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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Bioeng. Biotechnol.</journal-id>
<journal-title>Frontiers in Bioengineering and Biotechnology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Bioeng. Biotechnol.</abbrev-journal-title>
<issn pub-type="epub">2296-4185</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="publisher-id">1646041</article-id>
<article-id pub-id-type="doi">10.3389/fbioe.2025.1646041</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Bioengineering and Biotechnology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>FieldNA: a 3D printed vertical microfluidic device for portable nucleic acid isolation from olive oil samples</article-title>
<alt-title alt-title-type="left-running-head">Penumarthy 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.2025.1646041">10.3389/fbioe.2025.1646041</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Penumarthy</surname>
<given-names>Vineet</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Dourou</surname>
<given-names>Athanasia-Maria</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Lampropoulou</surname>
<given-names>Evangelia</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Arhondakis</surname>
<given-names>Stilianos</given-names>
</name>
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<sup>2</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Prakash</surname>
<given-names>Ravi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of Electronics Engineering, Carleton University</institution>, <addr-line>Ottawa</addr-line>, <addr-line>ON</addr-line>, <country>Canada</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>BioCoS P.C.</institution>, <addr-line>Chania</addr-line>, <addr-line>Crete</addr-line>, <country>Greece</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/1401420/overview">Yi Zhao</ext-link>, The Ohio State University, United States</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/3004503/overview">Anna Anandita</ext-link>, Indian Institute of Technology Jammu, India</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3155282/overview">Alfredo Edoardo Ongaro</ext-link>, Onalabs Inno Hub, Spain</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Ravi Prakash, <email>RaviPrakash@cunet.carleton.ca</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>10</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1646041</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Penumarthy, Dourou, Lampropoulou, Arhondakis and Prakash.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Penumarthy, Dourou, Lampropoulou, Arhondakis and Prakash</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>Isolation and purification of nucleic acid is an essential step in molecular assays for several application areas including healthcare, food safety and security, environmental monitoring, forensic science, etc. Nucleic acid extraction is a critical bottleneck towards field deployable nucleic acid-based assays, limiting them to laboratory setups and bench-top configurations. In addition, this lack of portability leads to longer timelines for sample processing and time-to-results, and higher testing costs, limiting access to this highly sensitivity assay tool in many instances. Several efforts have explored the creation of portable nucleic acid extraction systems to complement recent innovations in reducing the footprint and overhead of the nucleic acid test assays; however, most solutions are dependent on supporting systems such as power supply, and peripheral laboratory equipment (centrifuges, incubators). In this work, we present a novel 3D printed and fully disposable device, FieldNA, which minimizes specialized reagents and laboratory equipment requirements for nucleic acid extraction. The device relies on gravity driven vertical flow, and a magnet assisted bead washing and solid-liquid separation phase. Its functionality is demonstrated through DNA extraction from olive oil samples, and its performance is compared to three widely used extraction methods: CTAB combined with phenol chloroform (PCl), and two commercial filter column-based DNA extraction kits. The optimized FieldNA device prototype repeatably produced nucleic acid yield and quality comparable to the above lab-based olive oil DNA extraction techniques. The 3D printed device&#x2019;s performance in isolating olive DNA from different batches of olive oil samples indicates its suitability for handling complex agricultural products, and the viable scalability for implementation in a wide spectrum of applications ranging from food to health sector.</p>
</abstract>
<kwd-group>
<kwd>portable DNA isolation</kwd>
<kwd>3D printed microfluidics</kwd>
<kwd>magnetic beads</kwd>
<kwd>extra virgin olive oil (EVOO)</kwd>
<kwd>real-time PCR</kwd>
<kwd>high resolution melt (HRM) analysis</kwd>
</kwd-group>
<contract-num rid="cn001">Discovery Grant</contract-num>
<contract-sponsor id="cn001">Natural Sciences and Engineering Research Council of Canada<named-content content-type="fundref-id">10.13039/501100000038</named-content>
</contract-sponsor>
<counts>
<page-count count="13"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Biosensors and Biomolecular Electronics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>1 Introduction</title>
<p>Extra virgin olive oil (EVOO) holds a significant place in the market due to its health benefits, attractive qualities, and limited production (<xref ref-type="bibr" rid="B11">D&#x2019;Adamo et al., 2019</xref>; <xref ref-type="bibr" rid="B16">Jimenez-Lopez et al., 2020</xref>; <xref ref-type="bibr" rid="B7">Chrysochou et al., 2022</xref>; <xref ref-type="bibr" rid="B20">Latino et al., 2022</xref>). As a premium product with high value, it has long been a primary target for fraud. Therefore, having a certification label of DNA verified, and access to technologies for assessing its varietal composition, is essential to combat food fraud, ensure consumer&#x2019;s correspondence between label and content, and trace the oil&#x2019;s journey from &#x201c;field to bottle.&#x201d; The European Commission has set regulations to establish and ensure quality standards for agricultural products and labelling restrictions for food items (<italic>Regulation (EU) 2024/1143</italic>). However, EVOO authentication and traceability has emerged as a critical requirement (<xref ref-type="bibr" rid="B8">Conte et al., 2020</xref>) to prevent intentional mislabeling or adulteration through the deliberate mixing of low-cost, edible vegetable oils (<xref ref-type="bibr" rid="B30">Sudhakar et al., 2023</xref>).</p>
<p>In recent years, DNA-based methods have provided improved accuracy and reliability over chemical authentication techniques, as they are unaffected by environmental conditions (<xref ref-type="bibr" rid="B26">Salah and Nofal, 2021</xref>; <xref ref-type="bibr" rid="B13">Hashempour-baltork et al., 2024</xref>; <xref ref-type="bibr" rid="B22">Mascio et al., 2024</xref>). Among the various genetic markers for identifying cultivars for the authentication of processed plant oils such as olive oil (OO), simple sequence repeats (SSRs) and single nucleotide polymorphisms (SNPs) have proven to be the most effective (<xref ref-type="bibr" rid="B3">Ben-Ayed et al., 2012</xref>; <xref ref-type="bibr" rid="B12">Gomes et al., 2018</xref>; <xref ref-type="bibr" rid="B6">Carvalho et al., 2021</xref>; <xref ref-type="bibr" rid="B33">Xiao et al., 2024</xref>). A key requirement for this method is obtaining sufficient high-quality DNA from olive oil for the downstream analysis. Several studies have explored different OO extraction protocols utilizing different organic solvents (e.g., n-hexane, octane, etc.) as their initial step, followed by DNA recovery and precipitation and lastly its purification. Some of these protocols utilize reagents such as &#x3b2;-mercaptoethanol, EDTA and/or SDS, CTAB (cetyltrimethylammonium bromide). However, despite the availability of various DNA-based approaches for the authentication and traceability of OOs, significant challenges remain in standardizing the DNA extraction process, and the subsequent amplification and genotyping stages.</p>
<p>Commercial DNA extraction platforms provide high-purity DNA yields but require skilled personnel, expensive lab-based equipment, and are unsuitable for field use, limiting the development of point-of-care testing (POCT) devices for DNA authenticity in the field. Spin-column methods (e.g., Qiagen-QIAamp) require around 60&#xa0;s per centrifugation step, but the total process takes 30&#x2013;60&#xa0;min per sample due to incubation and reagent handling, with sample volume requirements ranging from 200&#xa0;&#x3bc;L to 2&#xa0;mL (<xref ref-type="bibr" rid="B17">Kibar et al., 2024</xref>). Magnetic bead-based methods offer a faster, more cost-effective alternative while relying on similar solid-phase extraction principles (<xref ref-type="bibr" rid="B15">Huang et al., 2023</xref>; <xref ref-type="bibr" rid="B17">Kibar et al., 2024</xref>). More recently, microfluidic DNA extraction systems have emerged, offering miniaturized platforms that operate at &#xb5;L or nL scales with improved accuracy, shorter processing times, and reduced contamination risk (<xref ref-type="bibr" rid="B31">Toldr&#xe0; et al., 2023</xref>; <xref ref-type="bibr" rid="B17">Kibar et al., 2024</xref>). These systems have evolved into various formats, including cartridges, Lab-on-a-disc devices, paper-based platforms, and PDMS microchips, thereby broadening their use for rapid, on-site testing in non-laboratory settings (<xref ref-type="bibr" rid="B15">Huang et al., 2023</xref>; <xref ref-type="bibr" rid="B27">Schlenker et al., 2023</xref>; <xref ref-type="bibr" rid="B31">Toldr&#xe0; et al., 2023</xref>; <xref ref-type="bibr" rid="B36">Zhong et al., 2023</xref>; <xref ref-type="bibr" rid="B17">Kibar et al., 2024</xref>; <xref ref-type="bibr" rid="B24">Nguyen et al., 2024</xref>). Such microfluidic DNA extraction processes have integrated precisely controlled fluid flow with surface modified magnetic beads that are influenced by a magnetic field created using electromagnets, integrated soft magnets, or external permanent magnets (<xref ref-type="bibr" rid="B2">Azimi et al., 2011</xref>). The manipulation of magnetic beads may be classified as 1) immobilized beads or static bead chains 2) temporarily immobilized beads and 3) transported beads. In the first two classes, a magnetic field captures the magnetic beads and either holds them permanently in a specific location in the microchannel as in the first group or captures them in a location for a specific amount of time and re-suspends them in fluid following a certain amount of time, as in the second group. The third group is facilitated by a moving magnetic field without stopping. However, successful bead transport is highly sensitive and depends on various factors such as flow rate of reagents, magnetic field strength, immobilized surface orientation and material properties, etc.</p>
