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<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
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<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2026.1751315</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>A dual-loop chemostat to investigate multi-species biofilms on implant surfaces under adjustable flow conditions</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Reese</surname> <given-names>Jan-Ole</given-names></name>
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<contrib contrib-type="author">
<name><surname>Lund</surname> <given-names>Ingrid Maria Castro</given-names></name>
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<contrib contrib-type="author">
<name><surname>Haugen</surname> <given-names>H&#x00E5;vard Jostein</given-names></name>
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<name><surname>Saragliadis</surname> <given-names>Athanasios</given-names></name>
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<name><surname>Lyngstadaas</surname> <given-names>St&#x00E5;le Petter</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Linke</surname> <given-names>Dirk</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><label>1</label><institution>Department of Biosciences, University of Oslo</institution>, <city>Oslo</city>, <country country="no">Norway</country></aff>
<aff id="aff2"><label>2</label><institution>Department of Biomaterials, Institute of Clinical Dentistry, University of Oslo</institution>, <city>Oslo</city>, <country country="no">Norway</country></aff>
<aff id="aff3"><label>3</label><institution>Corticalis AS, Oslo Science Park</institution>, <city>Oslo</city>, <country country="no">Norway</country></aff>
<author-notes>
<corresp id="c001"><label>&#x002A;</label>Correspondence: Dirk Linke, <email xlink:href="mailto:dirk.linke@ibv.uio.no">dirk.linke@ibv.uio.no</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-13">
<day>13</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>17</volume>
<elocation-id>1751315</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>07</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2026 Reese, Lund, Haugen, Saragliadis, Lyngstadaas and Linke.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Reese, Lund, Haugen, Saragliadis, Lyngstadaas and Linke</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-13">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<p>Natural biofilms are typically composed of a mix of different microbial species and are often exposed to strong shear forces resulting from liquid flow. Simple biofilm models that attempt to study biofilms are based on a single species and on static growth conditions. To overcome these limitations, we developed a modular dual-loop reactor that decouples bacterial cultivation from hydrodynamic exposure, enabling independent control of nutrient availability (and thus, cell density) and flow rate (and thus, shear stress). Importantly, the system allows for testing different surface materials in a systematic manner. To validate our setup, we used a community of six keystone members of oral biofilms in conjunction with titanium materials of defined roughness that mimic dental implant surfaces. We found that biofilm mass, robustness, and species distribution not only differ significantly between static and dynamic growth conditions, but also vary strongly with different flow velocities. The biofilms formed under flow could be separated into two fractions, one that washed away very easily, and a more robust, basal layer. At low shear forces, overall biofilm mass was the highest, but at the expense of biofilm robustness. At medium shear forces, the robust fraction of the biofilm had the highest relative content of extracellular matrix. At the highest flow rates, the biofilm mass was low, but late colonizers (represented by the oral pathogens <italic>Porphyromonas gingivalis</italic> and <italic>Aggregatibacter actinomycetemcomitans</italic>) had the lowest relative abundance. This is in accordance with the concept that high flow of saliva reduces the risk of oral disease. Future applications of our system will include the systematic testing of antimicrobial coatings or surface design effects under defined flow regimes, opening the path toward better medical implants.</p>
</abstract>
<kwd-group>
<kwd>biofilm model</kwd>
<kwd>flow</kwd>
<kwd>implant materials</kwd>
<kwd>multi-species biofilm</kwd>
<kwd>oral biofilm</kwd>
<kwd>shear stress</kwd>
</kwd-group>
<funding-group>
<award-group id="gs1">
<funding-source id="sp1">
<institution-wrap>
<institution>Universitetet i Oslo</institution>
<institution-id institution-id-type="doi" vocab="open-funder-registry" vocab-identifier="10.13039/open_funder_registry">10.13039/501100005366</institution-id>
</institution-wrap>
</funding-source>
</award-group>
<award-group id="gs2">
<funding-source id="sp2">
<institution-wrap>
<institution>Norges Forskningsr&#x00E5;d</institution>
<institution-id institution-id-type="doi" vocab="open-funder-registry" vocab-identifier="10.13039/open_funder_registry">10.13039/501100005416</institution-id>
</institution-wrap>
</funding-source>
</award-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This work was supported by funding from the Research Council of Norway (Norges Forskningsr&#x00E5;d, grants 331752 and 332148).</funding-statement>
</funding-group>
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<fig-count count="3"/>
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<equation-count count="4"/>
<ref-count count="114"/>
<page-count count="17"/>
<word-count count="14437"/>
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<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Infectious Agents and Disease</meta-value>
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</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Biofilms form naturally under flowing conditions that require active surface attachment of microbial cells, in riverbeds and industrial water systems, in biological tissues and on medical devices. Fluid flow plays a crucial role in biofilm development by influencing mass transfer, nutrient diffusion, and local shear gradients within the biofilm matrix. Microstructures that develop under flow conditions, such as wrinkles and channels, aid the mass transfer of solutes and nutrients from the bulk fluid into deeper biofilm layers (<xref ref-type="bibr" rid="B22">Chen et al., 2024</xref>). Shear forces generated by fluid flow have been identified as one of the key factors driving structural adaptations in biofilms that cannot be replicated in static conditions (<xref ref-type="bibr" rid="B67">Liu and Tay, 2002</xref>). Enhanced shear stress leads to progressively thinner and denser biofilms characterized by a more compact and stable structure (<xref ref-type="bibr" rid="B21">Chang et al., 2020</xref>; <xref ref-type="bibr" rid="B62">Kwok et al., 1998</xref>; <xref ref-type="bibr" rid="B67">Liu and Tay, 2002</xref>; <xref ref-type="bibr" rid="B82">Pechaud et al., 2022</xref>; <xref ref-type="bibr" rid="B113">Zhang et al., 2022</xref>). Directly correlated is also the stimulated secretion of extracellular polymeric substances (EPS) under shear, benefiting the adhesion and structural integrity of biofilms (<xref ref-type="bibr" rid="B46">Hou et al., 2018</xref>; <xref ref-type="bibr" rid="B67">Liu and Tay, 2002</xref>). Incorporating flow into <italic>in vitro</italic> biofilm models revealed that biofilm phenotypes and gene expression patterns (particularly those related to virulence or adhesion) are fundamentally altered compared to their statically grown counterparts (<xref ref-type="bibr" rid="B75">Nailis et al., 2010</xref>). Given these profound flow-dependent effects on biofilm properties, accurate <italic>in vitro</italic> modeling necessitates the integration of representative hydrodynamic conditions.</p>
<p>Over the past 2 decades, increasingly sophisticated <italic>in vitro</italic> models have been developed that more closely mimic clinically relevant <italic>in vivo</italic> conditions. These provided various systems with distinct advantages and limitations. Static models cultivate bacteria directly in multi-well plates, employing different approaches: Biofilms can be formed on the well surface itself (<xref ref-type="bibr" rid="B95">Sharma et al., 2005</xref>), on substrate-discs (e.g., hydroxyapatite) placed on the bottom of the wells (<xref ref-type="bibr" rid="B38">Guggenheim et al., 2001</xref>), or on pegs inserted into the wells from above by employing a Calgary Biofilm Device (<xref ref-type="bibr" rid="B19">Ceri et al., 1999</xref>). While offering simplicity and high-throughput potential, these static models suffer from nutrient limitation and accumulation of metabolic byproducts (<xref ref-type="bibr" rid="B24">Coenye and Nelis, 2010</xref>), cannot incorporate any flow dynamics and often raise the question of whether the cells actively attach to presented surfaces or simply sediment down (<xref ref-type="bibr" rid="B86">Ramachandra et al., 2023</xref>).</p>
<p>Semi-dynamic models are primarily drip-fed systems, where growth medium is supplied by dripping it onto a substrate to cultivate biofilms under a thin fluid interface (<xref ref-type="bibr" rid="B1">Abdullah and Jakubovics, 2022</xref>). Using a drip-flow biofilm reactor, fluid flow is achieved by simply tilting the system to drain the liquid over the substrate surface (<xref ref-type="bibr" rid="B37">Goeres et al., 2009</xref>). In the case of the &#x201C;constant depth film fermenter&#x201D; (CDFF), excess biomass is removed by rotating scraper blades that sustain drip-fed biofilms at a uniform thickness (<xref ref-type="bibr" rid="B71">McBain, 2009</xref>; <xref ref-type="bibr" rid="B83">Pratten, 2007</xref>). While drip-fed systems achieve more consistent biofilm growth by constantly replenishing nutrients, their incorporation of flow, particularly in a controlled manner, remains limited. In contrast, advanced flow-through systems such as flow cells (<xref ref-type="bibr" rid="B80">Palmer and Caldwell, 1995</xref>), microfluidic chips (<xref ref-type="bibr" rid="B103">Tang et al., 2022</xref>) or microfluidic devices (<xref ref-type="bibr" rid="B12">Benoit et al., 2010</xref>) facilitate the simulation of fluid dynamics by precisely controlling flow conditions when passing bacterial culture through small channels. These systems excel at investigating biofilm formation and behavior on a microscopic level, with the benefit of real-time observation (<xref ref-type="bibr" rid="B8">Azeredo et al., 2017</xref>). However, their restricted working volumes and channel dimensions render them inadequate for creating entire biofilms on a macroscopic scale and across diverse substrates (<xref ref-type="bibr" rid="B112">Yawata et al., 2016</xref>), as often required for a comprehensive assessment of medical applications.</p>
