type="bibr" rid="B15">15</xref>]. While protein corona formation in biological fluids presents challenges, it also offers opportunities to engineer cellular interactions for enhanced therapeutic outcomes [<xref ref-type="bibr" rid="B16">16</xref>].</p>
<p>This mini-review critically evaluates eco-AgNPs as precision oncology tools, examining their anticancer mechanisms, targeted functionalization strategies, and biomarker-driven applications. We discuss key challenges in therapeutic translation, emphasizing their potential to address tumor heterogeneity while minimizing systemic toxicity. By connecting mechanistic understanding with clinical realities, this analysis highlights eco-AgNPs&#x2019; emerging role in personalized cancer therapy.</p>
</sec>
<sec id="s2">
<title>Mechanisms of action of eco-AgNPs in cancer therapy</title>
<p>Eco-friendly silver nanoparticles (eco-AgNPs) exert their anticancer effects through a multifactorial approach, engaging multiple cellular pathways simultaneously. This multi-pronged attack represents a key advantage, as cells with deficient DNA repair mechanisms show increased sensitivity to AgNPs compared to cells with intact repair systems [<xref ref-type="bibr" rid="B17">17</xref>]. Nanomaterial, such as eco-AgNPs, enter cancer cells primarily through endocytosis, bypassing drug efflux pumps responsible for multidrug resistance [<xref ref-type="bibr" rid="B18">18</xref>]. Their passive accumulation in solid tumors is facilitated by the enhanced permeability and retention (EPR) effect, a foundational principle of nanomedicine that provides an initial layer of tumor specificity. Once internalized, eco-AgNPs are trafficked to acidic organelles like lysosomes, where the low pH environment promotes their dissolution and the sustained release of highly reactive silver ions (Ag<sup>&#x2b;</sup>) [<xref ref-type="bibr" rid="B19">19</xref>]. These ions, along with the nanoparticles themselves, then initiate a cascade of cytotoxic events.</p>
<p>The primary mechanism of eco-AgNPs across different cancer types involves the robust generation of reactive oxygen species (ROS), including superoxide anions and hydroxyl radicals, leading to oxidative damage of lipids, proteins, and DNA [<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B20">20</xref>]. Notably, eco-AgNPs demonstrate potent cytotoxic efficacy, with reported IC<sub>50</sub> values as low as 5.44&#xa0;&#x3bc;g/mL against MCF-7 breast cancer cells [<xref ref-type="bibr" rid="B21">21</xref>]. This inherent anticancer activity is significant, as it can be achieved without conjugation to conventional chemotherapeutics. For context, some chemically synthesized AgNP-drug delivery systems, such as those conjugated with 5-fluorouracil (5FU), have reported higher IC<sub>50</sub> values (e.g., 23.006&#xa0;&#x3bc;g/mL in the same cell line), which underscores the powerful standalone potential of certain ecofriendly nanoparticle formulations [<xref ref-type="bibr" rid="B22">22</xref>]. This counter-intuitive finding suggests that covalent conjugation of chemotherapeutics might occasionally alter the nanoparticle&#x2019;s physicochemical surface properties-specifically the bio-corona-potentially hindering cellular uptake or modifying the release kinetics of silver ions compared to the pristine, biologically capped eco-AgNP. This therapeutic efficacy of eco-AgNPs is attributed to their naturally derived bio-corona, which not only enhances biocompatibility and reduces off-target toxicity but also facilitates more efficient cellular internalization and sustained intracellular silver ion (Ag<sup>&#x2b;</sup>) release. The resulting enhanced ROS generation is particularly relevant to precision oncology, as cancer cells often have compromised antioxidant systems and lower total antioxidant capacity [<xref ref-type="bibr" rid="B23">23</xref>], making them selectively more susceptible to ROS-inducing agents compared to healthy cells [<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B24">24</xref>]. This vulnerability arises because cancer cells typically operate under higher basal oxidative stress due to accelerated metabolism (the Warburg effect), leaving them with a depleted antioxidant reserve compared to normal tissues. A key consequence of this oxidative stress is the specific targeting of mitochondria. Eco-AgNPs disrupt the mitochondrial membrane potential and uncouple the electron transport chain, triggering the release of pro-apoptotic factors such as cytochrome c into the cytoplasm [<xref ref-type="bibr" rid="B12">12</xref>]. This subsequently activates initiator and executioner caspases (e.g., caspase-3, -7, -8, -9), initiating the intrinsic apoptotic pathway and leading to programmed cell death [<xref ref-type="bibr" rid="B25">25</xref>]. Concurrently, eco-AgNPs induce significant genotoxicity by causing DNA double-strand breaks and interfering with replication and repair mechanisms. This activates cell cycle checkpoints and leads to robust G0/G1 or G2/M arrest, thereby halting cancer cell proliferation [<xref ref-type="bibr" rid="B21">21</xref>].</p>