<p>In the present study, we propose FieldNA, a novel 3D-printed magnetic DNA isolation device, which uses a series of stacked modules to direct fluid flow vertically and into a magnetic bead capture module where magnetic beads are captured and immobilized on an incline plane coated with a specialized polymer membrane. Once immobilized, various buffers are passed over the magnetic beads to perform the washing and the DNA elution steps, where the purified DNA is captured in a separate plate module. This purified DNA can now be used for further downstream applications using a wide range of molecular analyzers. The herein device was implemented to perform binding, washing and elution steps to isolate DNA from different olive oil samples within 20&#xa0;min with an initial olive oil sample volume of 500&#xa0;&#x3bc;L, without the need for any sophisticated lab hardware or external support resources (e.g., power, running water). The quality of extracted DNA was established using spectrophotometry and real-time PCR analysis and the FieldNA performance was compared to three established and widely used DNA extraction methods. The findings of this study prove the suitability of this new device as a viable alternative method to isolate DNA from olive oil and other matrices, and in combination with portable real-time -PCR platforms, it could provide a rapid, reliable, and on-site testing method at low cost with high scalability potential for a wider range of field-based applications beyond olive oil.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Device design, fabrication, and operation</title>
<p>The salient feature of the FieldNA device is the vertical stacking of the various fluidic modules, a collection of components designed to perform DNA isolation, as shown in <xref ref-type="fig" rid="F1">Figures 1A,B</xref>. The topmost module consists of components a and b, which allows for sample loading and an incubation period. Through aligned holes and incline profiles, fluidic sample is regulated downwards in the separation plate (component c) and then towards the magnetic capture module (component d; <xref ref-type="fig" rid="F1">Figures 1A,C,D</xref>), which is aligned and supported using a housing structure (component e). The purified DNA is collected in the bottom elution plate, component f, which again consists of a unique profile allowing for easy transfer of eluted DNA. The main goal for the device design is to facilitate gravity-driven fluid flow, with flow control implemented at various stages using modular components. Several optimization steps were implemented in printing of individual modules, most notably the magnetic capture module shown in <xref ref-type="fig" rid="F1">Figures 1C,D</xref>. It consists of two components: a bottom surface with a 45<sup>o</sup> inclined flow profile with an <italic>in-house</italic> synthesized polyvinylidene fluoride (PVDF) membrane, and a top enclosure with a built-in sluice gate-like flow control structure to control the speed and alignment of fluid flow over a Neodymium disc magnet (Diameter: 6&#xa0;mm, height: 3&#xa0;mm, Applied Magnets). Additional modules may be stacked above or below the current setup, depending on unique target application requirements.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>3D rendering of the assembly of the device and the 3D printed device components. <bold>(A)</bold> The components are as follows: (a) Input module: top plate (b) Input module: Mating plate (c) Magnetic separation plate (d) Magnetic capture module (e) Base housing plate (f) Elution Collection plate. <bold>(B)</bold> 3D rendering of the assembled device <bold>(C)</bold> Magnetic capture module in use. <bold>(D)</bold> Fully assembled magnetic bead capture module.</p>
</caption>
<graphic xlink:href="fbioe-13-1646041-g001.tif">
<alt-text content-type="machine-generated">Diagram of a modular device with labeled components. (A) Exploded view showing parts a through f, including a capture module. (B) Shows the assembled module. (C) View of disassembled parts labeled as waste collection plate, PVDF film, housing, capture module, capture module flow control, and elution collection plate. (D) Side views of the module with centimeter scale for size reference.</alt-text>
</graphic>
</fig>
<p>The device was designed in SolidWorks 2022, and the reported prototype has a total footprint of approximately 52&#xa0;mm &#xd7; 52&#xa0;mm with a height of 50&#xa0;mm. In the outlet of component b in <xref ref-type="fig" rid="F1">Figure 1</xref>, there is a PDMS circular insert to facilitate flow focusing and to reduce dead volume. The magnetic bead capture module is designed to be a single-use disposable unit which may be replaced following an extraction experiment. The design was processed for stereolithography (SLA) 3D printing using CHITUBOX (v1.9.5) with the following settings: exposure time: 10&#xa0;s, lift distance: 7&#xa0;mm, lift speed: 90&#xa0;mm/min, bottom exposure time: 50&#xa0;s, layer height: 0.050&#xa0;mm, retract speed: 320&#xa0;mm/min. Finally, printing was carried out using a Elegoo (Shenzen, China) Saturn 3 Ultra 3D printer, with Grey ABS-like resin UV Resin, as the printing material. The parts were post-processed in an isopropyl alcohol (IPA) bath followed by 10&#xa0;min of further UV curing using the Elegoo Mercury X wash and curing stations. All components were coated in a Teflon coating (4,5-Difluoro-2,2-bis(trifluoromethyl)-1,3-dioxole, polymer with Tetrafluoroethylene).</p>
<p>Once the user loads the solution containing lysate media and bead-bound DNA into the device through the top module (a and b), the solution is retained for a desired incubation period. Following this, the content is driven downwards into the magnetic capture module by aligning the notch features in module b and c, achieved through rotation. This allows the solution to enter capture module d, where it flows over the inclined PVDF film covering the disc magnet. The magnet housed in the bottom structure captures the beads and with help from the control structure, the beads are immobilized uniformly on the PVDF film. The remaining solution passes through flowing downwards into a waste collection plate, used to collect all discard lysis and wash buffers. The magnetic beads, now immobilized, are in place for the washing, drying and elution steps. For the final step, when the elution media is added to detach purified DNA from beads, the waste collection plate is swapped with the elution plate mentioned above.</p>
</sec>
<sec id="s2-2">
<title>2.2 Plant material and olive oil used in DNA isolation experiments</title>
<p>Olive leaf and olive oil samples were provided to BioCoS by Aprol Umbria (Umbria, Italy), including different olive varieties. Olive oil samples used in this study corresponded mainly to 2024 harvest year (EVOO-24), with a handful of experiments utilizing samples from 2023 harvest year (EVOO-23). The isolated DNA from olive leaf samples served as a positive control for the real-time PCR, coupled with High Resolution Melting (HRM) analysis. In this study, the Italian cultivar &#x201c;Moraiolo&#x201d; was utilized for both olive leaf and olive oil DNA isolation experiments. Due to the limited availability and the observed poor DNA quality in the older batch (EVOO-23), the experimental results and statistical analysis presented in the main manuscript text correspond to the EVOO-24 samples. Results obtained from EVOO-23 samples are reported separately in Supplementary attachment 2.</p>
</sec>
<sec id="s2-3">
<title>2.3 DNA isolation from olive leaf samples</title>
<p>Genomic DNA was extracted from cv. Moraiolo young olive leaf tissue using a modified CTAB method (<xref ref-type="bibr" rid="B37">Cipriani et al., 2002</xref>), which is found to be well-suited for plants with high polysaccharide and polyphenol content. 200&#xa0;mg of fresh olive leaves were frozen in liquid nitrogen and ground to a fine powder. The ground tissue was mixed with 1&#xa0;mL of pre-warmed (at 65&#xa0;&#xb0;C) CTAB extraction buffer (2% CTAB, 1.4&#xa0;M NaCl, 100&#xa0;mM Tris-HCl pH 8.0, 20&#xa0;mM EDTA, 0.2% &#x3b2;-mercaptoethanol) and incubated at 65&#xa0;&#xb0;C for 30&#xa0;min to facilitate cell lysis, followed by centrifugation for 15&#xa0;min at 14000rpm at 4&#xa0;&#xb0;C. After the recovery of the clean lysate into a new tube, an equal volume of chloroform:isoamyl alcohol (24:1) was added, and the mixture was centrifuged for 15&#xa0;min at 14000rpm at 4&#xa0;&#xb0;C. The aqueous phase containing DNA was transferred to a new tube, and DNA was precipitated with 100% ice-cold isopropanol at &#x2212;20&#xa0;&#xb0;C for 30&#xa0;min. After centrifugation for 20&#xa0;min at 14000rpm at 4&#xa0;&#xb0;C, the DNA pellet was washed twice with 70% ethanol and air-dried. The DNA pellet was finally resuspended in 50uL of TE buffer (10&#xa0;mM Tris, 1&#xa0;mM EDTA, pH 8.0) and stored at &#x2212;20&#xa0;&#xb0;C until further analysis.</p>
</sec>
<sec id="s2-4">
<title>2.4 DNA isolation protocols implemented for olive oil samples</title>
<p>Six different DNA isolation protocols for Olive Oil were implemented in this work. All samples were extracted in quadruplicate (n &#x3d; 4) using each protocol, and the yield and purity of the extracted DNA was measured using BioPhotometer D30 (Eppendorf). <xref ref-type="fig" rid="F2">Figure 2</xref> presents a detailed process flow diagram for each of the used protocols.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Schematic representation of the DNA isolation protocols and their average time to completion.</p>
</caption>
<graphic xlink:href="fbioe-13-1646041-g002.tif">