<p>Lastly, the CDC (Centers for Disease Control and Prevention) biofilm reactor and the Modified Robbins device (MRD) represent fully dynamic biofilm systems on a larger scale, both harboring removable coupons or plugs, exposing a surface of interest to continuous culture flow (<xref ref-type="bibr" rid="B1">Abdullah and Jakubovics, 2022</xref>). The CDC reactor operates as a stirred-vessel system, where biofilm surfaces are located directly within the cultivation vessel and shear is generated through the rotational stirring motion (<xref ref-type="bibr" rid="B6">An et al., 2022</xref>; <xref ref-type="bibr" rid="B92">Rudney et al., 2012</xref>). While this design favors the optimization of cultivation conditions to achieve a steady-state culture, the exact flow exposure is difficult to determine, and the non-uniform mixing pattern created by the stirring motion leads to a certain heterogeneity between the different biofilm sites. The MRD, also called flow-over reactor, features removable plugs along a flow channel, presenting the biofilm surfaces into the flow under defined conditions (<xref ref-type="bibr" rid="B8">Azeredo et al., 2017</xref>; <xref ref-type="bibr" rid="B68">Luo et al., 2022</xref>). While traditional models connected the MRD in-line with bacterial culture or fresh medium (<xref ref-type="bibr" rid="B54">Kharazmi et al., 1999</xref>), recent models connected it to the efflux of a continuous culture to provide optimal biofilm growth conditions (<xref ref-type="bibr" rid="B16">Blanc et al., 2014</xref>). This configuration comes with a critical limitation: The flow rate within the MRD is directly coupled to the drainage outflow of the bioreactor. This coupling restricts experimental flexibility, as overly high flow rates in the MRD risk a washout of strains from the steady-state culture. At the same time, low flow rates may lead to nutrient starvation within the culture and/or biofilms.</p>
<p>To address these practical limitations in current methodologies, we developed an <italic>in vitro</italic> biofilm model that decouples flow dynamics from cultivation conditions. Our system improves previously reported configurations and enables the independent adaptation of both parameters, leading to a high reproducibility of the resulting biofilms. Employing a dual-cycle approach allows for maintaining precise control of flow velocity over target surfaces within the MRD during biofilm formation. At the same time, in- and outflow of the bioreactor can be individually regulated to achieve desired culture conditions, such as retaining steady-state conditions for optimal growth or inducing nutrient limitation. To demonstrate the capabilities of our decoupled flow-cultivation system, we selected oral biofilms on dental implants as a representative model system that combines the technical challenges of anaerobic multi-species cultivation with clinically relevant flow dynamics. Such relevant dynamic <italic>in vitro</italic> models are crucial to facilitate the development and evaluation of critically needed novel treatments for dental implant infections.</p>
<p>Dental implants have become the standard for tooth replacement in modern dentistry (<xref ref-type="bibr" rid="B18">Buser et al., 2012</xref>), improving not only oral health but also patients&#x2019; overall quality of life (<xref ref-type="bibr" rid="B51">Johannsen et al., 2012</xref>). Concurrently, the increasing prevalence of implant placement has led to a corresponding rise in peri-implantitis (<xref ref-type="bibr" rid="B7">Atieh et al., 2013</xref>; <xref ref-type="bibr" rid="B109">Warreth et al., 2015</xref>), infections characterized by inflammation and bone loss around osseointegrated implants. The main drivers for these infections are bacterial biofilms, which form on over 40% of dental implants (<xref ref-type="bibr" rid="B4">Algraffee et al., 2012</xref>).</p>
<p>These oral biofilms consist of complex, highly structured sessile microbial communities, self-embedded in extracellular polymeric matrix (<xref ref-type="bibr" rid="B69">Marsh, 2005</xref>), whose maturation is sequentially organized: Initial adhesion is facilitated by the presence of a pellicle (<xref ref-type="bibr" rid="B45">Hojo et al., 2009</xref>). This pellicle is formed by salivary-derived proteins (including mucins), which promote surface attachment of early colonizers such as <italic>Streptococci</italic> and <italic>Actinomyces</italic> (<xref ref-type="bibr" rid="B20">Chahal et al., 2022</xref>; <xref ref-type="bibr" rid="B59">Kolenbrander et al., 2002</xref>). Serving as &#x201C;anchors&#x201D; for subsequent colonization, the latter provide attachment sites for secondary/intermediate colonizers, including <italic>Veillonellae</italic> and <italic>Fusobacteria</italic>. These bridging species support the colonization of further species and form co-aggregates and mutualistic interspecies relationships, creating a metabolic network within the biofilm (<xref ref-type="bibr" rid="B60">Kolenbrander et al., 2010</xref>; <xref ref-type="bibr" rid="B114">Zhou et al., 2021</xref>). Eventually, late colonizers and potential pathogens, such as <italic>Porphyromonas gingivalis</italic> and <italic>Aggregatibacter actinomycetemcomitans</italic>, can integrate into the mature biofilm (<xref ref-type="bibr" rid="B98">Socransky et al., 1998</xref>). While all previous species are common within a healthy periodontal microbiome, the increased incorporation of these periodontal pathogens (dysbiosis) is strongly associated with periodontal disease, as they are a key driver of inflammatory processes (<xref ref-type="bibr" rid="B39">Hajishengallis et al., 2012</xref>; <xref ref-type="bibr" rid="B99">Socransky et al., 2002</xref>).</p>
<p>Besides their complex multi-species composition, another crucial factor to consider when studying these oral biofilms is their exposure to the highly dynamic environmental conditions within the oral cavity. Oral biofilms are typically challenged by constantly changing hydrodynamic and environmental conditions due to salivary fluid flow, which also transports planktonic bacteria between attachment sites (<xref ref-type="bibr" rid="B40">Hall et al., 2017</xref>). Beyond these general factors, the peri-implant environment presents even more complex flow dynamics: Connective tissue fibers orient only parallel to the implant, rather than inserting perpendicularly as they do with natural teeth. The absence of a natural periodontal ligament results in an enlarged sulcular space around the implant (<xref ref-type="bibr" rid="B13">Berglundh and Lindhe, 1996</xref>; <xref ref-type="bibr" rid="B32">Emecen-Huja et al., 2013</xref>). This sulcular space is flushed with an inflammatory secretion known as peri-implant sulcular fluid (PISF), analogous to gingival crevicular fluid (GCF) around natural teeth (<xref ref-type="bibr" rid="B49">Javed et al., 2011</xref>). Both PISF and GCF demonstrate significantly increased volumetric flow rates during inflammatory conditions (<xref ref-type="bibr" rid="B14">Bevilacqua et al., 2016</xref>): The flow of crevicular fluid is closely correlated with the severity of periodontal inflammation, serving as a direct indicator of tissue response; it increases markedly due to enhanced vascular permeability and epithelial ulceration at inflamed sites. While healthy gingiva produces minimal GCF, inflammation leads to a substantial rise in both volume and compositional complexity, transforming it into an exudate characteristic of inflammatory processes. In addition to the effects of increased fluid flow on biofilm formation, the associated enhancement in nutrient delivery promotes accelerated plaque accumulation and maturation at inflamed gingival margins (<xref ref-type="bibr" rid="B85">Quirynen et al., 1991</xref>). <xref ref-type="bibr" rid="B111">Yamamoto et al. (2021)</xref> reported a &#x223C;88% increase in blood flow in the peri-implantitis group compared with natural teeth. Similar increases have been reported in other animal models and other groups (<xref ref-type="bibr" rid="B53">Katz et al., 2025</xref>; <xref ref-type="bibr" rid="B70">Mayr et al., 2024</xref>; <xref ref-type="bibr" rid="B89">Rodr&#x00ED;guez-Mart&#x00ED;nez et al., 2006</xref>; <xref ref-type="bibr" rid="B102">Sugiyama et al., 2012</xref>), highlighting the importance of a model system that permits flow rate regulation.</p>
<p>Recognizing and understanding the complex interplay between flow conditions and biofilm growth is crucial for developing critically needed novel therapeutic approaches against peri-implantitis. These are traditionally evaluated in animal studies, whose increasing numbers raise significant ethical concerns, alongside practical limitations regarding cost and scalability (<xref ref-type="bibr" rid="B17">Blanc-Sylvestre et al., 2021</xref>; <xref ref-type="bibr" rid="B34">Faggion, 2015</xref>; <xref ref-type="bibr" rid="B33">Faggion jr et al., 2016</xref>; <xref ref-type="bibr" rid="B91">Rovida, 2009</xref>). An alternative is to implement <italic>in vitro</italic> biofilm models that replicate key aspects of the oral environment, simulating bacterial colonization of implant surfaces under controlled laboratory conditions.</p>