<p>Beyond these ROS-mediated effects, eco-AgNPs exert their anticancer effects through multiple synergistic mechanisms. Their interactions with critical signaling proteins enable modulation of apoptotic pathways, including upregulation of p53 and Bax alongside downregulation of Bcl-2 [<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>]. Furthermore, they inhibit tumor proliferation by disrupting cell cycle progression and interfering with MAPK signaling [<xref ref-type="bibr" rid="B2">2</xref>]. Importantly, eco-AgNPs also target tumor vascularization by suppressing VEGF and FGF expression while impairing HIF and PI3K/Akt pathways [<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B28">28</xref>]. This multifaceted action against apoptosis, proliferation, and angiogenesis underscores their potential as precision oncology therapeutics. The multifactorial anticancer mechanisms of eco-AgNPs are summarized in <xref ref-type="fig" rid="F1">Figure 1</xref>. These nanoparticles induce cancer cell death through both direct cytotoxic effects, such as ROS generation, mitochondrial dysfunction, including mitochondrial membrane potential (MMP) loss and electron transport chain (ETC) disruption, and DNA double-strand breaks (DSBs), and regulatory effects, including caspase activation, p53/Bax upregulation, Bcl-2 downregulation, and VEGF pathway suppression. Their selective toxicity toward cancer cells is attributed to the lower antioxidant capacity (AOC) of malignant cells and the enhanced permeability and retention effect (EPR) effect.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Multimodal anticancer mechanisms of ecofriendly silver nanoparticles (eco-AgNPs). Note: The question mark (?) in the figure indicates other unknown mechanisms that may be revealed by future studies owing to the multi-targeted actions of eco-AgNPs. Abbreviations: AOC, Antioxidant Capacity; DSB, DNA Double-Strand Breaks; EPR, Enhanced Permeability and Retention; ETC, Electron Transport Chain; MMP, Mitochondrial Membrane Potential; ROS, Reactive Oxygen Species. &#x2191;, upregulation/enhancement; &#x2193;, inhibition/downregulation (Created by the author and adapted from [<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B27">27</xref>]).</p>
</caption>
<graphic xlink:href="jpps-28-15403-g001.tif">
<alt-text content-type="machine-generated">Diagram illustrating the effects of Eco-AgNPs and endocytosis on cancer cells. Central circle labeled &#x22;Eco-AgNPs Endocytosis &#x2191; (EPR)&#x22; connects to six boxes: 1) &#x22;Tum. targ. &#x26; resist. bypass&#x22; with points on passive targeting and endocytosis. 2) &#x22;Mitoch. dysf. &#x2192; Apoptosis&#x22; detailing disruptions leading to apoptosis. 3) &#x22;ROS &#x2191; &#x26; oxidative stress&#x22; noting damage to biomolecules. 4) &#x22;Prolif. signal inhibition&#x22; emphasizing MAPK pathway inhibition. 5) &#x22;DNA damage &#x2192; Cycle arrest&#x22; discussing DSBs and checkpoint activation. 6) &#x22;Anti-Angiogenesis&#x22; focusing on VEGF and FGF reduction. A seventh box with a question mark is at the bottom.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3">
<title>Targeted nanotherapeutics: functionalization strategies</title>
<p>The transition from passive to active targeting represents a paradigm shift in nanomedicine, enabling precise delivery of therapeutic agents to specific cellular targets while minimizing off-target effects. For eco-AgNPs in precision oncology, surface functionalization strategies have emerged as a critical approach to enhance therapeutic specificity and overcome the limitations of conventional passive targeting mechanisms [<xref ref-type="bibr" rid="B29">29</xref>]. The inherent advantage of eco-AgNPs lies in their naturally occurring bio-corona, which provides multiple functional groups and binding sites that can be exploited for targeted modification without compromising nanoparticle stability or biocompatibility [<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B30">30</xref>]. While passive targeting through the EPR effect provides initial tumor accumulation, active targeting strategies offer superior precision by exploiting the molecular signatures of cancer cells [<xref ref-type="bibr" rid="B31">31</xref>]. Passive targeting relies on the anatomical and physiological differences between tumor and normal tissues, including enhanced vascular permeability, defective lymphatic drainage, and prolonged retention times [<xref ref-type="bibr" rid="B32">32</xref>]. However, the heterogeneous nature of tumor vasculature and the variability in EPR effects across different cancer types limit the clinical efficacy of passive targeting alone [<xref ref-type="bibr" rid="B33">33</xref>]. Active targeting addresses these limitations by incorporating specific ligands that recognize and bind to biomarkers overexpressed on cancer cell surfaces, thereby facilitating receptor-mediated endocytosis and enhancing intracellular drug delivery [<xref ref-type="bibr" rid="B34">34</xref>].</p>