<alt-text content-type="machine-generated">Flowchart detailing six methods for sample preparation involving various reagents and buffers, with different steps and incubation times. Each method outlines specific combinations like CTAB with Proteinase K, Binding Buffers with beads, wash and elution steps, and different temperatures. The timeline for each method ranges from 20 minutes to more than 3 hours. Associations between methods are marked by arrows, and specific abbreviations like IPA for Isopropanol and EtOH for Ethanol are explained in a legend.</alt-text>
</graphic>
</fig>
<sec id="s2-4-1">
<title>2.4.1 DNA isolation using FieldNA</title>
<p>Genomic DNA was isolated from olive oil using the FieldNA device with two distinct protocols: i) generic CTAB-based protocol, using simple chemistry (P1) and ii) NucleoMag DNA Forensic Kit (MACHEREY-NAGEL, D&#xfc;ren, Nordrhein-Westfalen, Germany) chemistry (P2).</p>
<p>In the P1 protocol, 500&#xa0;&#x3bc;L of olive oil cv. Moraiolo was added in a 2&#xa0;mL centrifuge tube and 600&#xa0;&#x3bc;L of CTAB buffer (ready to use), and 30&#xa0;&#x3bc;L of Proteinase K&#x2013;all provided by Promega Corporation (Madison, WI, United States) &#x2013; were added to the sample. This step was followed by an incubation at 65&#xa0;&#xb0;C for 15&#xa0;min, inverting the samples every 5&#xa0;min. The clear lysate (lower phase) was recovered carefully without the use of a centrifuge and transferred to a new 1.5&#xa0;mL tube. 300&#xa0;&#x3bc;L of Binding Buffer (5&#xa0;M guanidine hydrochloride, 40% (vol/vol) Isopropanol, 0.12&#xa0;M sodium acetate and 0.05% (vol/vol) Tween 20), and 30&#xa0;&#x3bc;L of AMPure XP Beads for DNA Cleanup (Beckman Coulter, Inc.) were added. The sample was mixed gently for 5&#xa0;min and then added into FieldNA, where beads were immobilized on the PVDF film. Two washing steps were followed, one with 500&#xa0;&#x3bc;L of 100% Isopropanol and another with 600&#xa0;&#x3bc;L of 75% ethanol. The cartridge was removed from the device and left to dry for 2&#xa0;min. After reinsertion of the cartridge back to FieldNA, the elution was carried out using 40&#xa0;&#x3bc;L of TE (10&#xa0;mM Tris, 1&#xa0;mM EDTA, pH 8.0) buffer. The purified DNA was collected from the plate and then used for further downstream analysis.</p>
<p>In P2 protocol, lysis was initiated by adding 300&#xa0;&#xb5;L of Lysis Buffer FLB and 20&#xa0;&#xb5;L of Proteinase K solution from the NucleoMag DNA Forensic Kit (MACHEREY-NAGEL, D&#xfc;ren, Nordrhein-Westfalen, Germany) into a 1.5&#xa0;mL centrifuge tube containing an initial olive oil sample volume of 500&#xa0;&#x3bc;L, followed by thorough mixing and incubation at 56&#xa0;&#xb0;C for 15&#xa0;min. After incubation, two distinct phases were formed: an upper oily phase and a lower aqueous phase. The lower phase was recovered and added to a new 1.5&#xa0;mL tube. DNA binding to magnetic beads was facilitated by adding 340&#xa0;&#xb5;L of Binding Buffer MB2 and 14&#xa0;&#xb5;L of resuspended NucleoMag<sup>&#xae;</sup> B-Beads to the lysate and then mixing gently for 10 times. The solution was then added to FieldNA, leading to bead immobilization on the PVDF film. This was followed by washing steps beginning with 600&#xa0;&#xb5;L of Wash Buffer MB3 added to the device, and 600&#xa0;&#xb5;L of Wash Buffer MB4. A final wash was performed using 900&#xa0;&#xb5;L of MB5. The module was then removed from the device and inverted to allow for drying for 2&#xa0;min at room temperature before being reinserted. Finally, the purified DNA was eluted by first changing the plate underneath to the collection plate and then adding 40&#xa0;&#x3bc;L Elution Buffer MB6. The purified DNA was collected from the plate and then used for further downstream analysis.</p>
</sec>
<sec id="s2-4-2">
<title>2.4.2 DNA isolation using commercial kits and CTAB/PCI method</title>
<p>Three commercial kits and one variation of a CTAB-based method were employed to verify the FieldNA device performance with P1 and P2 protocols. Total DNA was isolated and purified from 500&#xa0;&#xb5;L of olive oil using i) the NucleoSpin Food Kit (MACHEREY-NAGEL, D&#xfc;ren, Nordrhein-Westfalen, Germany) (P3) following the manufacturer&#x2019;s instructions, ii) the Olive Oil DNA Isolation Kit (Norgen Biotek Corp, Thorold, Ontario, Canada) (P4) following the manufacturer&#x2019;s instructions, iii) NucleoMag DNA Forensic Kit (MACHEREY-NAGEL, D&#xfc;ren, Nordrhein-Westfalen, Germany) (P5) following the manufacturer&#x2019;s instructions and iv) a modified CTAB protocol (P6), to achieve a final elution volume of 40&#xa0;&#x3bc;L in each experiment. Briefly, for P6, the protocol modifications were as follows: 500&#xa0;&#x3bc;L of olive oil was transferred into a 2&#xa0;mL centrifuge tube and mixed with 350&#xa0;&#x3bc;L of ice-cold n-hexane. Extraction buffer 1&#xa0;mL (998&#xa0;&#x3bc;L CTAB buffer, ready to use provided by Promega Corporation, Madison, WI, United States, 2&#xa0;&#x3bc;L &#x3b2;-mercaptoethanol) was added to and the sample was mixed thoroughly and incubated at 65&#xa0;&#xb0;C for 30&#xa0;min. After letting the sample settle briefly, the tube was centrifuged for 15&#xa0;min at 14000rpm. The aqueous phase was then transferred into a new 1.5&#xa0;mL tube, mixed with 500&#xa0;&#x3bc;L of phenol:chloroform:isoamylalcohol (25:24:1) (AppliChem GmbH Darmstadt, Germany), and then centrifuged for 20&#xa0;min at 14000rpm. The aqueous phase was transferred to a new 1.5&#xa0;mL tube, ice-cold isopropanol (0.8 volume) and 4&#xa0;&#x3bc;L of glycogen (20&#xa0;mg/mL) were added. The mixture was gently mixed and incubated for 60&#xa0;min at &#x2212;20&#xa0;&#xb0;C. Following centrifugation (40&#xa0;min at 14000rpm), the pellet was washed twice with 70% ethanol and dissolved in 40&#xa0;&#x3bc;L of nuclease-free water. All centrifugation steps were carried out at 4&#xa0;&#xb0;C.</p>
</sec>
</sec>
<sec id="s2-5">
<title>2.5 Real-time PCR set-up and high-resolution melt (HRM) analysis</title>
<p>A real-time quantitative PCR (qPCR) coupled with HRM software was carried out to determine the performance of the different extraction protocols. For this analysis, a publicly available Simple Sequence Repeat (SSR) genetic marker sequence, namely, ssrOeUA-DCA3 (F-CCCAAGCGGAGGTGTATATTGTTAC, R-TGCTTTTGTCGTGTTTGAGATGTTG), was synthesized and purchased from IDT (Integrated DNA Technologies, United States) and utilized as primer set for the real-time PCR reaction. For the reactions, the protocol described by <xref ref-type="bibr" rid="B12">Gomes et al., 2018</xref> was employed, with minor modifications. More specifically, qPCR amplification of ssrOeUA-DCA3 was performed in a final volume of 20&#xa0;&#x3bc;L, containing 10&#xa0;&#xb5;L 2X Forget-Me-Not&#x2122; EvaGreen<sup>&#xae;</sup> qPCR Master Mix (Biotium CA, United States), 0.5&#xa0;&#x3bc;M of each primer, and 50&#xa0;ng of isolated DNA. All qPCR reactions were performed on a Mic qPCR Cycler (Bio Molecular Systems) using the following protocol: a 2-min incubation at 95&#xa0;&#xb0;C, followed by 40 cycles of denaturation at 95&#xa0;&#xb0;C for 5&#xa0;s, an annealing step at 50&#xa0;&#xb0;C for 10&#xa0;s, and a 12&#xa0;s extension at 72&#xa0;&#xb0;C. For the melting phase, conditioning was done at 95&#xa0;&#xb0;C for 30&#xa0;s and 60&#xa0;&#xb0;C for 60&#xa0;s, leading to a melt analysis over the temperature range of 65&#xa0;&#xb0;C&#x2013;95&#xa0;&#xb0;C, with increments of 0.2&#xa0;&#xb0;C/s, with constant green fluorescence signal acquisition.</p>
<p>A 2% agarose gel electrophoresis was set up and the real-time PCR products were run at 50V for 60&#xa0;min to confirm that the amplification observed in the real-time PCR matched the expected amplicon size, in comparison to the positive control (<xref ref-type="sec" rid="s12">Supplementary Figure S1.1</xref>).</p>
</sec>
<sec id="s2-6">
<title>2.6 Statistical analysis</title>
<p>All DNA isolations were conducted in quadruplicates per protocol to capture inherent sample-to-sample variability and to ensure statistical robustness of the measurements. This approach increases the accuracy of variance estimation, reduces the influence of outliers, and provides improved power for subsequent statistical analyses, while maintaining experimental feasibility. To assess potential variability into the DNA isolations, two operators were involved, each having different laboratory experience (one is a senior scientist and the other a junior scientist). This way we can also address the user-friendliness of the FieldNA. Data obtained from the photometer (DNA concentration and A<sub>260/280</sub> ratio) were analyzed in R v 4.5.1 software using the car packages to assess homogeneity of variances with Levene&#x2019;s test. Normality within groups was evaluated using the Shapiro&#x2013;Wilk test implemented in the base stats package. Depending on the outcome of assumption checks, either a one-way ANOVA followed by Tukey&#x2019;s HSD <italic>post hoc</italic> test, or a Kruskal&#x2013;Wallis test followed by pairwise Wilcoxon comparisons with Holm correction, was performed. A significance threshold of &#x3b1; &#x3c; 0.05 was applied for all statistical tests. All graphs were prepared with OriginPro, Version 2024b.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Optimizing the magnetic phase separation</title>
<p>The FieldNA device is designed to integrate external cell lysis and incubation with magnetic bead-based isolation and purification into its workflow. After lysis and incubation, wash buffers containing specific reagents as described in the methods <xref ref-type="sec" rid="s2-3">Section 2.3</xref>, can be introduced into the device&#x2019;s input module for DNA purification on immobilized magnetic beads. The gravity-driven passive flow simplifies the device operation, as it requires no electrical power and ensures efficient transport of the sample to the capture module, optimizing the DNA isolation process. Other 3D printed platforms have incorporated equipment such as syringe pumps or used capillary forces, etc., to move fluid into and through their devices (<xref ref-type="bibr" rid="B17">Kibar et al., 2024</xref>; <xref ref-type="bibr" rid="B18">Kirkoyun Uysal et al., 2024</xref>; <xref ref-type="bibr" rid="B14">Holladay et al., 2025</xref>). It allows them to control flow rates more precisely and set specific flow rates, however complexity of the device increases.</p>