<p>When examining biomedical treatments such as debridement applications, mechanically robust biofilms are essential for accurate testing. Weakly attached biofilms would be non-specifically removed during routine washing steps of controls, masking genuine treatment effects. Higher rigidity in biofilms, making them suitable for rigorous experimental testing, can be achieved by applying shear stress during cultivation. For instance, <xref ref-type="bibr" rid="B101">Stoodley et al. (2002)</xref> demonstrated that subgingival biofilms formed under high-shear conditions exhibited stronger surface attachment and greater cohesive strength than their low-shear counterparts. This principle guided our approach to using our dynamic <italic>in vitro</italic> model to investigate how varied flow velocities affect the mechanical properties of biofilms on implant surfaces, aiming to identify optimal conditions for debridement testing. The inclusion of six common and representative species from subgingival plaque (<xref ref-type="bibr" rid="B98">Socransky et al., 1998</xref>) aimed to reveal the effects of flow on biomass, structural integrity, and species composition in our mixed microbial community.</p>
<p>The central aim of this study was to develop and characterize a dynamic <italic>in vitro</italic> biofilm model that decouples biofilm flow exposure from bioreactor cultivation conditions. The versatility of this system extends beyond the oral biofilm demonstration, which was presented to illustrate the model&#x2019;s capabilities. An independent control of hydrodynamic and cultivation parameters enables systematic investigation of flow effects across any biofilm-forming community, from single-species industrial biofilms to polymicrobial infections. By replicating physiological flow conditions while optimizing growth conditions to specific microbial consortia, the model is particularly suited to simulate clinical scenarios on various biomaterials: From low-shear orthopedic implants to high-shear urinary catheters, vascular grafts or prosthetic heart valves. Cultivation conditions can also be adjusted to investigate how nutrient availability or environmental factors modulate biofilm properties under flow. This approach shifts biofilm research from the constraints of coupled or in-line systems towards flexible, physiologically relevant <italic>in vitro</italic> models.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="S2.SS1">
<label>2.1</label>
<title>Bacterial strains and culture conditions</title>
<p>Bacterial strains were selected based on previous publications (<xref ref-type="bibr" rid="B16">Blanc et al., 2014</xref>; <xref ref-type="bibr" rid="B47">Hussain et al., 2024</xref>) and obtained from the respective labs. Strains used in the study were as follows; <italic>Streptococcus oralis</italic> NCTC 11427, <italic>Actinomyces naeslundii</italic> ATCC 19039, <italic>Veillonella parvula</italic> NCTC 11810, <italic>Fusobacterium nucleatum</italic> DSM 20482, <italic>Porphyromonas gingivalis</italic> ATCC 33277 and <italic>Aggregatibacter actinomycetemcomitans</italic> DSM8324. All strains were initially cultivated on blood agar plates (Blood Agar Base No. 2, VWR Chemicals, Leuven, Belgium), supplemented with 5% (v/v) defibrinated sheep blood (Thermo Scientific Oxoid, Basingstoke, United Kingdom), 5.0 mg L<sup>&#x2013;1</sup> hemin (Fisher Scientific, Loughborough, United Kingdom) and 0.5 mg L<sup>&#x2013;1</sup> menadione/vit. K<sub>3</sub> (Sigma-Aldrich, St. Louis, MO, United States). Liquid cultures were grown in modified brain-heart infusion medium (BHI), containing 37 g L<sup>&#x2013;1</sup> BHI broth (VWR Chemicals, Leuven, Belgium), 5.0 mg L<sup>&#x2013;1</sup> hemin (Fisher Scientific, Loughborough, United Kingdom), 2.5 g L<sup>&#x2013;1</sup> mucin (porcine, type II), 1 g L<sup>&#x2013;1</sup> yeast extract, 2 g L<sup>&#x2013;1</sup> sodium bicarbonate, 0.5 mg L<sup>&#x2013;1</sup> menadione/vit. K<sub>3</sub>, 0.5 g L<sup>&#x2013;1</sup> cysteine and 0.1 g L<sup>&#x2013;1</sup> glutamic acid (Sigma-Aldrich, St. Louis, MO, United States).</p>
<p>To ensure anaerobic conditions, the medium was prepared in a Widdel flask (<xref ref-type="bibr" rid="B63">Laso-P&#x00E9;rez et al., 2018</xref>) and dispensed into glass tubes sealed with butyl rubber stoppers using the Hungate technique, as described by <xref ref-type="bibr" rid="B110">Widdel (1980)</xref>. A gas mixture of N<sub>2</sub>/CO<sub>2</sub> (95:5, v/v) was used to equilibrate the pH of the bicarbonate-buffered medium to 7.2. All cultures were incubated at 37 &#x00B0;C under anaerobic conditions for 24&#x2013;72 h.</p>
</sec>
<sec id="S2.SS2">
<label>2.2</label>
<title>Continuous culture set-up coupled to flow-controlled biofilm formation</title>
<p>In order to achieve the independent adjustment of flow condition for biofilm formation and bacterial cultivation, both systems were separated into independent cycles (<xref ref-type="fig" rid="F1">Figure 1</xref>). Cultivation cycle (red): Cells were grown in a 100 mL glass vessel, utilizing a Y-shaped outlet for gas and culture to maintain the culture volume at 50 mL. Excess culture was thus expelled from the system by the gas inflow pressure, once the surface level reached the branching point of the outlet, as described by <xref ref-type="bibr" rid="B26">Cypionka (1986)</xref>. Reservoir medium and chemostat culture were kept under an atmosphere of N<sub>2</sub>/CO<sub>2</sub> (95:5, v/v) to maintain anoxic conditions. Fresh medium was fed into the culture vessel at a constant flow rate (<italic>F</italic>), entering combined with the gas inflow through a flow-break to avoid backflow contamination. Steady-state conditions were established by adjusting <italic>F</italic> to set a dilution rate (<italic>D</italic>) of the chemostat that matched the growth rate of the culture (<xref ref-type="bibr" rid="B31">Drake and Brogden, 2014</xref>). The continuous culture was incubated at 37 &#x00B0;C in a water bath and stirred magnetically at 350 rpm. A sampling port (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 1</xref>) permitted periodic OD<sub>600</sub> and pH measurements to confirm steady-state conditions.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Schematic representation of the flow-controlled biofilm model. Red tubing displays the cultivation cycle, blue tubing the flow-controlled biofilm formation cycle. <bold>(A)</bold> Reservoir medium carboy with sterile filtered gas inlet. <bold>(B)</bold> Culture vessel with magnetically stirred continuous culture. The vessel is placed in a temperature-regulated water bath. <bold>(C)</bold> Waste carboy for culture outflow with gas exhaust. Gas-wash bottle containing 0.5 M NaOH was connected subsequently (not shown). <bold>(D)</bold> Modified Robbins-device (MRD) flow-through chamber with removable sampling plugs holding surface discs for biofilm formation. <bold>(E)</bold> Magnification into the MRD flow-channel cross-section, showing how the sample plugs present only the disk surface to the culture flow.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-17-1751315-g001.tif">
<alt-text content-type="machine-generated">Illustration of a biochemical process setup showing interconnected bottles labeled A, B, and C, each with liquid inside. Peristaltic pumps move liquid and gas between bottles via tubing. Bottle A and C are connected to a nitrogen and carbon dioxide gas source. Bottle B has a stopper with multiple tubes. Panel D shows a section with a seesaw motion mechanism, and panel E zooms in on a gas outflow area.</alt-text>
</graphic>
</fig>
<p>Biofilm formation cycle (blue): Two separate sampling ports allowed the independent extraction and refeeding of the culture, without altering the culture conditions. Exact adjustment of flow rate within this cycle was facilitated using a peristaltic pump (Ismatec Reglo Digital Miniflex; Masterflex, United States), leading fresh culture through a Modified Robbins Device (MRD). The MRD is an artificial multiport sampling flow-through chamber, allowing continuous flow of culture over removable sampling plugs (<xref ref-type="fig" rid="F1">Figure 1E</xref>), which hold coins that present the surface of interest for biofilm formation (<xref ref-type="bibr" rid="B54">Kharazmi et al., 1999</xref>).</p>
<p>Based on the cross-sectional area (<italic>A</italic>) of 1.21 cm<sup>2</sup> in the flow channel of our MRD (MPMR-10PSF, Tyler Research Corp., Alberta, Canada) and the volumetric flow rate (<italic>Q</italic>) set by the peristaltic pump, the exact flow velocity (<inline-formula><mml:math id="INEQ1"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo>&#x2192;</mml:mo></mml:mover></mml:math></inline-formula>) to which the biofilms are exposed was calculated:</p>
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<p>The Reynolds number (Re) for the flow within the modified Robbins device was estimated to characterize the hydrodynamic regime, assuming water-like properties of the growth medium at 37 &#x00B0;C (density &#x03C1; = 997 kg m<sup>&#x2013;3</sup>, dynamic viscosity &#x03BC; = 0.0007 Pa&#x22C5;s) and a hydraulic diameter of 12.4 mm, corresponding to a channel cross-sectional area of 1.21 cm<sup>2</sup>. Flow velocities of 8, 16, and 32 cm min<sup>&#x2013;1</sup> (0.00133&#x2013;0.00533 m s<sup>&#x2013;1</sup>) yielded Reynolds numbers of approximately 24, 47, and 94, respectively. These values indicate fully laminar flow conditions in the Robbins device. The Reynolds number (Re) was calculated to characterize the flow regime within the Robbins device using the following relation:</p>
<disp-formula id="S2.Ex2">
<mml:math id="M2">
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<p>where: Re = Reynolds number (dimensionless), &#x03C1; = fluid density (kg&#x22C5;m<sup>&#x2013;3</sup>), v = average flow velocity (m&#x22C5;s<sup>&#x2013;1</sup>), D = hydraulic diameter of the flow channel (m), and &#x03BC; = dynamic viscosity of the fluid (Pa&#x22C5;s).</p>