<p>The selection of appropriate targeting ligands is crucial for achieving selective cancer cell recognition and uptake. Antibodies represent the most extensively studied targeting ligands, offering high specificity and affinity for their cognate antigens [<xref ref-type="bibr" rid="B35">35</xref>]. Although chemical synthesis allows easier surface modification due to predictable ligand conjugation (e.g., via thiol chemistry), eco-AgNPs&#x2019; inherent biomolecular corona (e.g., proteins, polysaccharides) can serve as a natural platform for functionalization, reducing the need for additional coating steps and potentially improving <italic>in vivo</italic> stability [<xref ref-type="bibr" rid="B11">11</xref>]. Monoclonal antibodies targeting overexpressed receptors such as human epidermal growth factor receptor 2 (HER2) in breast cancer [<xref ref-type="bibr" rid="B36">36</xref>], epidermal growth factor receptor (EGFR) in lung and oral cancers [<xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B38">38</xref>] and CD20 in lymphomas [<xref ref-type="bibr" rid="B39">39</xref>] have been successfully conjugated to both chemically synthesized and eco-AgNPs, demonstrating enhanced therapeutic efficacy and reduced systemic toxicity [<xref ref-type="bibr" rid="B2">2</xref>]. However, the large molecular size of antibodies may limit tissue penetration and increase immunogenicity, necessitating the development of smaller alternatives [<xref ref-type="bibr" rid="B40">40</xref>]. On the other hand, peptide-based targeting ligands offer several advantages over antibodies, including smaller size, lower immunogenicity, enhanced tissue penetration, and cost-effective synthesis [<xref ref-type="bibr" rid="B41">41</xref>]. Furthermore, tumor-homing peptides such as RGD (Arg-Gly-Asp) sequences that target &#x3b1;v&#x3b2;3 integrins, and tumor-penetrating peptides like iRGD (internalizing RGD) that facilitate deep tissue penetration, have been successfully employed to functionalize AgNPs for targeted cancer therapy [<xref ref-type="bibr" rid="B42">42</xref>&#x2013;<xref ref-type="bibr" rid="B44">44</xref>]. These peptides can be synthesized with specific amino acid sequences that confer selectivity for particular cancer types or stages, enabling personalized therapeutic approaches [<xref ref-type="bibr" rid="B45">45</xref>]. Interestingly, aptamers, short single-stranded DNA or RNA molecules that bind to specific target proteins with high affinity, represent another promising class of targeting ligands. Their unique advantages include small size (typically 8&#x2013;15&#xa0;kDa), chemical stability, lack of immunogenicity, and the ability to be chemically modified for enhanced functionality [<xref ref-type="bibr" rid="B46">46</xref>]. Aptamers targeting cancer-associated proteins such as nucleolin, mucin 1, and prostate-specific membrane antigen have been conjugated to various types of nanoparticles, demonstrating selective cancer cell binding and internalization [<xref ref-type="bibr" rid="B47">47</xref>], suggesting potential applications for eco-AgNP conjugation.</p>
<p>The effective bioconjugation of targeting moieties to eco-AgNPs demands sophisticated surface modification approaches that simultaneously maintain nanoparticle structural integrity and preserve the biological activity of conjugated ligands. Covalent conjugation strategies, including carbodiimide chemistry, maleimide-thiol coupling, and click chemistry, provide stable linkages between targeting ligands and nanoparticle surfaces [<xref ref-type="bibr" rid="B48">48</xref>]. The choice of conjugation method depends on the available functional groups on both the nanoparticle surface and the targeting ligand [<xref ref-type="bibr" rid="B15">15</xref>]. Eco-AgNPs possess an inherent bio-corona enriched with multiple functional groups, notably amine, carboxyl, and hydroxyl moieties, which provide accessible conjugation sites for ligand immobilization [<xref ref-type="bibr" rid="B30">30</xref>]. Spacer molecules and linkers play a crucial role in maintaining the biological activity of conjugated ligands by preventing steric hindrance and providing optimal orientation for target recognition [<xref ref-type="bibr" rid="B49">49</xref>]. Polyethylene glycol (PEG) linkers are commonly employed to enhance the flexibility and accessibility of targeting ligands while also providing stealth properties that reduce protein adsorption and extend circulation time [<xref ref-type="bibr" rid="B50">50</xref>]. The length and composition of these linkers can be optimized to achieve the desired balance between targeting efficiency and nanoparticle stability [<xref ref-type="bibr" rid="B51">51</xref>]. Advanced functionalization strategies incorporate stimuli-responsive elements that enable controlled drug release in response to specific tumor microenvironmental conditions. pH-responsive systems exploit the acidic environment of tumor tissues (pH 6.5&#x2013;7.0) and endosomal compartments (pH 5.0&#x2013;6.0) to trigger targeted drug release [<xref ref-type="bibr" rid="B52">52</xref>, <xref ref-type="bibr" rid="B53">53</xref>]. pH-sensitive linkages, such as hydrazone bonds and acid-labile acetals, can be incorporated into the targeting ligand conjugation to achieve selective drug release at the tumor site [<xref ref-type="bibr" rid="B54">54</xref>]. Furthermore, enzyme-responsive targeting systems utilize the overexpression of specific enzymes in tumor tissues, such as matrix metalloproteinases (MMPs) and cathepsins, to trigger drug release [<xref ref-type="bibr" rid="B55">55</xref>]. Peptide substrates that are specifically cleaved by these enzymes can be incorporated as linkers between targeting ligands and drug payloads, enabling precise spatial and temporal control of therapeutic agent release [<xref ref-type="bibr" rid="B56">56</xref>].</p>