<p>Through flow validation tests, the average time taken for the fluid to flow into the magnetic capture module was determined to be within 1&#x2013;2&#xa0;min. Once in the capture module, the slant was designed to accommodate both the flow-through of the fluid, as well as to allow for the capture of the beads by the magnetic field. COMSOL Multiphysics simulation of the magnetic capture module design concept was conducted to verify the influence of the magnetic field in the capture module operation, as seen in <xref ref-type="fig" rid="F3">Figure 3</xref>. <xref ref-type="fig" rid="F3">Figure 3A</xref> shows the schematic rendition of the capture mechanism. The magnetic beads (diameter 1&#x2013;3&#xa0;&#x3bc;m) are located in the fluid layer as they pass through the capture module. The material of the surrounding area outside the cartridge was set to air with a boundary condition of magnetic insulation. Simulations were conducted using the magnetic fields, no current (mfnc) interface. The relevant parameters are relative permeability of permanent magnet 100, permanent magnet x axial remanence 0, permanent magnet y axial remanence 0, permanent magnet z axial remanence &#xb1;0.385&#xa0;T. <xref ref-type="fig" rid="F3">Figures 3B,C</xref> show the magnetic flux density distribution in this region, with <xref ref-type="fig" rid="F3">Figure 3B&#x2019;</xref> denoting a cut plane in the fluid region. From literature, external magnetic fields ranging from 0.1 to 0.3&#xa0;T are sufficient to influence and capture beads (<xref ref-type="bibr" rid="B34">Yadav et al., 2024</xref>; <xref ref-type="bibr" rid="B9">Dowling and Kostylev, 2025</xref>). From the surface plots, it is evident that the magnetic field permeates through the PVDF film, the thin polymer structural layer, and the fluid layer, with sufficient field strength to attract the beads in the fluid layer and capture them onto the PVDF membrane.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Magnetic bead-capture mechanism <bold>(A)</bold> The 3D schematic rendering of the region of capture <bold>(B)</bold> COMSOL simulation surface plot showing the magnetic flux density in the region. The entire device is enclosed in air. <bold>(B&#x2019;)</bold> Cut plane location of surface plot. <bold>(C)</bold> Contour plot showing the magnetic flux density in the region of capture. <bold>(D)</bold> PVDF films with magnetic beads immobilized on the surface. The three films from left to right show the influence of the flow control structure during bead capture. The progression of the flow control profile can be seen corresponding to each film bead capture pattern.</p>
</caption>
<graphic xlink:href="fbioe-13-1646041-g003.tif">
<alt-text content-type="machine-generated">Diagram with four sections: (A) depicts a cross-sectional view of a layered structure with labels for the control structure, PVDF film, magnet, and fluid layer. (B) shows a top-down view highlighted by a magnetic flux density norm heat map, with (B&#x27;) as a 3D perspective inset. (C) presents a side view of magnetic flux density contours. (D) includes photographs of three samples on tape, with red circles highlighting specific bead capture areas, each linked to images with a similar highlighted region below.</alt-text>
</graphic>
</fig>
<p>Following the initial proof-of-concept tests to demonstrate bead capture, a sluice gate-like control structure was designed to slow the flow of fluid and to facilitate a wider surface area for bead capture. As seen in the left-most film in <xref ref-type="fig" rid="F3">Figure 3D</xref>, the proof-of-concept tests showed the feasibility of this process but resulted in a greater loss of sample and bead volumes. A flow control structure was introduced to combat this issue. Initially, this structure was designed as an external component inserted into the magnetic capture module (<xref ref-type="fig" rid="F3">Figure 3D</xref>, centered figure), but it was later merged into the top component (<xref ref-type="fig" rid="F3">Figure 3D</xref>, right-most figure). By introducing a large gate, the flow rate of the solution is reduced, and the fluid is concentrated over the magnet allowing for more capture time before passing through the module. This structure also serves another purpose in aiding with magnetic bead spread on the PVDF film. From the initial tests, the magnetic beads were captured on the film but lacked a uniform spread and tended to clump together. The structure was designed to increase the contact time of the beads with the film, enhancing surface interactions and resulting in greater immobilization and higher bead concentration. This was qualitatively validated for the various control structures based on the same amount of bead loading. The beads are spread horizontally widthwise across the film, aligned with the control structure. From left to right, the immobilized bead concentration increases due to optimizations in control structure design. It should be noted that the wash buffers have high concentrations of ethyl alcohol (ethanol). The behavior of this fluid is more unpredictable and harder to restrain (<xref ref-type="bibr" rid="B28">Srisomwat et al., 2024</xref>) so a wider spread in bead capture was desirable to allow for greater wash efficiency to accommodate for this variability in fluid flow. This was established through spectrophotometer characterization of the eluted DNA obtained from various prototypes designs with the flow control structures shown in <xref ref-type="fig" rid="F3">Figure 3D</xref>.</p>
<p>Another motivation for the sluice gate control structure is improving the quality of the releases DNA. Purification is crucial for assuring the quality and yield of DNA. The control structure allows for a wider spread of the wash buffers as well as a lower flow rate for the elution buffer. The lower flow rate allows for longer elution buffer incubation time, mimicking the incubation step in commercial DNA extraction column kits where the elution buffer is deposited on the column and incubated at room temperature before centrifuging into an elution collection tube. By slowing down this flow through speed, the purification process has been optimized for this system.</p>
</sec>
<sec id="s3-2">
<title>3.2 Evaluation of the isolated DNA yield and purity using spectrometer</title>
<p>To evaluate the different protocols, we applied criteria including average DNA yield and purity (A<sub>260/280</sub> ratio), with results presented in <xref ref-type="table" rid="T1">Table 1</xref> as mean values from four replicates. In addition, a per-sample quantitative assessment of solvent use (liquid waste), plastic tubes, and pipette tips was performed, and these data are also summarized in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Performance comparison of six DNA isolation protocols. Reported values include average DNA yield and purity (A<sub>260/280</sub>), PCR amplification success, and practical parameters related to laboratory waste and consumables.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Protocol</th>
<th align="center">DNA yield (ng/&#xb5;L, mean)</th>
<th align="center">Purity (A<sub>260/280</sub>, mean)</th>
<th align="center">Positive PCR amplifications (n/total)</th>
<th align="center">Waste volume (mL)</th>
<th align="center">Consumables used (tubes/tips)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">P1</td>
<td align="center">47.3</td>
<td align="center">1.8</td>
<td align="center">3/4</td>
<td align="center">3.0</td>
<td align="center">3 tubes/9 tips</td>
</tr>
<tr>
<td align="center">P2</td>
<td align="center">8.1</td>
<td align="center">1.8</td>
<td align="center">1/4</td>
<td align="center">14.0</td>
<td align="center">3 tubes/9 tips</td>
</tr>
<tr>
<td align="center">P3</td>
<td align="center">3.5</td>
<td align="center">1.1</td>
<td align="center">2/4</td>
<td align="center">17.0</td>
<td align="center">4 tubes/10 tips</td>
</tr>
<tr>
<td align="center">P4</td>
<td align="center">2.1</td>
<td align="center">0.9</td>
<td align="center">0/4</td>
<td align="center">17.0</td>
<td align="center">4 tubes/10 tips</td>
</tr>
<tr>
<td align="center">P5</td>
<td align="center">10.4</td>
<td align="center">1.7</td>
<td align="center">1/4</td>
<td align="center">14.0</td>
<td align="center">3 tubes/9 tips</td>
</tr>
<tr>
<td align="center">P6</td>
<td align="center">7.6</td>
<td align="center">1.6</td>
<td align="center">2/4</td>
<td align="center">17.5</td>
<td align="center">4 tubes/15 tips</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>DNA concentration and purity were assessed by Nanodrop spectrophotometry. PCR amplification is expressed as the number of successfully amplified samples over the total tested. Waste volume represents the approximate liquid/plastic waste generated as per the protocol used. Consumables include the total number of tubes and pipette tips required for one extraction.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Across the six protocols, DNA yield (in ng/&#x3bc;L) values differed markedly (one-way ANOVA: F (5,18) &#x3d; 30.97, p &#x3d; 3.06 &#xd7; 10<sup>&#x2212;8</sup>), driven by substantially higher measurements for P1. Tukey&#x2019;s HSD confirmed that P1 exceeded each of P2&#x2013;P6 (all p_adj&#x3c;0.001), while no pairwise differences among P2&#x2013;P6 were significant after multiplicity correction. In a sensitivity analysis restricted to P2&#x2013;P6, the omnibus effect was not significant (F (4,15) &#x3d; 2.82, p &#x3d; 0.063) and no adjusted pairwise contrasts reached significance, indicating that, apart from P1, the remaining methods performed comparably in this dataset (<xref ref-type="sec" rid="s12">Supplementary Table S1.2</xref>). On the other hand, regarding the ratio A<sub>260/280</sub>, P1 maintained acceptable purity ranting between 1.5 and 2.1, while on the other extreme P4 showed poor purity (0.79&#x2013;1.00). P6 purity ranged between 1.44 and 1.97, which was comparable with P1, P2 and P5. Overall, from <xref ref-type="fig" rid="F4">Figure 4B</xref>, it is clear that the silica-based spin columns (P3 and P4) provided the poorest purity compared to the rest of the methods. The statistical significance is shown in <xref ref-type="fig" rid="F4">Figure 4B</xref>.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Comparison of the different isolation methods: <bold>(A)</bold> DNA concentration expressed as ng/uL for each method; <bold>(B)</bold> DNA quality measured by absorbance ratio A<sub>260/280</sub> for each method. Colors indicate the different isolation protocols. Groups sharing a letter are not significantly different by Tukey at &#x3b1; &#x3d; 0.05; groups with no letters in common are significantly different.</p>