<p>Incubation of biofilms at 37 &#x00B0;C was facilitated by placing the MRD within a separate incubator. The device was mounted on a rocker shaker (Thermo Fisher Scientific), slowly tilting the MRD in a seesaw motion to &#x00B1; 15&#x00B0; at 1 rpm. This allowed gas bubbles, formed by bacterial gas production, to escape the system while preventing the deposition of cell debris in the flow channel, especially at lower flow rates. The total working volume of the cultivation system was 100 mL, which included both the culture vessel and the recirculating components (tubing and MRD) of the continuous flow setup.</p>
</sec>
<sec id="S2.SS3">
<label>2.3</label>
<title>Preparation of titanium surfaces</title>
<p>To emulate peri-implantitis infections in the biofilm model, the sampling plugs (<italic>n</italic> = 10) of the MRD were equipped with studs of grade II titanium, presenting a disc surface area of 50 mm<sup>2</sup>. Titanium surfaces were modified to resemble the rough features of dental implants, characteristic of commercial OsseoSpeed<sup>&#x00AE;</sup> surfaces (Dentsply Sirona, Charlotte, United States). These were produced according to a previously described procedure (<xref ref-type="bibr" rid="B29">De Lauretis et al., 2025b</xref>). In short, stud surfaces were grit-blasted and sequentially washed with (1) 40% v/v NaOH, (2) 50% v/v HNO<sub>3</sub>, and (3) MilliQ water in an ultrasonic bath; upon reaching a neutral pH, the surfaces were acid-etched in 0.2% v/v HF at pH 2.1 for 2 min. The treated surfaces were stored at room temperature in EtOH until utilization. The treated stud surface exhibited moderate roughness, with a Sa of approximately 2.1 &#x03BC;m effective fluid retention in the core region (Sci &#x2248; 1.5), negative skewness (Ssk &#x2248;&#x2212;0.3) and high kurtosis (Sku &#x2248; 4) (<xref ref-type="bibr" rid="B28">De Lauretis et al., 2025a</xref>; <xref ref-type="bibr" rid="B107">Wang et al., 2025</xref>).</p>
</sec>
<sec id="S2.SS4">
<label>2.4</label>
<title>Preparation of dynamic multi-species oral biofilms</title>
<p>The modified BHI medium described earlier was used as a growth medium for the cultivation of a multi-species oral community within the chemostat model. Anoxic conditions were created by autoclaving the medium directly in the reservoir carboy and flushing the headspace with N<sub>2</sub>/CO<sub>2</sub> (95:5, v/v), while still hot. Potentially remaining oxygen traces were reduced by the subsequent addition of cysteine as described above. The whole system was then filled with the growth medium, while constantly kept under an anoxic atmosphere, and operated overnight to ensure sterility and facilitate anoxic conditions. The CO<sub>2</sub> concentration of 5% in the system atmosphere kept a pH of 7.2 in the bicarbonate-buffered medium. The flow rate of the peristaltic pump, leading medium/culture through the MRD in the biofilm cycle, was adjusted independently for each run to flow velocities of 8&#x2013;40 cm&#x22C5;min<sup>&#x2013;1</sup>.</p>
<p>A pooled bacterial inoculum was prepared by combining pre-cultures of all six bacterial strains. Individual strains were grown under anaerobic conditions as described above until mid-exponential phase. Strain ratios of the inoculum were adjusted to create a starting culture in the bioreactor, consisting of 10<sup>3</sup> colony-forming units (CFU)/mL of <italic>S. oralis</italic>, 10<sup>4</sup> CFU/mL of <italic>V. parvula</italic> and <italic>A. naeslundii</italic>, 10<sup>5</sup> CFU/mL of <italic>F. nucleatum</italic> and 10<sup>6</sup> CFU/mL of <italic>A. actinomycetemcomitans</italic> and <italic>P. gingivalis</italic>. The system was initially operated in batch mode for 12 h, to allow the culture to establish, while determining the doubling time by regular measurements of optical density (OD<sub>600</sub>). A reactor residence time was chosen accordingly, matching the doubling time to ensure that the culture is neither washed out by too high, nor starved by too low medium turnover. Flow rate of the growth medium feed was therefore calculated, according to:</p>
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<mml:mpadded width="+5pt">
<mml:mi>e</mml:mi>
</mml:mpadded>
<mml:mo>&#x2062;</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>&#x2062;</mml:mo>
<mml:mi>i</mml:mi>
<mml:mo>&#x2062;</mml:mo>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>The reactor system was then incubated in continuous culture for 72 h. Subsequently, biofilms formed on the titanium stubs in the MRD were removed and gently rinsed in sterile Ringer&#x2019;s solution (100 mM NaCl, 4 mM KCl, 2 mM CaCl<sub>2</sub>&#x22C5;2H<sub>2</sub>O, 1 mM MgCl<sub>2</sub>&#x22C5;6H<sub>2</sub>O, 30 mM Na(CH<sub>3</sub>COO)&#x22C5;3H<sub>2</sub>O; pH 7.0) to remove loosely attached cells. Harvested biofilms were either processed immediately for downstream analysis or stored at &#x2212;20 &#x00B0;C for subsequent DNA extraction.</p>
</sec>
<sec id="S2.SS5">
<label>2.5</label>
<title>Preparation of static multi-species oral biofilms</title>
<p>Biofilms were prepared under static conditions to provide an additional reference: Grade II titanium discs with a surface area of 30 mm<sup>2</sup>, prepared analogous to the MRD studs described above, were placed within the wells of a non-treated, polystyrene 24-well tissue culture plate (VWR International, Leuven, Belgium). Wells were filled with 1.5 mL mixed bacterial culture matching the initial bioreactor inoculum and incubated under an anoxic atmosphere of N<sub>2</sub>/CO<sub>2</sub> (95:5, v/v) for 84 h. Processing of static biofilm discs was conducted analogously to MRD studs.</p>
</sec>
<sec id="S2.SS6">
<label>2.6</label>
<title>Assessment of mechanical biofilm resistance by standardized washing procedure</title>
<p>A portion of all sampled biofilms was immediately assessed for structural integrity and surface adhesion strength by subjecting the samples to a standardized washing procedure (marked as &#x201C;washed&#x201D; biofilms). In contrast to biofilms marked as &#x201C;untreated,&#x201D; these biofilms were immediately after sampling exposed to five consecutive rinses with 1 mL sterile NaCl (0.9%). The washing fluid was directly applied to the biofilm surface in a uniform pattern and strength.</p>
</sec>
<sec id="S2.SS7">
<label>2.7</label>
<title>Total biomass determination</title>
<p>To measure the total biofilm biomass, samples were first air-dried at 37 &#x00B0;C for 15 min to stabilize the structure and prevent detachment during subsequent processing. The biomass adhering to the titanium surface was then stained with 0.1% crystal violet (CV) solution for 30 min. Following staining, the stubs were washed four times with 2 mL of Ringer&#x2019;s solution to remove excess unbound dye. The bound CV was then extracted from the biofilms using 96% ethanol, aided by rigorous vortexing and ultrasonication. Absorbance of the solubilized CV, correlating to biofilm biomass, was measured at 590 nm using an Epoch 2 microplate spectrophotometer (Agilent BioTek, VT, United States). Titanium stubs incubated in sterile modified BHI medium were processed identically and used as blank/background controls.</p>
</sec>
<sec id="S2.SS8">
<label>2.8</label>
<title>DNA extraction</title>
<p>Genomic DNA was extracted from biofilms using a modified phenol-chloroform method optimized for mixed microbial populations on titanium surfaces. To ensure complete DNA recovery from all cells, including those firmly adhered to the titanium surface, lysis was performed directly on the titanium stubs. Briefly, biofilms were subjected to three freeze/thaw cycles followed by enzymatic lysis in buffer containing 20 mM Tris&#x22C5;HCl (pH 8.0), 2 mM EDTA, 1.2% Triton X-100, 0.1% Tween-20, and 20 mg/mL lysozyme. Biofilm detachment was facilitated by vigorous vortexing, followed by ultrasonication (20 min, 37 &#x00B0;C), and then incubation at 37 &#x00B0;C for an additional 30 min to complete cell lysis. Protein digestion was performed using Proteinase K (20 mg/mL) in complete lysis buffer (100 mM Tris-HCl, pH 8.0, 20 mM EDTA, 200 mM NaCl, 2% SDS) at 56 &#x00B0;C for 1 h.</p>
<p>DNA was extracted from the lysate by mixing with an equal volume of phenol:chloroform:isoamyl alcohol (25:24:1; saturated with 10 mM Tris, 1 mM EDTA, pH 8.0) and separating the phases by centrifugation (16,000 &#x00D7; g, 5 min). The aqueous phase was reextracted accordingly with one volume chloroform:isoamyl alcohol (24:1) to remove potential phenol contaminations. Precipitation of DNA was performed by adding 1/10 volume of 3 M sodium acetate, 1 &#x03BC;L of glycogen (20 &#x03BC;g/&#x03BC;L), and 2.5 volumes of ice-cold absolute ethanol, followed by overnight incubation at &#x2212;20 &#x00B0;C. The precipitated DNA was collected by centrifugation (16,000 &#x00D7; g, 30 min, 4 &#x00B0;C), washed twice with 70% ethanol, air-dried, and resuspended in 50 &#x03BC;L of 10 mM Tris-HCl (pH 8.0). Concentration and purity were assessed using a NanoDrop ND-1000 spectrophotometer (Thermo Fisher Scientific, DE, United States).</p>
</sec>
<sec id="S2.SS9">
<label>2.9</label>
<title>Species-specific quantification by quantitative PCR</title>
<p>Quantitative PCR was employed to determine the abundance of each bacterial species within the multi-species biofilms. A novel highly species-specific primer set was designed for all six strains used in this study, targeting the RNA polymerase beta-subunit gene (<italic>rpoB</italic>). This target gene was selected since it offers several advantages, compared to the traditionally targeted multi-copy 16S rRNA gene: As a single-copy housekeeping gene, <italic>rpoB</italic> prevents the overestimation of species abundance while concurrently offering a better resolution at the species level (<xref ref-type="bibr" rid="B3">Ad&#x00E9;kambi et al., 2009</xref>; <xref ref-type="bibr" rid="B79">Ogier et al., 2019</xref>).</p>