<p>Despite the promising potential of targeted eco-AgNP therapeutics, several challenges must be addressed to optimize their clinical translation, including tumor heterogeneity, optimization of ligand density, and quality control of functionalized nanoparticles [<xref ref-type="bibr" rid="B57">57</xref>&#x2013;<xref ref-type="bibr" rid="B59">59</xref>]. Multi-ligand functionalization approaches and advanced characterization techniques are essential for overcoming these limitations and ensuring therapeutic efficacy. The development of targeted AgNP therapeutics represents a convergence of nanotechnology, molecular biology, and precision medicine, offering unprecedented opportunities for personalized cancer therapy that will undoubtedly play an increasingly important role in next-generation precision oncology therapeutics.</p>
</sec>
<sec id="s4">
<title>Biomarker-driven applications in precision oncology</title>
<p>In precision oncology, biomarkers function as quantifiable biological indicators that inform cancer diagnosis, prognosis, and treatment selection, facilitating the implementation of personalized therapeutic strategies [<xref ref-type="bibr" rid="B60">60</xref>]. Eco-AgNPs, with their highly tunable surface properties, are uniquely positioned to be engineered to utilize these biomarkers, transforming them from general cytotoxic agents into highly selective, targeted delivery platforms [<xref ref-type="bibr" rid="B61">61</xref>, <xref ref-type="bibr" rid="B62">62</xref>]. Strategic functionalization enables eco-AgNPs to bind specifically to receptors or proteins overexpressed on cancer cell surfaces while exhibiting minimal affinity for healthy cells. This selective targeting forms the cornerstone of biomarker-driven precision oncology. One predominant approach in biomarker-guided therapy involves targeting overexpressed growth factor receptors on cancer cell surfaces. Receptors such as the epidermal growth factor receptor (EGFR) and human epidermal growth factor receptor 2 (HER2) are well-established drivers in lung, breast, and gastric cancers [<xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B64">64</xref>]. In preclinical <italic>in vitro</italic> studies, nanoparticles have been successfully functionalized with ligands like antibodies and affibodies to achieve active tumor targeting. Specifically, EGF-labeled liposomes have been used to direct eco-AgNPs to EGFR-overexpressing cells [<xref ref-type="bibr" rid="B63">63</xref>], while various nanotherapeutics have been conjugated with antibodies like Trastuzumab to target HER2-positive breast cancers [<xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B64">64</xref>]. To illustrate these applications, <xref ref-type="table" rid="T1">Table 1</xref> summarizes key biomarkers and their associated targeting strategies; while many of these foundational approaches were established using various nanoparticle systems, they provide a validated blueprint for engineering the next-generation of eco-AgNP-based therapeutics. Among the most extensively studied biomarkers are the growth factor receptors EGFR and HER2, which are frequently overexpressed across aggressive cancers, including pancreatic, breast, and lung malignancies. Eco-AgNPs functionalized with anti-EGFR antibodies or HER2-targeting affibodies have demonstrated promising therapeutic effects in preclinical studies [<xref ref-type="bibr" rid="B66">66</xref>]. In addition to these broadly relevant receptors, pancreatic adenocarcinoma (PDAC) presents unique targeting opportunities through several overexpressed biomarkers. Mesothelin, a membrane protein crucial for cell survival, migration, and invasion, has become a focus for both diagnostic imaging and therapeutic intervention, with nanoparticle imaging probes and mesothelin antibody-conjugated liposomes under active development [<xref ref-type="bibr" rid="B65">65</xref>]. The urokinase plasminogen activator receptor (uPAR) represents another attractive target, as it is highly expressed in both pancreatic cancer cells and their surrounding stromal cells, making it particularly valuable for improving intratumoral drug delivery and ensuring therapeutic agents reach difficult-to-penetrate tumor regions [<xref ref-type="bibr" rid="B69">69</xref>]. The urokinase plasminogen activator receptor (uPAR) is another compelling biomarker, as it is highly expressed in both pancreatic cancer cells and their surrounding stromal cells. Targeting uPAR is particularly valuable for improving the delivery of therapeutic agents into dense, hard-to-penetrate tumors. A recent preclinical study demonstrated that an antibody-drug conjugate (ADC) targeting uPAR successfully suppressed tumor growth in pancreatic cancer models [<xref ref-type="bibr" rid="B69">69</xref>]. While this study employed an ADC rather than a nanoparticle system, the validation of this target provides a compelling blueprint for future eco-AgNP conjugation strategies. [<xref ref-type="bibr" rid="B69">69</xref>]. While this study did not use nanoparticles, it confirms uPAR as a high-potential target for future AgNP-based delivery strategies. Additional emerging biomarkers in pancreatic cancer include Plectin-1, Mucin-1, and ZIP4, which are being explored for targeted imaging and therapeutic interventions, reflecting the growing sophistication of eco-AgNP applications in highly specific cancer types [<xref ref-type="bibr" rid="B70">70</xref>]. Moreover, beyond traditional tumor markers, CD44 has gained attention as a common cancer stem cell marker that can be effectively targeted by AgNPs [<xref ref-type="bibr" rid="B68">68</xref>]. This targeting strategy impacts the expression of genes related to cancer stem cells and potentially offers a pathway to overcome drug resistance [<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B71">71</xref>]. The ability to target cancer stem cells represents a particularly promising avenue, as these cells are often responsible for treatment resistance and tumor recurrence [<xref ref-type="bibr" rid="B72">72</xref>].</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Key cancer biomarkers and their targeted applications with nanoparticles/eco-AgNPs in precision oncology.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Biomarker</th>