</caption>
<graphic xlink:href="fbioe-13-1646041-g004.tif">
<alt-text content-type="machine-generated">Box plots showing DNA yield and purity by method. Chart (A) displays DNA yield in nanograms per microliter, with P1 having the highest yield. Chart (B) shows DNA purity ratio A260/280, with methods P1, P2, P5, and P6 achieving higher purity. Each method is color-coded. Statistical significance is indicated by letters a and b.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-3">
<title>3.3 Verification of FieldNA isolated DNA using real-time PCR</title>
<p>The performance of the different DNA isolation protocols was subsequently evaluated using real-time PCR to assess parameters such as cycle values (Cq), PCR efficiency, efficiency R<sup>2</sup>, and melting temperature (T<sub>m</sub>) (<xref ref-type="sec" rid="s12">Supplementary Table S1.1</xref>). It is anticipated that the DNA isolated from the olive leaf samples will exhibit a lower Cq value compared to the DNA isolated from olive oil. This is mainly attributed to the DNA degradation that occurs naturally in the olive oil, since the genomic material is&#x2013;to its greater degree&#x2013;stripped and flows freely in the fatty matrix. The main reason for this &#x201c;free DNA&#x201d; is the disruption of the olive fruit cells during the crushing (and malaxation step of olive paste), before the olive oil extraction step.</p>
<p>Real-time PCR coupled with High-Resolution Melting (HRM) demonstrated marked performance differences among DNA isolation methods (<xref ref-type="fig" rid="F5">Figures 5A,B</xref>). The positive control (olive leaf gDNA) amplified earliest, as expected, with Cq &#x2248; 17.75, amplification efficiencies of 0.70&#x2013;0.74, and excellent linearity (R<sup>2</sup> &#x3e; 0.999), confirming assay robustness. Among the different methods of olive oil isolation, P6 yielded the earliest amplification (Cq &#x2248; 35) with efficiency &#x2248;0.76 and R<sup>2</sup> &#x3e; 0.999. P1 showed reproducible amplification at slightly later cycles (Cq 36.3&#x2013;38.3), efficiencies of 0.73&#x2013;0.79, and similarly high linearity (R<sup>2</sup> &#x3e; 0.999). P5 amplified substantially later (Cq &#x2248; 41.9), indicative of lower template input despite acceptable efficiency (&#x223c;0.79) and high linearity. P3 exhibited variability (Cq 36.0 and 40.8; efficiency 0.72&#x2013;0.74), consistent with uneven recovery. P4 did not amplify under the conditions tested. No amplification was detected in the no-template control (NTC).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Real-time PCR and Melting analysis: <bold>(A)</bold> Amplification of olive oil DNA isolated with different protocols; <bold>(B)</bold> Melting curve extracted following the real-time PCR experiment, comparing amplified DNA from the different isolation methods. Colors indicate the different methods.</p>
</caption>
<graphic xlink:href="fbioe-13-1646041-g005.tif">
<alt-text content-type="machine-generated">Chart A displays real-time PCR amplification curves showing normalized fluorescence against cycle number, with various sample types color-coded on the right. Chart B presents melting data curves, depicting -dF/dT against temperature, illustrating peak formation. Both graphs include control lines and multiple sample types for comparison.</alt-text>
</graphic>
</fig>
<p>Melting analysis (HRM derivatives) corroborated these results (<xref ref-type="fig" rid="F5">Figure 5B</xref>). The positive control produced a single amplicon with T<sub>m</sub> &#x3d; 77.67&#xa0;&#xb0;C. P1 (77.61&#xa0;&#xb0;C) and P6 (77.76&#xa0;&#xb0;C) matched this T<sub>m</sub> and were the only methods to pass the instrument-defined high-stringency quality filter, supporting specific target amplification. This was further supported by the results of the gel electrophoresis carried out in the PCR amplicons (<xref ref-type="sec" rid="s12">Supplementary Figure S1.1</xref>). P2, P3, and P5 displayed T<sub>m</sub> values concordant with the expected product but failed the quality filter&#x2014;consistent with low template abundance and/or suboptimal melt-curve metrics. Overall, P6 provided the most reliable template for downstream real-time PCR, with P1 performing comparably; the remaining kits produced higher Cq values and less robust melt profiles.</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<p>DNA isolation from fatty matrices such as olive oil presents significant challenges due to the high content of lipids and phenolic compounds, which can inhibit downstream molecular analyses. Several studies over the years have focused on optimizing the extraction protocols to improve both the DNA yield and its purity, which is essential for applications such as authenticity verification, or detection of admixtures with lower vegetable oils. <xref ref-type="bibr" rid="B25">Raieta et al. (2015)</xref> introduced a CTAB-based method combined with hexane and chloroform treatments, that resulted in effectively reduced lipid contamination while it provided DNA of sufficient quality for traceability studies (<xref ref-type="bibr" rid="B25">Raieta et al., 2015</xref>). Almost a decade later, <xref ref-type="bibr" rid="B1">Abdelhamid et al. (2024)</xref> compared five extraction methods that varied in organic solvents and time-to-results and confirmed that the CTAB-Hexane-Chloroform protocol yielded the highest DNA quality for downstream authentication analysis on Tunisian olive oils (<xref ref-type="bibr" rid="B1">Abdelhamid et al., 2024</xref>).</p>
<p>Additional research has been carried out recently with methods that include silica and magnetic bead-based DNA extraction and isolation. These assays have gained attention as efficient alternatives as they require less processing time and, in most cases, do not involve hazardous organic solvents, such as phenol, chloroform and &#x3b2;-mercaptoethanol. Silica-based techniques, such as those adapted from the Boom method, exploit the affinity of DNA for silica particles under chaotropic conditions, followed by binding, washing, and elution steps. <xref ref-type="bibr" rid="B4">Breton et al. (2004)</xref> demonstrated the successful application of silica-based extraction for isolating DNA from olive oil, enabling cultivar-specific SSR marker identification (<xref ref-type="bibr" rid="B4">Breton et al., 2004</xref>). However, these methods are prone to membrane clogging from oily residues and are sensitive to inhibitors if pre-treatments are inadequate (<xref ref-type="bibr" rid="B10">Doyle and Doyle (1990)</xref>). Magnetic bead-based extraction methods employ paramagnetic particles coated with DNA-binding ligands, and offer a faster, scalable, and automation-friendly alternative to silica-bead based platforms, as has been demonstrated by Zhao et al. where this approach was utilized successfully for biomolecules extraction from olive oil (<xref ref-type="bibr" rid="B35">Zhao et al., 2025</xref>). However, the cost per extraction for current bead-based DNA extraction methods is higher than that of the aforementioned approaches.</p>
<p>Despite these advancements, several gaps persist in the research. A major limitation is the lack of standardized protocols specifically optimized for olive oil&#x2019;s unique composition, making cross-study comparisons difficult (<xref ref-type="bibr" rid="B25">Raieta et al., 2015</xref>). Moreover, DNA yields remain low and often fragmented (and/or degraded), which limits their use for high-throughput downstream applications (<xref ref-type="bibr" rid="B4">Breton et al., 2004</xref>). Effective removal of PCR inhibitors still represents one of the most significant bottlenecks, and while magnetic bead methods are scalable, few validated, automation-compatible workflows for olive oil have been fully developed (<xref ref-type="bibr" rid="B35">Zhao et al., 2025</xref>). Indeed, magnetic beads can suffer from binding inefficiencies in cases of very low DNA content and interference from lipids and phenolics, which can lead to suboptimal DNA recovery. There is also a lack of coherent comparative studies across different olive oil types (e.g., extra virgin, refined, flavoured), and pre-treatment steps, such as defatting, are inconsistently applied across the different protocols available in the literature. The above indicate lack of consistency which often requires repetition of experiments and/or combination of multiple molecular markers to authenticate an olive oil and deliver a proper interpretation of DNA testing outcomes, increasing both costs and time-to-results. Thus, the field would greatly benefit from standardized, consistent, efficient, and scalable DNA extraction techniques which are tailored towards the complexities of fatty matrices, ultimately enhancing molecular-based authenticity and traceability in the olive oil industry.</p>
<p>The present study is suitably aimed at demonstrating a more sustainable and cost-effective way of deploying bead-based DNA isolation from EVOO using a novel 3D printed, semi-automated FieldNA device, and verifying its performance against other commercial or widely used DNA isolation/extraction kits/methods. Our findings indicate that when a generic isolation protocol was paired with FieldNA, it resulted in a comparable amplification trend to the more complex, well-established yet laborious CTAB/PCI method. In addition, we also evaluated the device&#x2019;s performance against the sole commercial kit dedicated for DNA isolation from olive oil, the Norgen olive oil kit. Despite the latter displaying an average DNA yield that was fairly comparable with the second silica-based spin column tested in this study (NucleoSpin Food Kit), it failed in the real-time PCR, which has also been previously observed and reported by <xref ref-type="bibr" rid="B19">Kutateladze et al. (2024)</xref> in a study concerning <italic>Helianthus annuus</italic> oil (<xref ref-type="bibr" rid="B19">Kutateladze et al., 2024</xref>). Given the results obtained from the herein study using a published SSR marker, we also tested a proprietary primer set (Olea-4) designed by BioCoS that corresponds to a Single Nucleotide Polymorphism (SNP) and the results are presented in <xref ref-type="sec" rid="s12">Supplementary Figure S1.2</xref>. Over the years, many studies have been carried out utilizing SNPs for a diverse panel of organisms and their identification, and it has been widely accepted that these molecular markers can achieve higher resolution in the HRM (<xref ref-type="bibr" rid="B32">Vorimore et al., 2021</xref>; <xref ref-type="bibr" rid="B23">Muneeswaran et al., 2024</xref>). The reason is mainly attributed to their short amplicon size (usually between 70&#xa0;bp to a maximum of 150&#xa0;bp), which makes them better amplification candidates when compared to SSRs that their amplification target is usually larger (above 200&#xa0;bp).</p>