<p>All primer pairs, as listed in <xref ref-type="table" rid="T1">Table 1</xref>, were designed to have similar yet distinctive amplicon lengths (114&#x2013;198 bp) and compatible annealing temperatures (&#x223C;65 &#x00B0;C) to enable simultaneous amplification in a single qPCR run. Primer specificity was confirmed by BLAST analysis against the NCBI database, and potential off-target amplification was experimentally evaluated against genomic DNA from each species in the biofilm model to ensure specificity in a mixed community.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Newly developed qPCR primers used in this study.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left">Target species</th>
<th valign="top" align="left">Strain ID</th>
<th valign="top" align="left">Gene</th>
<th valign="top" align="left">Primer sequence</th>
<th valign="top" align="center">Amplicon size (bp)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><italic>S. oralis</italic></td>
<td valign="top" align="left">NCTC 11427</td>
<td valign="top" align="left"><italic>rpoB</italic></td>
<td valign="top" align="left">F-ACAGGCGAAATCAAGACCCAA<break/> R-GCGGACCAACTGAGAAACG</td>
<td valign="top" align="center">114</td>
</tr>
<tr>
<td valign="top" align="left"><italic>A. naeslundii</italic></td>
<td valign="top" align="left">ATCC 19039</td>
<td valign="top" align="left"><italic>rpoB</italic></td>
<td valign="top" align="left">F-GTACCCACCGACACCATCTG<break/> R-CGACGAGACCCACTACCTGA</td>
<td valign="top" align="center">198</td>
</tr>
<tr>
<td valign="top" align="left"><italic>V. parvula</italic></td>
<td valign="top" align="left">NCTC 11810</td>
<td valign="top" align="left"><italic>rpoB</italic></td>
<td valign="top" align="left">F-TGAGTGGTTCTTGGAGAGTGG<break/> R-CGAAGTGGTGCTGCGTAAG</td>
<td valign="top" align="center">168</td>
</tr>
<tr>
<td valign="top" align="left"><italic>F. nucleatum</italic></td>
<td valign="top" align="left">DSM 20482</td>
<td valign="top" align="left"><italic>rpoB</italic></td>
<td valign="top" align="left">F-TCAACAACAACTCCTTTAGAACCA<break/> R-GAGAAACAGAACCACCTGCTG</td>
<td valign="top" align="center">118</td>
</tr>
<tr>
<td valign="top" align="left"><italic>P. gingivalis</italic></td>
<td valign="top" align="left">ATCC 33277</td>
<td valign="top" align="left"><italic>rpoB</italic></td>
<td valign="top" align="left">F-TGGGGAGATAGTAGGTGACGA<break/> R-CAGATTGTGGCAGAGAGGGG</td>
<td valign="top" align="center">130</td>
</tr>
<tr>
<td valign="top" align="left"><italic>A. actinomycetemcomitans</italic></td>
<td valign="top" align="left">DSM 8324</td>
<td valign="top" align="left"><italic>rpoB</italic></td>
<td valign="top" align="left">F-TTTCACATCGGAGGCTTTTTCAC<break/> R-TATCGTGTATATCGGTGCGGAAG</td>
<td valign="top" align="center">136</td>
</tr>
</tbody>
</table></table-wrap>
<p>qPCR reactions were performed with a total volume of 10 &#x03BC;L, containing 5 &#x03BC;L of SYBR qPCR Master Mix (VWR, Leuven, Belgium), 0.25 &#x03BC;L of 10 &#x03BC;M forward/reverse primer (final concentration per reaction: 0.25 &#x03BC;M, each), 2 &#x03BC;L of template DNA, 2% dimethyl sulfoxide (DMSO) and rest nuclease-free water. Amplification was carried out in a LightCycler<sup>&#x00AE;</sup> 96 System (Roche, Switzerland) with the following thermal cycling conditions: Initial denaturation at 95 &#x00B0;C for 15 min, followed by 40 cycles of denaturation at 95 &#x00B0;C for 15 s and annealing/extension at 66 &#x00B0;C for 30 s with fluorescence acquisition. A melt curve analysis was performed after each run (66&#x2013;95 &#x00B0;C with 0.2 &#x00B0;C increments). All samples were run in triplicates and data analysis was carried out using the LightCycler<sup>&#x00AE;</sup> 96 Application Software (V1.1, Roche Diagnostics).</p>
<p>Standard curves for species quantification were generated from pure cultures of all individual species, and the performance of qPCR primers-pairs was assessed as described by <xref ref-type="bibr" rid="B58">Knutsson et al. (2002)</xref>. For each species, 10-fold dilutions of DNA with known concentration were prepared within the range of 10 ng &#x2013; 1 pg total DNA per reaction. Generating a standard curve of these dilutions against the resulting quantification cycle (C<sub><italic>q</italic></sub>) values, to acquire the slope of the log-linear range (<italic>s</italic>), allows to calculate the amplification efficiency (<italic>E</italic>) for each primer pair (<xref ref-type="bibr" rid="B56">Klein et al., 1999</xref>):</p>
<disp-formula id="S2.Ex4">
<mml:math id="M4">
<mml:mrow>
<mml:mi>E</mml:mi>
<mml:mo>=</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mn>10</mml:mn>
<mml:mrow>
<mml:mo>-</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:msup>
<mml:mo>-</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Since all strains harbor only a single copy of the targeted <italic>rpoB</italic> gene, relative abundances of species within the mixed biofilms were determined as percentage of g DNA relative to the total detected DNA amount in each sample.</p>
</sec>
<sec id="S2.SS10">
<label>2.10</label>
<title>Statistical analysis</title>
<p>Data plotting and statistical analysis were performed using the software Origin2022b (OriginLab Corp., MA, United States) and StataSE 17 (StataCorp, TX, United States). Each flow rate was evaluated in two separate bioreactor runs (biological replicates), each containing ten individual titanium surfaces (technical replicates). The sample size (<italic>n</italic>) for each group (Untreated/Washed) is indicated alongside the respective results. Initially, normal distribution of datapoints within the groups (Untreated/Washed) was assessed by Shapiro-Wilk test. Significance levels within groups were determined either by one-way ANOVA for normally distributed data, or by Kruskal-Wallis test for non-normally distributed data. Pairwise comparisons between flow rates within each group were conducted using two-sample <italic>t</italic>-test for normally distributed data, or Mann-Whitney U test for non-normally distributed data. Statistical significance was set at <italic>p</italic> &#x003C; 0.05.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>A six-species bacterial consortium was selected for the <italic>in vitro</italic> model, representing each stage of the typical colonization sequence in natural oral biofilms and implant-related infections: The early colonizers <italic>Streptococcus oralis</italic> and <italic>Actinomyces naeslundii</italic> were incorporated to facilitate initial adhesion to the implant-like titanium surface. As representative middle colonizers, <italic>Veillonella parvula</italic> and <italic>Fusobacterium nucleatum</italic> were chosen to establish a bridging network that supports further bacterial recruitment and inter-species metabolic relationships within the developing biofilm. The consortium was completed with the late colonizers and periodontal pathogens <italic>Porphyromonas gingivalis</italic> and <italic>Aggregatibacter actinomycetemcomitans</italic>, which integrate into mature biofilm structures and drive inflammatory responses during <italic>in vivo</italic> peri-implant infections. This consortium has been described previously by <xref ref-type="bibr" rid="B93">S&#x00E1;nchez et al. (2011)</xref> and <xref ref-type="bibr" rid="B16">Blanc et al. (2014)</xref> as an appropriate species selection to produce representative biofilms under both, static and dynamic conditions.</p>
<p>For the reactor-inoculum, species ratios were adapted from <xref ref-type="bibr" rid="B16">Blanc et al. (2014)</xref>. However, species concentrations were proportionally increased to achieve an initial OD<sub>600</sub> of 0.1 in the reactor culture. This elevated inoculum density was implemented to prevent species washout during culture establishment, accounting for the short reactor residence time required to maintain the mixed culture under optimal continuous growth conditions. All selected strains demonstrated successful co-cultivation in the reactor culture and formed stable mixed-species biofilms on titanium surfaces, with species diversity maintained throughout cultivation as confirmed by qPCR detection of all consortium members (see section 3.3).</p>
<sec id="S3.SS1">
<label>3.1</label>
<title>Optimization of qPCR setup and performance</title>
<p>Initial qPCR experiments revealed that samples containing <italic>A. naeslundii</italic> DNA presented an elevated baseline fluorescence prior to amplification, with values of approximately double those of the five remaining strains (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 2</xref>). Analysis of a 5-fold dilution series revealed that this initial baseline fluorescence increased proportionally with <italic>A. naeslundii</italic> template concentration (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 3A</xref>). While low DNA concentrations of 0.2 ng/&#x03BC;L presented no elevation, high DNA concentrations (25 ng/&#x03BC;L) produced baseline fluorescence approximately four times higher than reference measurements. Consequently, qPCR analysis of <italic>A. naeslundii</italic> DNA at higher concentrations showed a delayed progression to the amplification threshold, incorrect assignment of C<sub><italic>q</italic></sub> values, and reduced reproducibility between replicates (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 3B</xref>).</p>
<p>Initially, we suspected that impurities were the origin of this background fluorescence. Switching the DNA extraction method from commercial extraction kits to the phenol-based method presented in this study improved the DNA purity (based on 260/280 and 260/230 ratios). Yet the background fluorescence issue persisted, ruling out contaminants as the cause. Hence, it was concluded that the cause must involve the nucleic acid material itself. Although this specific issue has not been described so far for <italic>A. naeslundii</italic> qPCR analysis, this species is known for a characteristically high GC content (<xref ref-type="bibr" rid="B74">Morou-Bermudez and Burne, 1999</xref>), which increases resistance to initial denaturation and promotes formation of secondary structures (<xref ref-type="bibr" rid="B35">Gibson, 2022</xref>). In order to prevent the presence of double-stranded regions or hairpins, potentially binding SYBR dye in the early qPCR phase, the preincubation for DNA denaturation (95 &#x00B0;C) was extended to 15 min.</p>