<th align="left">Cancer type</th>
<th align="left">Role in pathogenesis</th>
<th align="left">NPs/AgNP<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref> targeting strategy</th>
<th align="left">Application type</th>
<th align="left">Preclinical efficacy/outcome</th>
<th align="left">References</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Mesothelin</td>
<td align="left">Pancreatic, ovarian, mesothelioma</td>
<td align="left">Cell survival, migration, invasion, progression</td>
<td align="left">Antibody conjugation (e.g., mesothelin-targeted liposomes)</td>
<td align="left">Targeted therapy, diagnostic imaging, theranostics</td>
<td align="left">Simultaneous detection &#x26; therapy; improved drug delivery</td>
<td align="left">[<xref ref-type="bibr" rid="B65">65</xref>]</td>
</tr>
<tr>
<td align="left">EGFR</td>
<td align="left">Pancreatic, lung, breast</td>
<td align="left">Cell growth, proliferation, drug resistance</td>
<td align="left">Antibody conjugation (e.g., Anti-EGFR)</td>
<td align="left">Targeted therapy</td>
<td align="left">Inhibited growth, apoptosis, increased radiation sensitivity</td>
<td align="left">[<xref ref-type="bibr" rid="B37">37</xref>]</td>
</tr>
<tr>
<td align="left">HER2</td>
<td align="left">Breast, gastric</td>
<td align="left">Cell growth, proliferation, drug resistance</td>
<td align="left">Affibody conjugation (e.g., HER2-affibody)</td>
<td align="left">Targeted therapy</td>
<td align="left">High binding, cytotoxicity, tumor growth inhibition</td>
<td align="left">[<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B66">66</xref>]</td>
</tr>
<tr>
<td align="left">Lactate<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
</td>
<td align="left">Various solid tumors</td>
<td align="left">Altered glucose metabolism, energy production</td>
<td align="left">Glucose-functionalized AgNPs (G-AgNPs)</td>
<td align="left">Targeted therapy, drug delivery</td>
<td align="left">Enhanced cytotoxicity, DNA damage</td>
<td align="left">[<xref ref-type="bibr" rid="B67">67</xref>]</td>
</tr>
<tr>
<td align="left">CD44</td>
<td align="left">Lung, cancer stem cells</td>
<td align="left">Stem cell marker, adhesion, migration</td>
<td align="left">Ligand-mediated targeting (e.g., anti-CD44)</td>
<td align="left">Targeted therapy</td>
<td align="center">Mitochondrial damage, apoptosis, and autophagy</td>
<td align="left">[<xref ref-type="bibr" rid="B68">68</xref>]</td>
</tr>
<tr>
<td align="left">Plectin-1</td>
<td align="left">Pancreatic ductal adenocarcinoma</td>
<td align="left">PDAC-specific overexpression</td>
<td align="left">Nanoparticle imaging probes</td>
<td align="left">Diagnostic imaging, targeted therapy</td>
<td align="left">Potential for early diagnosis and intervention</td>
<td align="left">[<xref ref-type="bibr" rid="B65">65</xref>]</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn1">
<label>
<sup>a</sup>
</label>
<p>The references found in this table deal with numerous nanoparticles, some of which are eco-AgNPs.</p>
</fn>
<fn id="Tfn2">
<label>
<sup>b</sup>
</label>
<p>Warburg effect.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Beyond surface proteins, metabolic biomarkers also offer compelling avenues for targeted intervention. The &#x201c;Warburg effect,&#x201d; characterized by elevated glucose metabolism and lactate production in cancer cells, can be exploited for targeted delivery using glucose-functionalized AgNPs [<xref ref-type="bibr" rid="B67">67</xref>]. This targeting strategy exploits the overexpression of specific receptors on cancer cell surfaces, such as folate receptors, through functionalization with targeting ligands including antibodies, peptides, and aptamers. This approach enables selective binding and preferential accumulation of AgNPs in tumor cells that overexpress these target receptors, while minimizing uptake in healthy cells with lower receptor expression levels [<xref ref-type="bibr" rid="B66">66</xref>]. Building upon these targeting strategies, theranostics represents a powerful extension that integrates diagnostic imaging with therapeutic delivery within a single nanoparticle platform. This approach enables real-time, non-invasive monitoring of drug delivery, biodistribution, and treatment response, representing a significant advancement over traditional oncology where treatment efficacy is assessed retrospectively [<xref ref-type="bibr" rid="B73">73</xref>]. Eco-AgNPs can serve as contrast agents for enhanced tumor imaging, guiding surgeons for more accurate tumor removal or improving contrast in modalities like MRI [<xref ref-type="bibr" rid="B2">2</xref>]. Specific applications include mesothelin antibody-conjugated liposomes loaded with iron oxides and doxorubicin for simultaneous detection and therapy of pancreatic cancer [<xref ref-type="bibr" rid="B65">65</xref>]. The advantages of eco-AgNPs for theranostics include their biocompatibility, stability, and ability to facilitate proteogenomic imaging for tracking cellular activity [<xref ref-type="bibr" rid="B74">74</xref>]. This integrated approach provides real-time insights into drug delivery and therapeutic effects, facilitating dynamic treatment adjustments and ultimately leading to improved patient outcomes with reduced side effects [<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B75">75</xref>].</p>