<p>It is worth considering the FieldNA performance in context of the advantages of device manufacturing process. All major components were 3D-printed allowing for mass production at a large scale. The post-processing step is straightforward, requires minimal labour input, and the magnetic capture module is designed for single use to ensure reproducibility and prevent cross-contamination, enabling a higher throughput of the entire DNA isolation process. It should be noted that UV resin used for 3D printing is generally not biocompatible, preventing a direct DNA isolation on the cartridge surface, however the PVDF film circumvents that limitation and comes pre-fixed to in the cartridge (<xref ref-type="bibr" rid="B21">Macdonald et al., 2016</xref>; <xref ref-type="bibr" rid="B5">Brooks and Yadavalli, 2025</xref>). This film is also relatively inexpensive and simple to manufacture. In comparison, commercial kits are rather expensive and frequently require external equipment provided by the user whereas the FieldNA system includes all required components.</p>
<p>Another major advantage of this system over commercial kits is its portability. This device can be deployed directly at food production or processing sites, including points along the olive oil supply chain, to enable on-site testing and conduct real time downstream molecular assays using compact, field-deployable instruments. For the current application, in the olive oil industry, this means that regulatory agencies, food authorities, quality control analysts, and olive oil supply chain stakeholders (producers, retailers, importers/exporters, etc.), will be able to conduct on-site DNA testing to quickly screen for fraud (adulteration/admixtures) before sending samples for further analysis in accredited laboratories. By streamlining the initial isolation process on-site, potential fraud can be identified early, reducing overall testing time and enabling faster decision-making regarding the authenticity and integrity of the olive oil. This rapid, field-deployable approach helps prevent compromised food products from reaching consumers and enhances the efficiency of quality control measures.</p>
<p>While the FieldNA device was designed and tested for olive oil DNA isolation, it is fully scalable to other applications. In the current design, the magnetic beads cannot be resuspended after the initial bead capture, which could be a drawback for low DNA yield samples due to the limitations in washing and purification of the captured bead-bound DNA. However, the system&#x2019;s flexible design allows additional components to be integrated both above and below the device, enabling customization for other specific sample requirements. For example, a heating module and a well for the lysis step can be added vertically above the input module to maintain the gravity-induced passive flow downward. Additionally, a module that facilitates the resuspension of the beads can be incorporated, or the current module can be modified. This flexibility ensures that the system can be expanded with new functionalities and adapted for various applications in both food and health sector, including medical diagnostics.</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>In this study we have introduced FieldNA, a novel 3D-printed, gravity-driven device for genomic DNA isolation from olive oil. The prototype demonstrated DNA yields and purity comparable to commercial kits and standard laboratory methods, while offering significant advantages in cost, portability, and reduced consumable use. Its design enables on-site extraction and immediate downstream molecular analysis, providing a practical solution for real-time quality control in the olive oil supply chain. Beyond olive oil, FieldNA is customizable for diverse sample types and can be integrated with compact molecular platforms, including our previously demonstrated portable isothermal RT-PCR system (see <xref ref-type="sec" rid="s12">Supplementary Figure S1.3</xref>; (<xref ref-type="bibr" rid="B29">Staples et al., 2023</xref>)), to deliver rapid, sample-to-answer capabilities for food safety applications. With future enhancements such as integrated lysis and temperature control, the device has strong potential to extend its applicability to more complex biological matrices, further broadening its impact as a versatile and sustainable DNA isolation system.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s12">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>VP: Conceptualization, Data curation, Formal Analysis, Investigation, Methodology, Validation, Writing &#x2013; original draft, Writing &#x2013; review and editing. AM-D: Conceptualization, Data curation, Formal Analysis, Investigation, Validation, Writing &#x2013; original draft, Writing &#x2013; review and editing. EL: Data curation, Investigation, Writing &#x2013; original draft. SA: Funding acquisition, Supervision, Writing &#x2013; original draft, Writing &#x2013; review and editing. RP: Conceptualization, Formal Analysis, Funding acquisition, Investigation, Methodology, Resources, Supervision, Writing &#x2013; original draft, Writing &#x2013; review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. The project was funded in part by the NSERC Discovery Grant (RP) and by the WATSON project, funded by the European Union&#x2019;s Horizon Europe research and innovation programme, under grant agreement No. 101084265. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or the European Research Executive Agency (REA). Neither the European Union nor the granting authority can be held responsible for them.</p>
</sec>
<ack>
<p>The authors thank Gabriele Mocio, Director of Aprol Umbria, for assistance with collection of olive leaf and olive oil samples for device testing and validation study.</p>
</ack>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>Author A-MD, EL and SA were employed by BioCoS P.C.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="s10">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this 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>
<sec sec-type="disclaimer" id="s11">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="s12">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fbioe.2025.1646041/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fbioe.2025.1646041/full&#x23;supplementary-material</ext-link>
</p>
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<supplementary-material xlink:href="Supplementaryfile2.docx" id="SM2" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Abdelhamid</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Omri</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Araouki</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Chehab</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Garcia-Ruiz</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Ashrafi</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Application of RAPD and ISSR markers tools for commercial monovarietal Tunisian extra virgin olive oils (EVOO) authenticity and traceability</article-title>. <source>
<italic>Euro-Mediterranean J. Environ. Integration</italic> Prepr.</source> <volume>10</volume>, <fpage>1759</fpage>&#x2013;<lpage>1766</lpage>. <pub-id pub-id-type="doi">10.1007/s41207-024-00614-z</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Azimi</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Nixon</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Ahern</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Balachandran</surname>
<given-names>W.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>A magnetic bead-based DNA extraction and purification microfluidic device</article-title>. <source>Microfluid. Nanofluidics</source> <volume>11</volume> (<issue>2</issue>), <fpage>157</fpage>&#x2013;<lpage>165</lpage>. <pub-id pub-id-type="doi">10.1007/s10404-011-0782-9</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ben-Ayed</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Grati-Kamoun</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Sans-Grout</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Moreau</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Rebai</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Characterization and authenticity of virgin olive oil (Olea europaea L.) cultivars by microsatellite markers</article-title>. <source>Eur. Food Res. Technol.</source> <volume>234</volume> (<issue>2</issue>), <fpage>263</fpage>&#x2013;<lpage>271</lpage>. <pub-id pub-id-type="doi">10.1007/s00217-011-1631-5</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Breton</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Claux</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Metton</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Skorski</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Bervill&#xe9;</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>Comparative study of methods for DNA preparation from olive oil samples to identify cultivar SSR alleles in commercial oil samples: possible forensic applications</article-title>. <source>J. Agric. Food Chem.</source> <volume>52</volume> (<issue>3</issue>), <fpage>531</fpage>&#x2013;<lpage>537</lpage>. <pub-id pub-id-type="doi">10.1021/jf034588f</pub-id>
<pub-id pub-id-type="pmid">14759144</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brooks</surname>
<given-names>A. K.</given-names>
</name>
<name>
<surname>Yadavalli</surname>
<given-names>V. K.</given-names>
</name>