<p>Further, the addition of various concentrations of betaine and DMSO was examined (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 4</xref>), as these have been shown to improve qPCR performance of GC-rich templates (<xref ref-type="bibr" rid="B42">Henke et al., 1997</xref>; <xref ref-type="bibr" rid="B94">Shammas et al., 2001</xref>). While betaine annihilated fluorescence baseline elevation at all tested concentrations, it also delayed template amplification and compromised inter-replicate consistency. Conversely, DMSO addition improved both template amplification and reproducibility, while successfully counteracting increased baseline fluorescence. The optimal concentration was determined to be at 2% DMSO, which reduced baseline fluorescence to levels corresponding to reference measurements of the other species, while concurrently achieving the lowest C<sub><italic>q</italic></sub> and best reproducibility (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 4B</xref>). After experimentally confirming that 2% DMSO does not impair the amplification of the remaining five target strains used in this study, this concentration was incorporated into the MasterMix for all subsequent qPCR measurements.</p>
<p>In order to find the ideal common annealing temperature for all six primer-pairs, a gradient qPCR was carried out, assessing annealing temperatures between 62 and 69 &#x00B0;C. The optimal annealing temperature was established at 66 &#x00B0;C, which allows for specific annealing and the absence of dimers while ensuring uninhibited amplification (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 5</xref>). Standard calibration curves with genomic DNA demonstrated linear dynamic ranges between 10<sup>&#x2013;5</sup> and 10<sup>&#x2013;9</sup> mg DNA for all strains (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 6</xref>). All standard curves exhibited strong linearity, with correlation coefficients (<italic>R</italic><sup>2</sup>) of &#x2265; 0.998. As shown in <xref ref-type="table" rid="T2">Table 2</xref>, qPCR amplification efficiencies ranged between 97 and 102% for most primer pairs, with the exceptions of <italic>V. parvula</italic> and <italic>F. nucleatum</italic>, reaching efficiencies of 92 and 81%, respectively. Although the <italic>F. nucleatum</italic> showed a slightly lower efficiency, this is still within the acceptable range for quantitative qPCR applications (<xref ref-type="bibr" rid="B43">Hermann-Bank et al., 2013</xref>; <xref ref-type="bibr" rid="B78">Nybo, 2011</xref>). Further, the use of species-specific standard curves compensates for efficiency differences, enabling accurate conversion of C<sub><italic>q</italic></sub> values to DNA concentrations for all species.</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>qPCR primer performance.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left">Target species</th>
<th valign="top" align="center"><italic>R</italic><sup>2</sup></th>
<th valign="top" align="center"><italic>E</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><italic>S. oralis</italic></td>
<td valign="top" align="center">0.999</td>
<td valign="top" align="center">1.019</td>
</tr>
<tr>
<td valign="top" align="left"><italic>A. naeslundii</italic></td>
<td valign="top" align="center">0.999</td>
<td valign="top" align="center">0.980</td>
</tr>
<tr>
<td valign="top" align="left"><italic>V. parvula</italic></td>
<td valign="top" align="center">0.999</td>
<td valign="top" align="center">0.918</td>
</tr>
<tr>
<td valign="top" align="left"><italic>F. nucleatum</italic></td>
<td valign="top" align="center">0.998</td>
<td valign="top" align="center">0.805</td>
</tr>
<tr>
<td valign="top" align="left"><italic>P. gingivalis</italic></td>
<td valign="top" align="center">0.999</td>
<td valign="top" align="center">0.974</td>
</tr>
<tr>
<td valign="top" align="left"><italic>A. actinomycetemcomitans</italic></td>
<td valign="top" align="center">0.999</td>
<td valign="top" align="center">0.999</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>E</italic> specifies amplification efficiency, calculated with the slope (s) of the regression line between log (g DNA) and corresponding C<sub>q</sub>, according to <italic>E</italic> = 10<sup>&#x2013;1/s</sup> &#x2212;1. <italic>R</italic><sup>2</sup> displays the respective regression coefficient.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS2">
<label>3.2</label>
<title>Flow velocity shapes biofilm formation and cohesion</title>
<p>The impact of varying flow velocities, and thus shear stress, on biofilm formation and integrity was assessed by precisely controlling the flow over the model biofilms without changing overall culture conditions, utilizing the capability of our dual-flow system. Six-species oral biofilms were cultivated on implant-like titanium surfaces under flow velocities (<inline-formula><mml:math id="INEQ8"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo>&#x2192;</mml:mo></mml:mover></mml:math></inline-formula>) ranging from 8 to 40 cm &#x22C5; min<sup>&#x2013;1</sup>. Visual inspection revealed thicker, fluffy biofilms at the lowest tested flow velocity (8 cm &#x22C5; min<sup>&#x2013;1</sup>), while the biofilms became more condensed with increasing flow exposure. Biofilm biomass was examined by crystal violet staining before and after a standardized washing procedure, to also assess structural integrity (<xref ref-type="fig" rid="F2">Figure 2A</xref>). The untreated biofilms cultivated under the lowest <inline-formula><mml:math id="INEQ9"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo>&#x2192;</mml:mo></mml:mover></mml:math></inline-formula> (8 cm &#x22C5; min<sup>&#x2013;1</sup>) presented a high variance between replicates and therefore no significant difference to the other <inline-formula><mml:math id="INEQ10"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo>&#x2192;</mml:mo></mml:mover></mml:math></inline-formula>. This likely reflects the inherently loose structure of these low-flow biofilms, which were susceptible to partial detachment during the washing procedures within the crystal violet staining protocol (required to remove unbound dye). Biofilms grown under moderate <inline-formula><mml:math id="INEQ11"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo>&#x2192;</mml:mo></mml:mover></mml:math></inline-formula> (16 cm &#x22C5; min<sup>&#x2013;1</sup>) reached the highest median biomass, which decreased significantly with increasing <inline-formula><mml:math id="INEQ12"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo>&#x2192;</mml:mo></mml:mover></mml:math></inline-formula>. Mechanical dislocation of weakly attached biomass by standardized washing revealed a persistent basal layer in biofilms of all groups. While the biomass of this basal layer was largely equal across all flow conditions, biofilms cultivated under moderate <inline-formula><mml:math id="INEQ13"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo>&#x2192;</mml:mo></mml:mover></mml:math></inline-formula> (16 cm &#x22C5; min<sup>&#x2013;1</sup>) retained significantly higher median biomass compared to all other tested <inline-formula><mml:math id="INEQ14"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo>&#x2192;</mml:mo></mml:mover></mml:math></inline-formula>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Flow-dependent formation of biofilm biomass and structural integrity. <bold>(A)</bold> Biomass quantification by crystal violet assay (CV) of untreated (<italic>n</italic> = 7) and washed biofilms (<italic>n</italic> = 5). Biomass-bound CV was quantified photometrically at &#x03BB; = 590 nm. <bold>(B)</bold> Total DNA yield, extracted from untreated (<italic>n</italic> = 4) and washed biofilms (<italic>n</italic> = 3). Nucleic acids were extracted by chemical lysis and phenol:chloroform isolation. Concentration and purity were determined by NanoDrop. Biofilms were grown for 84 h on Ti-stubs in a Robbins device under varying flow velocities (<inline-formula><mml:math id="INEQ5"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo stretchy="false">&#x2192;</mml:mo></mml:mover></mml:math></inline-formula>). Washing procedure consisted of five consecutive rinses with 1 mL physiological saline to assess biofilm cohesion. Box plots show median (line), quartiles, mean (&#x25A1;) and individual replicates (&#x25C6;). Data represents two independent runs for each <inline-formula><mml:math id="INEQ6"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo stretchy="false">&#x2192;</mml:mo></mml:mover></mml:math></inline-formula>, with the exception of 40 cm &#x22C5; min<sup>&#x2013;1</sup>, which was excluded from further replicates, statistical analysis and DNA extraction, due to insufficient biofilm formation. Statistical differences between flow rates were assessed by Mann-Whitney U test for untreated biofilm biomass samples, due to non-normally distributed data within the 8 cm &#x22C5; min<sup>&#x2013;1</sup> flow rate. All remaining samples were compared by Two-sample <italic>t</italic>-test. Significance: &#x002A;&#x002A;&#x002A;<italic>p</italic> &#x003C; 0.001, &#x002A;&#x002A;<italic>p</italic> &#x003C; 0.01, &#x002A;<italic>p</italic> &#x003C; 0.05, ns, not significant.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-17-1751315-g002.tif">
<alt-text content-type="machine-generated">Chart A displays total biofilm biomass, measured in optical density (OD590), at four airflow rates. Purple boxes represent untreated samples; pink boxes represent washed samples. Significant differences are noted between some groups. Chart B shows total biofilm DNA yield, measured in nanograms, across the same airflow rates. Gray boxes indicate untreated samples; teal boxes indicate washed samples. Statistical significance is marked by asterisks above the box plots in both charts.</alt-text>
</graphic>
</fig>