<p>Ultimately, the detection of high levels of specific biomarkers in a patient&#x2019;s tumor is crucial for biomarker-guided patient stratification, allowing clinicians to select the most appropriate targeted therapy and move towards truly personalized medicine. This approach promises to improve treatment efficacy and reduce adverse effects by ensuring therapies are delivered to patients most likely to benefit. However, it is important to acknowledge that some biomarkers may not be entirely cancer-specific, and tumor heterogeneity remains a persistent challenge. This complexity means that targeting a single biomarker might not always be sufficient for complete tumor eradication, potentially necessitating multi-biomarker targeting or combination therapies to overcome the adaptive nature of cancer [<xref ref-type="bibr" rid="B76">76</xref>]. While the strategies mentioned above have been validated, the principles demonstrated in other advanced nanomedicine systems highlight promising future directions for eco-AgNP-based therapies. For instance, the acidic tumor microenvironment could be exploited by developing pH-responsive AgNPs designed for acid-triggered release, a mechanism that has been successfully demonstrated <italic>in vitro</italic> and <italic>in vivo</italic> for other nanocarriers [<xref ref-type="bibr" rid="B53">53</xref>]. Similarly, in cancers with genetic vulnerabilities like BRCA1/2 mutations, combining AgNPs with PARP inhibitors could create a synthetic lethality approach, a strategy that is being explored with other nanoparticle systems [<xref ref-type="bibr" rid="B77">77</xref>]. Furthermore, the theranostic potential of AgNPs could be expanded by developing platforms with integrated imaging probes for real-time monitoring of therapy, an approach that has shown success for HER2-positive cancers using different types of nanoparticles [<xref ref-type="bibr" rid="B78">78</xref>]. Validating these advanced strategies specifically for AgNPs is a critical next step to broaden their application in precision oncology.</p>
</sec>
<sec id="s5">
<title>Current challenges and future perspectives</title>
<p>Despite the remarkable preclinical promise and versatility of eco-AgNPs in cancer therapy, their widespread clinical translation faces substantial and multifaceted challenges. There is a clear paradox between the high efficacy observed in laboratory settings and the numerous practical, engineering, and regulatory hurdles that impede their journey from bench to bedside. The complex pathway from laboratory discovery to clinical implementation, along with corresponding challenges and proposed solutions, is illustrated in <xref ref-type="fig" rid="F2">Figure 2</xref>. Overcoming these barriers is as crucial as continuing to discover new therapeutic effects. A primary concern revolves around the potential for off-target toxicity and the long-term accumulation of AgNPs in vital organs, such as the liver. While silver is not traditionally considered a cumulative poison, prolonged exposure can lead to undesired effects, necessitating rigorous and comprehensive toxicological studies, particularly <italic>in vivo</italic> assessments, to fully understand their safety profiles and ensure biocompatibility for human use [<xref ref-type="bibr" rid="B82">82</xref>]. Additionally, achieving large-scale, cost-effective, and consistent production of eco-AgNPs with uniform physicochemical properties remains a significant challenge for clinical application. Scalability remains a particular hurdle for eco-AgNPs, as microbial- or plant-based synthesis lacks the rapid, high-yield production of chemical methods [<xref ref-type="bibr" rid="B83">83</xref>]. However, advances in bioreactor optimization and standardized extraction protocols are narrowing this gap. The long-term stability of nanoparticles during storage, including issues like aggregation or oxidation, is often neglected but critical for maintaining their therapeutic efficacy [<xref ref-type="bibr" rid="B79">79</xref>].</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Current challenges and future perspectives in the clinical translation of eco-AgNPs for cancer therapy (Created by the author and adapted from [<xref ref-type="bibr" rid="B57">57</xref>, <xref ref-type="bibr" rid="B79">79</xref>&#x2013;<xref ref-type="bibr" rid="B81">81</xref>]).</p>
</caption>
<graphic xlink:href="jpps-28-15403-g002.tif">
<alt-text content-type="machine-generated">Flowchart outlining challenges and future solutions in four areas: Preclinical Research, Clinical Trials, Regulatory Approval, and Clinical Implementation. Each area lists current challenges, such as toxicity concerns and unpredictable patient responses, followed by solutions like green synthesis approaches, personalized medicine, and AI-driven diagnostics. Each column visually distinguishes its content with icons representing challenges and solutions.</alt-text>