</person-group> (<year>2025</year>). <article-title>Post-print processing to minimize cytotoxicity of 3D-Printed photopolymer resins for biomedical applications</article-title>. <source>J. Appl. Polym. Sci.</source> <volume>142</volume> (<issue>9</issue>), <fpage>e56545</fpage>. <pub-id pub-id-type="doi">10.1002/app.56545</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Carvalho</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yadav</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Garrido-Maestu</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Azinheiro</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Trujillo</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Barros-Vel&#xe1;zquez</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Evaluation of simple sequence repeats (SSR) and single nucleotide polymorphism (SNP)-based methods in olive varieties from the northwest of Spain and potential for miniaturization</article-title>. <source>Food Chem. Mol. Sci.</source> <volume>3</volume>, <fpage>100038</fpage>. <pub-id pub-id-type="doi">10.1016/j.fochms.2021.100038</pub-id>
<pub-id pub-id-type="pmid">35415648</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chrysochou</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Tiganis</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Trabelsi Trigui</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Grunert</surname>
<given-names>K. G.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>A cross-cultural study on consumer preferences for olive oil</article-title>. <source>Food Qual. Prefer.</source> <volume>97</volume>, <fpage>104460</fpage>. <pub-id pub-id-type="doi">10.1016/j.foodqual.2021.104460</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cipriani</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Marrazzo</surname>
<given-names>M. T.</given-names>
</name>
<name>
<surname>Marconi</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Cimato</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Testolin</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Microsatellite markers isolated in olive (Olea europaea L.) are suitable for individual fingerprinting and reveal polymorphism within ancient cultivars</article-title>. <source>Theor. Appl. Genet.</source> <volume>104</volume>, <fpage>223228</fpage>. <pub-id pub-id-type="doi">10.1007/s001220100685</pub-id>
<pub-id pub-id-type="pmid">12582690</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Conte</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Bendini</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Valli</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Lucci</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Moret</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Maquet</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Olive oil quality and authenticity: a review of current EU legislation, standards, relevant methods of analyses, their drawbacks and recommendations for the future</article-title>. <source>Trends Food Sci. and Technol.</source> <volume>105</volume>, <fpage>483</fpage>&#x2013;<lpage>493</lpage>. <pub-id pub-id-type="doi">10.1016/j.tifs.2019.02.025</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dowling</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Kostylev</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2025</year>). <article-title>Controlled capture of magnetic nanoparticles from microfluidic flows by ferromagnetic antidot and dot nanostructures</article-title>. <source>Nanomaterials</source> <volume>15</volume> (<issue>2</issue>), <fpage>132</fpage>. <pub-id pub-id-type="doi">10.3390/nano15020132</pub-id>
<pub-id pub-id-type="pmid">39852747</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Doyle</surname>
<given-names>J. J.</given-names>
</name>
<name>
<surname>Doyle</surname>
<given-names>J. L.</given-names>
</name>
</person-group> (<year>1990</year>). <article-title>Isolation of plant DNA from fresh tissue</article-title>. <source>Focus</source> <volume>12</volume> (<issue>1</issue>), <fpage>13</fpage>&#x2013;<lpage>15</lpage>.</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>D&#x2019;Adamo</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Falcone</surname>
<given-names>P. M.</given-names>
</name>
<name>
<surname>Gastaldi</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Price analysis of extra virgin olive oil</article-title>. <source>Br. Food J.</source> <volume>121</volume> (<issue>8</issue>), <fpage>1899</fpage>&#x2013;<lpage>1911</lpage>. <pub-id pub-id-type="doi">10.1108/BFJ-03-2019-0186</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gomes</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Breia</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Carvalho</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Carnide</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Martins&#x2010;Lopes</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Microsatellite high-resolution melting (SSR-HRM) to track olive genotypes: from field to olive oil</article-title>. <source>J. Food Sci.</source> <volume>83</volume> (<issue>10</issue>), <fpage>2415</fpage>&#x2013;<lpage>2423</lpage>. <pub-id pub-id-type="doi">10.1111/1750-3841.14333</pub-id>
<pub-id pub-id-type="pmid">30350554</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hashempour-baltork</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Vali Zade</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Mazaheri</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Mirza Alizadeh</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Rastegar</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Abdian</surname>
<given-names>Z.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Recent methods in detection of olive oil adulteration: state-of- the-art</article-title>. <source>J. Agric. Food Res.</source> <volume>16</volume>, <fpage>101123</fpage>. <pub-id pub-id-type="doi">10.1016/j.jafr.2024.101123</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Holladay</surname>
<given-names>J. D.</given-names>
</name>
<name>
<surname>Berkheimer</surname>
<given-names>Z. A.</given-names>
</name>
<name>
<surname>Haggard</surname>
<given-names>M. K.</given-names>
</name>
<name>
<surname>Nielsen</surname>
<given-names>J. B.</given-names>
</name>
<name>
<surname>Nordin</surname>
<given-names>G. P.</given-names>
</name>
<name>
<surname>Woolley</surname>
<given-names>A. T.</given-names>
</name>
</person-group> (<year>2025</year>). <article-title>3D printed microfluidic devices for integrated immunoaffinity extraction, solid-phase extraction, and fluorescent labeling of preterm birth biomarkers</article-title>. <source>Precis. Chem.</source> <volume>3</volume> (<issue>5</issue>), <fpage>261</fpage>&#x2013;<lpage>271</lpage>. <pub-id pub-id-type="doi">10.1021/prechem.4c00092</pub-id>
<pub-id pub-id-type="pmid">40443764</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Jia</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2012</year>). <article-title>An integrated microfluidic chip for nucleic acid extraction and continued cdPCR detection of pathogens</article-title>. <source>Analyst</source> <volume>148</volume>, <fpage>27582766</fpage>. <pub-id pub-id-type="doi">10.1039/D3AN00271C</pub-id>
<pub-id pub-id-type="pmid">37194305</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jimenez-Lopez</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Carpena</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Louren&#xe7;o-Lopes</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Gallardo-Gomez</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Lorenzo</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Barba</surname>
<given-names>F. J.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Bioactive compounds and quality of extra virgin olive oil</article-title>. <source>Foods</source> <volume>9</volume> (<issue>8</issue>), <fpage>1014</fpage>. <pub-id pub-id-type="doi">10.3390/foods9081014</pub-id>
<pub-id pub-id-type="pmid">32731481</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kibar</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Sar&#x131;arslan</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Do&#x11f;anay</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Y&#x131;ld&#x131;z</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Usta</surname>
<given-names>O. B.</given-names>
</name>
<name>
<surname>&#xc7;etin</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Novel 3D-Printed microfluidic magnetic platform for rapid DNA isolation</article-title>. <source>Anal. Chem.</source> <volume>96</volume> (<issue>5</issue>), <fpage>1985</fpage>&#x2013;<lpage>1992</lpage>. <pub-id pub-id-type="doi">10.1021/acs.analchem.3c04412</pub-id>
<pub-id pub-id-type="pmid">38254336</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kirkoyun Uysal</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Eryildiz</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Demirci</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Fabrication of a microfluidic test device with a 3D printer and its combination with the loop mediated isothermal amplification method to detect Streptococcus pyogenes</article-title>. <source>Micromachines</source> <volume>15</volume> (<issue>3</issue>), <fpage>365</fpage>. <pub-id pub-id-type="doi">10.3390/mi15030365</pub-id>
<pub-id pub-id-type="pmid">38542612</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kutateladze</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Karchkhadze</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Bitskinashvili</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Vishnepolsky</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Ninidze</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Mikeladze</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Novel PCR-based technology for the detection of sunflower in edible and used cooking oils</article-title>. <source>Foods</source> <volume>13</volume> (<issue>23</issue>), <fpage>3760</fpage>. <pub-id pub-id-type="doi">10.3390/foods13233760</pub-id>
<pub-id pub-id-type="pmid">39682833</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Latino</surname>
<given-names>M. E.</given-names>
</name>
<name>
<surname>De Devitiis</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Corallo</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Viscecchia</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Bimbo</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Consumer acceptance and preference for olive oil Attributes-A review</article-title>. <source>Foods Basel, Switz.</source> <volume>11</volume> (<issue>23</issue>), <fpage>3805</fpage>. <pub-id pub-id-type="doi">10.3390/foods11233805</pub-id>
<pub-id pub-id-type="pmid">36496610</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Macdonald</surname>