<p>Total DNA content of the biofilms was extracted and quantified (<xref ref-type="fig" rid="F2">Figure 2B</xref>), providing an additional parameter that allows for subsequent determination of species abundances. Since cell-free organic matter detected by the CV-assay (such as EPS) is not taken into account with this method, total DNA content was used as an alternative and potentially more precise indicator of bacterial biomass. The accuracy of the DNA content was refined by implementing a tailored DNA extraction protocol, optimized to maximize DNA recovery from rough implant surfaces. Contrasting the total biomass determination, the lowest <inline-formula><mml:math id="INEQ15"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo>&#x2192;</mml:mo></mml:mover></mml:math></inline-formula> of 8 cm &#x22C5; min<sup>&#x2013;1</sup> presented the highest DNA content, significantly superior to all other flow conditions. Inter-replicate variance was reduced, compared to the biomass assay, likely due to reduced losses of cell material during processing with this method. No statistically significant differences were detected between the moderate (16 cm &#x22C5; min<sup>&#x2013;1</sup>) and high flow conditions (32 cm &#x22C5; min<sup>&#x2013;1</sup>). Analogous to the total biomass measurements, standardized washing revealed the presence of a robust basal layer in biofilms from all tested flow conditions. The total DNA content of this persistent basal layer remained statistically equivalent across all tested flow velocity conditions.</p>
<p>Measurement of total biomass from static control biofilms was not feasible, since obtained biofilms were too loosely attached to withstand the necessary washing procedures of the CV-assay. Total DNA content of static biofilms (<xref ref-type="table" rid="T3">Table 3</xref>) was substantially lower compared to biofilms cultivated in the dynamic model. It must be noted that the titanium discs examined in the static model had a slightly smaller surface area than those used in the dynamic model. Standardized washing of static biofilms also resulted in complete biofilm removal and was hence excluded from further analysis. In addition, viability assessment of biofilms was compromised by oxygen exposure during sampling. This resulted in a progressive decline of recovered CFU from sequentially sampled replicate biofilms in preliminary experiments (data not shown), likely due to the death of the obligate anaerobe species fraction.</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>Relative species abundance (%)&#x2014;static vs. dynamic biofilms.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left">Biofilm conditions</th>
<th valign="top" align="center">Static</th>
<th valign="top" align="center">8 cm &#x22C5; min<sup>&#x2013;1</sup></th>
<th valign="top" align="center">16 cm &#x22C5; min<sup>&#x2013;1</sup></th>
<th valign="top" align="center">32 cm &#x22C5; min<sup>&#x2013;1</sup></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><italic>S. oralis</italic></td>
<td valign="top" align="center">44.0%</td>
<td valign="top" align="center">0.67%</td>
<td valign="top" align="center">21.9%</td>
<td valign="top" align="center">4.07%</td>
</tr>
<tr>
<td valign="top" align="left"><italic>A. naeslundii</italic></td>
<td valign="top" align="center">14.8%</td>
<td valign="top" align="center">1.45%</td>
<td valign="top" align="center">26.3%</td>
<td valign="top" align="center">9.34%</td>
</tr>
<tr>
<td valign="top" align="left"><italic>V. parvula</italic></td>
<td valign="top" align="center">14.4%</td>
<td valign="top" align="center">22.2%</td>
<td valign="top" align="center">29.6%</td>
<td valign="top" align="center">44.6%</td>
</tr>
<tr>
<td valign="top" align="left"><italic>F. nucleatum</italic></td>
<td valign="top" align="center">20.7%</td>
<td valign="top" align="center">62.7%</td>
<td valign="top" align="center">19.4%</td>
<td valign="top" align="center">41.9%</td>
</tr>
<tr>
<td valign="top" align="left"><italic>P. gingivalis</italic></td>
<td valign="top" align="center">3.63%</td>
<td valign="top" align="center">4.82%</td>
<td valign="top" align="center">0.30%</td>
<td valign="top" align="center">0.006%</td>
</tr>
<tr>
<td valign="top" align="left"><italic>A. actinomycetemcomitans</italic></td>
<td valign="top" align="center">2.43%</td>
<td valign="top" align="center">8.16%</td>
<td valign="top" align="center">2.41%</td>
<td valign="top" align="center">0.009%</td>
</tr>
<tr>
<td valign="top" align="left">Total biofilm DNA</td>
<td valign="top" align="center">0.60&#x22C5;10<sup>4</sup> ng &#x00B1; 0.006&#x22C5;10<sup>4</sup> ng</td>
<td valign="top" align="center">3.91&#x22C5;10<sup>4</sup> ng &#x00B1; 0.47&#x22C5;10<sup>4</sup> ng</td>
<td valign="top" align="center">1.99&#x22C5;10<sup>4</sup> ng &#x00B1; 0.41&#x22C5;10<sup>4</sup> ng</td>
<td valign="top" align="center">1.58&#x22C5;10<sup>4</sup> ng &#x00B1; 0.30&#x22C5;10<sup>4</sup> ng</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>Total biofilm DNA: average values + standard error of mean (SEM). Relative species abundance: data only contains untreated biofilm samples.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS3">
<label>3.3</label>
<title>Comparison of biofilm community and relative abundance at varying flow conditions</title>
<p>To investigate the effect of flow conditions on the species composition within the biofilm model, species-specific qPCR was performed (<xref ref-type="fig" rid="F3">Figure 3</xref>). As quantification target, the <italic>rpoB</italic> gene was chosen due to its single-copy nature: With only one copy present per bacterial cell, strains could be directly compared, and DNA quantification directly translated to cell abundance.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Flow velocity-dependent shifts in microbial community composition of biofilms. <bold>(A,B)</bold> Relative species abundance (%) in untreated <bold>(A)</bold> and washed <bold>(B)</bold> biofilms, cultivated under varying flow velocities. <bold>(C,D)</bold> Absolute quantification of total DNA content per species in untreated <bold>(C)</bold> and washed <bold>(D)</bold> biofilms. Dotted line indicates diminished y-axis scale. Six-species biofilms were grown for 84 h on Ti-stubs in a Robbins device under varying flow velocities (<inline-formula><mml:math id="INEQ16"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo stretchy="false">&#x2192;</mml:mo></mml:mover></mml:math></inline-formula>). Washing procedure consisted of five consecutive rinses with 1 mL physiological saline to assess biofilm cohesion. Species quantification of biofilm DNA was performed by SYBR-based qPCR with species-specific primers targeting the single-copy <italic>rpoB</italic> gene.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-17-1751315-g003.tif">
<alt-text content-type="machine-generated">Bar charts compare the relative abundance of bacterial species and total DNA in untreated and washed conditions at flow rates of eight, sixteen, and thirty-two centimeters per minute. Species are color-coded, showing changes in abundance with washing. Panels A and B display species composition as a percentage, while C and D show total DNA in nanograms. Notable changes include decreases in some species and total DNA when washed.</alt-text>
</graphic>
</fig>
<p>Examining untreated <italic>in vitro</italic> biofilms (<xref ref-type="fig" rid="F3">Figures 3A, C</xref>) revealed distinct community shifts in response to changing flow exposure: At the lowest tested <inline-formula><mml:math id="INEQ17"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo>&#x2192;</mml:mo></mml:mover></mml:math></inline-formula> (8 cm &#x22C5; min<sup>&#x2013;1</sup>), the biofilm composition was largely dominated by <italic>F. nucleatum</italic>, comprising 63% of the total microbial population, followed by the other middle colonizer <italic>V. parvula</italic>, with 22%. Notably, early colonizers <italic>S. oralis</italic> and <italic>A. naeslundii</italic> represented minimal fractions (0.7 and 1.5%, respectively) and showed the lowest total abundances among all tested flow conditions (<xref ref-type="fig" rid="F3">Figure 3C</xref>). In contrast, late colonizers <italic>P. gingivalis</italic> (4.8%) and <italic>A. actinomycetemcomitans</italic> (8.2%) reached their highest relative and total abundances under these low-flow conditions.</p>
<p>Moderate <inline-formula><mml:math id="INEQ18"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo>&#x2192;</mml:mo></mml:mover></mml:math></inline-formula> (16 cm &#x22C5; min<sup>&#x2013;1</sup>) promoted a more evenly distributed biofilm community, with comparable relative abundances between 19 and 30% for all early- and middle colonizers. Conversely, late colonizer abundance of <italic>P. gingivalis</italic> and <italic>A. actinomycetemcomitans</italic> decreased to 0.3 and 2.4%, respectively.</p>
<p>High <inline-formula><mml:math id="INEQ19"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo>&#x2192;</mml:mo></mml:mover></mml:math></inline-formula> conditions (32 cm &#x22C5; min<sup>&#x2013;1</sup>) resulted in a middle colonizer co-dominance, with <italic>F. nucleatum</italic> and <italic>V. parvula</italic> each comprising approximately 40% of the community. This shift was primarily driven by a suppression of the total abundance of early colonizers, resulting in relative abundances of 4.1% for <italic>S. oralis</italic> and 9.3% for <italic>A. naeslundii</italic>. Additionally, both late colonizers decreased in relative abundance to values &#x003E; 0.1%.</p>