</graphic>
</fig>
<p>The regulatory landscape for nanomedicines is complex and stringent, requiring extensive data on safety, efficacy, and manufacturing quality. Specific issues like endotoxin contamination, which can lead to early failure in clinical trials, also pose hurdles, as current quantification assays are often inadequate [<xref ref-type="bibr" rid="B57">57</xref>, <xref ref-type="bibr" rid="B79">79</xref>]. Furthermore, a complete understanding of the precise intracellular, paracellular, and transcellular pathways of nanodrugs across biological membranes is still lacking, which can hinder efficient cellular internalization into tumor cells. Achieving optimal and sustained, targeted drug release <italic>in vivo</italic> without premature leakage remains a significant problem. The dense tumor stroma, or desmoplasia, particularly prevalent in cancers like pancreatic adenocarcinoma, presents a formidable physical barrier that impedes drug penetration and distribution within the tumor [<xref ref-type="bibr" rid="B57">57</xref>, <xref ref-type="bibr" rid="B65">65</xref>].</p>
<p>Cancer&#x2019;s inherent genetic and functional heterogeneity within single tumors, coupled with cancer cells&#x2019; remarkable ability to develop resistance mechanisms, poses a continuous challenge even to novel AgNP-based therapies [<xref ref-type="bibr" rid="B75">75</xref>, <xref ref-type="bibr" rid="B80">80</xref>]. Additionally, predicting individual patient responses to nanomedicines remains difficult, and there is potential for unexpected allergic or adverse reactions in diverse patient populations, which complicates broad clinical application [<xref ref-type="bibr" rid="B57">57</xref>]. The complexity of these challenges necessitates a broad spectrum of specialized knowledge spanning chemistry, materials science, biology, engineering, medicine, and regulatory science. This underscores the critical need for robust, multi-disciplinary, and collaborative research ecosystems to accelerate the safe and effective clinical translation of eco-AgNPs.</p>
<p>To bridge the gap between bench and bedside, recent international efforts have focused on harmonizing standards for nanomedicines. The OECD&#x2019;s 2025 report on the safety testing of manufactured nanomaterials [<xref ref-type="bibr" rid="B84">84</xref>] and the new guidance on assessing accumulation potential [<xref ref-type="bibr" rid="B85">85</xref>] provide critical frameworks for addressing dosing regimens and toxicokinetics. These guidelines aim to harmonize safety assessments across sectors and are particularly relevant for mitigating the batch-to-batch variability often associated with green synthesis. Concurrently, ISO/TS 20660:2019 establishes rigorous benchmarks for characterizing AgNPs, detailing measurement methods for essential attributes such as primary particle size, zeta potential, and total silver content [<xref ref-type="bibr" rid="B86">86</xref>]. Adhering to these specifications is vital for ensuring the reproducibility of eco-AgNPs in oncological applications.</p>
<p>From a regulatory perspective, the FDA&#x2019;s guidance on drug products containing nanomaterials emphasizes a risk-based approach to characterization, focusing on critical quality attributes (CQAs) and the potential for altered biodistribution and long-term toxicity [<xref ref-type="bibr" rid="B87">87</xref>]. Similarly, the EMA&#x2019;s <italic>Regulatory Science Strategy to 2025</italic> [<xref ref-type="bibr" rid="B88">88</xref>] and <italic>Horizon Scanning Report</italic> [<xref ref-type="bibr" rid="B89">89</xref>] highlight the necessity of quality-by-design principles and the development of specific evaluation pathways for complex nanomedicines, including stimuli-responsive systems. These evolving regulatory frameworks outline a clearer roadmap for verifying the safety and quality of eco-AgNPs, thereby facilitating their transition from laboratory discovery to clinical trials.</p>
<p>Looking toward the future, continued efforts are imperative to develop safer, more efficient, and scalable synthesis methods, with a strong emphasis on green synthesis approaches to enhance biocompatibility and reduce environmental impact. Future research will focus on designing novel functionalization strategies that achieve even greater specificity, further reduce off-target toxicity, and enable sophisticated stimuli-responsive drug release, allowing for precise control over drug delivery at the tumor site [<xref ref-type="bibr" rid="B81">81</xref>]. Moving beyond simple synthesis, a novel Frontier lies in &#x27;corona engineering&#x27;-manipulating the biological feedstocks during green synthesis to selectively incorporate specific plant proteins or metabolites into the nanoparticle coating. This would effectively encode targeting or stimuli-responsive properties directly into the eco-AgNP&#x2019;s native surface during synthesis, reducing the need for complex post-synthesis chemical modifications. There is immense potential in exploring synergistic effects by combining eco-AgNPs with conventional treatments such as chemotherapy and radiotherapy, as well as emerging therapies including immunotherapy and gene therapy. AgNPs have been shown to intensify the effect of chemotherapeutic agents, and combination