<given-names>N. P.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Hall</surname>
<given-names>C. J.</given-names>
</name>
<name>
<surname>Reboud</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Crosier</surname>
<given-names>P. S.</given-names>
</name>
<name>
<surname>Patton</surname>
<given-names>E. E.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Assessment of biocompatibility of 3D printed photopolymers using zebrafish embryo toxicity assays</article-title>. <source>Lab a Chip</source> <volume>16</volume> (<issue>2</issue>), <fpage>291</fpage>&#x2013;<lpage>297</lpage>. <pub-id pub-id-type="doi">10.1039/c5lc01374g</pub-id>
<pub-id pub-id-type="pmid">26646354</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mascio</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Savoia</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Miazzi</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>Fanelli</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Dellino</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Piarulli</surname>
<given-names>L.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Insight into the european union community trademarks olive oils traceability: the use of DNA markers as the most effective approach</article-title>. <source>Trends Food Sci. and Technol.</source> <volume>151</volume>, <fpage>104615</fpage>. <pub-id pub-id-type="doi">10.1016/j.tifs.2024.104615</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Muneeswaran</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Branavan</surname>
<given-names>U.</given-names>
</name>
<name>
<surname>de Silva</surname>
<given-names>V. A.</given-names>
</name>
<name>
<surname>Dayabandara</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Hanwella</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Chandrasekharan</surname>
<given-names>N. V.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Genotyping SNPs and indels: a method to improve the scope and sensitivity of high-resolution melt (HRM) analysis based applications</article-title>. <source>Clin. Chim. Acta</source> <volume>562</volume>, <fpage>119897</fpage>. <pub-id pub-id-type="doi">10.1016/j.cca.2024.119897</pub-id>
<pub-id pub-id-type="pmid">39097157</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nguyen</surname>
<given-names>H. Q.</given-names>
</name>
<name>
<surname>Nguyen</surname>
<given-names>V. D.</given-names>
</name>
<name>
<surname>Phan</surname>
<given-names>V. M.</given-names>
</name>
<name>
<surname>Seo</surname>
<given-names>T. S.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>A novel point-of-care platform for rapid SARS-CoV-2 detection utilizing an all-in-one 3D-printed microfluidic cartridge and IoT technology</article-title>. <source>Sensors Actuators B Chem.</source> <volume>410</volume>, <fpage>135632</fpage>. <pub-id pub-id-type="doi">10.1016/j.snb.2024.135632</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Raieta</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Muccillo</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Colantuoni</surname>
<given-names>V.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>A novel reliable method of DNA extraction from olive oil suitable for molecular traceability</article-title>. <source>Food Chem.</source> <volume>172</volume>, <fpage>596</fpage>&#x2013;<lpage>602</lpage>. <pub-id pub-id-type="doi">10.1016/j.foodchem.2014.09.101</pub-id>
<pub-id pub-id-type="pmid">25442596</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Salah</surname>
<given-names>W. A.</given-names>
</name>
<name>
<surname>Nofal</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Review of some adulteration detection techniques of edible oils</article-title>. <source>J. Sci. Food Agric.</source> <volume>101</volume> (<issue>3</issue>), <fpage>811</fpage>&#x2013;<lpage>819</lpage>. <pub-id pub-id-type="doi">10.1002/jsfa.10750</pub-id>
<pub-id pub-id-type="pmid">32833235</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schlenker</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Juelg</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>L&#xfc;ddecke</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Paust</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Zengerle</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Hutzenlaub</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Nanobead handling on a centrifugal microfluidic LabDisk for automated extraction of cell-free circulating DNA with high recovery rates</article-title>. <source>Analyst</source> <volume>148</volume> (<issue>4</issue>), <fpage>932</fpage>&#x2013;<lpage>941</lpage>. <pub-id pub-id-type="doi">10.1039/D2AN01820A</pub-id>
<pub-id pub-id-type="pmid">36722841</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Srisomwat</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Bawornnithichaiyakul</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Khonyoung</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Tiyapongpattana</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Butcha</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Youngvises</surname>
<given-names>N.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Unveiling the potential of the capillary-driven microfluidic paper-based device integrated with smartphone-based for simultaneously colorimetric salivary ethanol and &#x25b3;9-tetrahydrocannabinol analysis</article-title>. <source>Talanta</source> <volume>280</volume>, <fpage>126770</fpage>. <pub-id pub-id-type="doi">10.1016/j.talanta.2024.126770</pub-id>
<pub-id pub-id-type="pmid">39208678</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Staples</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Dourou</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Liampa</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Sjaarda</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Moslinger</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Wong</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>A miniaturized system for rapid, isothermal detection of SARS-CoV-2 in human and environmental samples</article-title>. <source>Biomedicines</source> <volume>11</volume> (<issue>7</issue>), <fpage>2038</fpage>. <pub-id pub-id-type="doi">10.3390/biomedicines11072038</pub-id>
<pub-id pub-id-type="pmid">37509680</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sudhakar</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Chakraborty</surname>
<given-names>S. K.</given-names>
</name>
<name>
<surname>Mahanti</surname>
<given-names>N. K.</given-names>
</name>
<name>
<surname>Varghese</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Advanced techniques in edible oil authentication: a systematic review and critical analysis</article-title>. <source>Crit. Rev. Food Sci. Nutr.</source> <volume>63</volume> (<issue>7</issue>), <fpage>873</fpage>&#x2013;<lpage>901</lpage>. <pub-id pub-id-type="doi">10.1080/10408398.2021.1956424</pub-id>
<pub-id pub-id-type="pmid">34347552</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Toldr&#xe0;</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Chondrogiannis</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Hamedi</surname>
<given-names>M. M.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>A 3D paper microfluidic device for enzyme&#x2010;linked assays: application to DNA analysis</article-title>. <source>Biotechnol. J.</source> <volume>18</volume> (<issue>9</issue>), <fpage>2300143</fpage>. <pub-id pub-id-type="doi">10.1002/biot.202300143</pub-id>
<pub-id pub-id-type="pmid">37222181</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vorimore</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Aaziz</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>de Barbeyrac</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Peuchant</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Szyma&#x144;ska-Czerwi&#x144;ska</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Herrmann</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>A new SNP-based genotyping method for C. psittaci: application to field samples for quick identification</article-title>. <source>Microorganisms</source> <volume>9</volume> (<issue>3</issue>), <fpage>625</fpage>. <pub-id pub-id-type="doi">10.3390/microorganisms9030625</pub-id>
<pub-id pub-id-type="pmid">33803059</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xiao</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Toothpick DNA extraction combined with handheld LAMP microfluidic platform for simple and rapid meat authentication</article-title>. <source>Food Chem.</source> <volume>460</volume>, <fpage>140659</fpage>. <pub-id pub-id-type="doi">10.1016/j.foodchem.2024.140659</pub-id>
<pub-id pub-id-type="pmid">39111039</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yadav</surname>
<given-names>A. S.</given-names>
</name>
<name>
<surname>Galogahi</surname>
<given-names>F. M.</given-names>
</name>
<name>
<surname>Vashi</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Tran</surname>
<given-names>D. T.</given-names>
</name>
<name>
<surname>Kijanka</surname>
<given-names>G. S.</given-names>
</name>
<name>
<surname>Cha</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Synthesis and active manipulation of magnetic liquid beads</article-title>. <source>Biomed. Microdevices</source> <volume>26</volume> (<issue>2</issue>), <fpage>24</fpage>. <pub-id pub-id-type="doi">10.1007/s10544-024-00708-z</pub-id>
<pub-id pub-id-type="pmid">38709370</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhao</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Ye</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Bao</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2025</year>). <article-title>Optimization of DNA extraction from fish oil residuals based on magnetic bead method</article-title>. <source>Res. Square</source>. <pub-id pub-id-type="doi">10.21203/rs.3.rs-6489761/v1</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhong</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Automated and parallel microfluidic DNA extraction with integrated pneumatic microvalves/pumps and reusable open&#x2010;channel columns</article-title>. <source>ELECTROPHORESIS</source> <volume>44</volume> (<issue>9&#x2013;10</issue>), <fpage>825</fpage>&#x2013;<lpage>834</lpage>. <pub-id pub-id-type="doi">10.1002/elps.202200185</pub-id>
<pub-id pub-id-type="pmid">36694428</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>