therapies targeting cancer stem cell genes represent a sophisticated avenue for overcoming drug resistance and enhancing overall therapeutic efficacy, particularly in challenging cancers like non-small cell lung cancer [<xref ref-type="bibr" rid="B90">90</xref>]. The continued development of eco-AgNP-based theranostic agents for real-time, non-invasive monitoring of drug delivery, biodistribution, and treatment response is crucial. Furthermore, expanding the use of high-throughput &#x27;omics&#x2019; technologies, including proteogenomics and metabolomics, is essential to unravel the complex molecular and metabolic changes induced by eco-AgNPs in cancer cells, including those currently unknown (as indicated by the question mark in <xref ref-type="fig" rid="F1">Figure 1</xref>). This deeper understanding is crucial for developing more robust, effective, and adaptive anticancer therapies that can circumvent resistance mechanisms [<xref ref-type="bibr" rid="B80">80</xref>].</p>
<p>Future strategies must focus on developing innovative approaches to actively modulate or overcome the physical and biological barriers posed by the tumor microenvironment, such as disrupting desmoplasia, to improve AgNP penetration and therapeutic efficacy [<xref ref-type="bibr" rid="B80">80</xref>]. The future of eco-AgNPs in oncology will involve their further integration into personalized medicine frameworks by leveraging advanced technologies to overcome key translational hurdles. For instance, AI-driven diagnostics can analyze complex patient data to predict treatment outcomes, directly addressing the challenges of tumor heterogeneity and unpredictable patient responses. Concurrently, &#x201c;organ-on-a-chip&#x201d; platforms using patient-derived cells can provide more accurate preclinical screening for both efficacy and toxicity, helping to resolve biocompatibility concerns before human trials. This signifies an evolution from viewing eco-AgNPs merely as a &#x201c;drug&#x201d; to conceptualizing them as sophisticated, multi-functional systems that can intelligently interact with the complex biological environment. The success of eco-AgNPs in oncology hinges not just on the silver itself, but on the entire engineered nanoplatform surrounding it, emphasizing design over mere discovery [<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B81">81</xref>, <xref ref-type="bibr" rid="B91">91</xref>].</p>
</sec>
<sec sec-type="discussion" id="s6">
<title>Discussion</title>
<p>Silver nanoparticles represent a transformative therapeutic platform in precision oncology, offering multi-modal anticancer mechanisms including reactive oxygen species generation, apoptosis induction, and cell cycle arrest. Eco-AgNPs present compelling advantages over chemically synthesized variants through ecofriendly synthesis, reduced systemic toxicity, and inherent biomolecular coronas that facilitate functionalization. Advanced targeting strategies enable selective tumor accumulation, while integration with biomarker-guided applications facilitates personalized treatment by exploiting cancer-specific molecular signatures. AgNP-based theranostics advance the field by combining diagnostic imaging with therapeutic delivery, enabling real-time treatment monitoring and adaptive therapy optimization. However, substantial challenges remain, including long-term toxicity concerns, clinical translation hurdles involving scalability and regulatory compliance, and tumor heterogeneity with associated physical barriers.</p>
<p>Future research priorities include optimizing green synthesis methods, developing novel functionalization strategies, and exploring combination therapies. Advanced omics technologies will provide crucial mechanistic insights for designing robust treatments. Successful clinical translation requires viewing eco-AgNPs as versatile engineered platforms demanding multidisciplinary collaboration. With continued innovation, eco-AgNPs hold tremendous potential to revolutionize cancer treatment and improve patient outcomes worldwide.</p>
</sec>
</body>
<back>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>HH conceived and wrote the manuscript as sole author.</p>
</sec>
<ack>
<title>Acknowledgements</title>
<p>I would like to thank the Journal of Pharmacy and Pharmaceutical Sciences for the invitation to contribute this work to the Special Issue &#x201c;Precision Oncology: From Biomarkers to Targeted Anticancer Therapies,&#x201d; hosted by Patr&#xed;cia M. A. Silva, Ana C. Henriques, and F&#xe1;bio Silva. I also wish to thank Hanaw Darwesh from Lox for Quality Control and Certificate Issuance, Hasan Mousa, and Sumayah Mousa for their assistance during the preparation of this article.</p>
</ack>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>The author(s) declared that this work 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="ai-statement" id="s10">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was used in the creation of this manuscript. During the preparation of this work, the author used Gemini Pro 2.5 in order to improve the language of the manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<fn-group>
<fn fn-type="custom" custom-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3032650/overview">Ana C. Henriques</ext-link>, Catholic University of Portugal, Portugal</p>
</fn>
</fn-group>
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