<p>Quantification of biofilms after standardized washing was consistent with the previous observation of a persistent uniform basal layer. The bacterial load of washed biofilms remained within a comparable order of magnitude, regardless of cultivation <inline-formula><mml:math id="INEQ20"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo>&#x2192;</mml:mo></mml:mover></mml:math></inline-formula> (<xref ref-type="fig" rid="F3">Figure 3D</xref>). Species distribution presented a uniform pattern across all tested <inline-formula><mml:math id="INEQ21"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo>&#x2192;</mml:mo></mml:mover></mml:math></inline-formula> conditions: Early colonizers maintained a combined relative abundance of &#x223C; 5% in all flow groups (<xref ref-type="fig" rid="F3">Figure 3B</xref>). The middle colonizers continued to dominate the community composition, with their combined relative abundance progressively increasing from 75% under low <inline-formula><mml:math id="INEQ22"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo>&#x2192;</mml:mo></mml:mover></mml:math></inline-formula>, to 85% under moderate <inline-formula><mml:math id="INEQ23"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo>&#x2192;</mml:mo></mml:mover></mml:math></inline-formula> and 93% under high <inline-formula><mml:math id="INEQ24"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo>&#x2192;</mml:mo></mml:mover></mml:math></inline-formula> conditions. Thereby, the total abundance of <italic>V. parvula</italic> increased proportionally with flow exposure, while <italic>F. nucleatum</italic> displayed reduced total abundance under moderate <inline-formula><mml:math id="INEQ25"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo>&#x2192;</mml:mo></mml:mover></mml:math></inline-formula> conditions (16 cm &#x22C5; min<sup>&#x2013;1</sup>) compared to the other flow groups. Conversely, the combined abundance of both late colonizers demonstrated flow-dependent reduction and decreased from &#x223C;19% under low <inline-formula><mml:math id="INEQ26"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo>&#x2192;</mml:mo></mml:mover></mml:math></inline-formula>, to &#x223C;8% under moderate <inline-formula><mml:math id="INEQ27"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo>&#x2192;</mml:mo></mml:mover></mml:math></inline-formula> and &#x003E; 0.1% under high <inline-formula><mml:math id="INEQ28"><mml:mover accent="true"><mml:mtext mathvariant="bold">v</mml:mtext><mml:mo>&#x2192;</mml:mo></mml:mover></mml:math></inline-formula> exposure.</p>
<p>Comparison of the (untreated) dynamic biofilms, grown under flow exposure, to reference biofilms, cultivated under static conditions in the absence of flow, revealed how flow fundamentally restructures the community composition (<xref ref-type="table" rid="T3">Table 3</xref>). Static biofilms exhibited a clear dominance of early colonizers, with <italic>S. oralis</italic> and <italic>A. naeslundii</italic> representing 44% and &#x223C;15% of the population, respectively. This is in strong contrast with the middle colonizer dominance in dynamic biofilms, where early colonizers presented only a small fraction in most biofilms. Late colonizers represented the smallest fraction in static biofilms, reaching with combined &#x223C;5% a share comparable to dynamic biofilms (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 7</xref>).</p>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>In the present study, we describe the successful development and validation of a dual-cycle biofilm cultivation system to independently control flow dynamics and cultivation parameters for <italic>in vitro</italic> biofilms. This approach addresses a fundamental challenge in biofilm research: Due to the recognized importance of fluid flow for the representative imitation of natural biofilm behavior in <italic>in vitro</italic> models, the state-of-the-art has moved away from purely static models to dynamic systems. Yet existing models compromise between either precise flow exposure of biofilms or optimal regulation of culture conditions. The here presented model overcomes these constraints by decoupling the biofilm formation under defined flow parameters in a MRD from the cultivation of a microbial consortium in a small-scale bioreactor under steady-state conditions. Reducing the reactor volume to a minimum while simultaneously recirculating the MRD flow through back into the system brings the additional advantage of minimizing the required medium throughput for long-term experiments. The power of this <italic>in vitro</italic> model was demonstrated by cultivating six-species oral biofilms, which emulated peri-implant infections, under low-, moderate- and high-shear conditions. The calculated Reynolds numbers (Re &#x2248; 20&#x2013;100) fall within the laminar regime, consistent with physiological flow conditions in the gingival crevice and peri-implant sulcus, where viscous forces dominate fluid movement, reflecting the hydrodynamic conditions relevant for oral implant surfaces (<xref ref-type="bibr" rid="B61">Krastev and Filipov, 2020</xref> for detailed flow rate estimation see <xref ref-type="supplementary-material" rid="DS1">Supplementary Material 1</xref>). By examining produced biofilms regarding their biomass, nucleic acid content and species composition by qPCR, we could demonstrate that flow velocity distinctly shapes biofilm architecture, robustness and microbial community patterns.</p>
<p>Variation in flow velocities exerted a profound influence across multiple dimensions of the biofilms created with our model. Total biomass exhibited a maximum at low to moderate flow velocities (8&#x2013;16 cm &#x22C5; min<sup>&#x2013;1</sup>) and then decreased significantly with increasing flow. Comparable results were demonstrated by <xref ref-type="bibr" rid="B76">Nairn et al. (2024)</xref> in a multi-well plate model, where applied shear stress promoted adhesion and biofilm accumulation of single-species <italic>S. gordonii</italic> and <italic>ex vivo</italic> plaque biofilms until an optimal threshold, above which further shear stress reduced total biomass.</p>
<p>The observed discrepancy between total biomass (measured with a crystal-violet-based assay) and cellular biomass (determined by DNA content quantification) at moderate flow velocities (16 cm &#x22C5; min<sup>&#x2013;1</sup>) indicates a differential flow response in EPS production. The high biomass but comparatively low DNA content achieved under moderate flow indicates an enhanced proportion of extracellular components in these biofilms. In accordance with this observation, previous studies have demonstrated how shear stress fosters adhesion and structural integrity of biofilms by stimulating EPS secretion (<xref ref-type="bibr" rid="B46">Hou et al., 2018</xref>; <xref ref-type="bibr" rid="B67">Liu and Tay, 2002</xref>). A molecular basis for these observations is given by <xref ref-type="bibr" rid="B88">Rodesney et al. (2017)</xref>, who identified mechanosensory elements in <italic>P. aeruginosa</italic> that respond to applied shear forces by activating cyclic-di-GMP signaling pathways known to stimulate biofilm formation and EPS production (<xref ref-type="bibr" rid="B66">Liu et al., 2022</xref>; <xref ref-type="bibr" rid="B96">Simm et al., 2004</xref>; <xref ref-type="bibr" rid="B100">Steiner et al., 2012</xref>; <xref ref-type="bibr" rid="B105">Valentini and Filloux, 2016</xref>). Moreover, previous studies concluded that an impaired nutrient availability under low shear stress constrains EPS production, resulting in fragile biofilms prone to detachment (<xref ref-type="bibr" rid="B77">Nilsson et al., 2025</xref>; <xref ref-type="bibr" rid="B108">Wang et al., 2020</xref>). This supports our observations of greater biofilm rigidity under moderate compared to low flow conditions. It has to be acknowledged that direct visualization of biofilm architecture, thickness and EPS distribution by Confocal Laser Scanning Microscopy (CLSM) would complement these functional measurements. However, CLSM analysis of biofilms on rough titanium surfaces presents known technical challenges: The optical properties of the (structured) metallic substrate, particularly opacity and reflection/scattering, limit axial resolution and complicate the localization of the biofilm-substrate interface (<xref ref-type="bibr" rid="B44">Hirai et al., 2025</xref>; <xref ref-type="bibr" rid="B57">Kleine et al., 2019</xref>). These constraints were confirmed in our preliminary experiments and necessitated the quantitative approach employed here. In future studies we plan to overcome these limitations by complementary techniques such as scanning ion conductance microscopy (SICM) for topographical analysis on opaque substrates, as suggested by <xref ref-type="bibr" rid="B44">Hirai et al. (2025)</xref>.</p>
<p>The use of qPCR, paired with the <italic>de novo</italic> development of primers to target the single-copy <italic>rpoB</italic> gene, allowed us to examine the precise species distribution at varying hydrodynamic conditions. This approach was chosen since the single-copy target allows for a direct translation of quantified DNA to cell abundance and thus maintains comparability between the different species. In contrast to the remaining strains, <italic>A. naeslundii</italic>, <italic>V. parvula</italic> and <italic>A. actinomycetemcomitans</italic> form highly persistent multicellular aggregates, even in planktonic cultures, making a comparison based on CFU not feasible or at least heavily biased, as described previously (<xref ref-type="bibr" rid="B41">Harmsen et al., 2000</xref>; <xref ref-type="bibr" rid="B106">Wagner et al., 1993</xref>).</p>
<p>Resulting species abundances in our reference biofilms grown under static conditions showed a generally comparable community structure to the static model described by <xref ref-type="bibr" rid="B93">S&#x00E1;nchez et al. (2011)</xref>, using identical species but on hydroxyapatite (HA) surfaces. The main difference constituted the higher relative abundance of the early colonizers S. <italic>oralis</italic> and <italic>A. naeslundii</italic> in our model (comparing equivalent cultivation periods). This could be attributed to the generally higher CFU concentrations in our inoculum, or to surface-dependent colonization dynamics, whereby early colonizers may colonize the rough titanium surfaces more successfully than the smoother HA. Different DNA-based species quantification techniques used in both studies (qPCR vs. T-RFLP) might also introduce a methodological bias. In particular, <italic>A. naeslundii</italic> is known to resist standard DNA extraction protocols (<xref ref-type="bibr" rid="B10">Barsotti et al., 1987</xref>; <xref ref-type="bibr" rid="B65">Li et al., 2020</xref>), an issue we addressed in our extraction approach, potentially accounting for its higher abundance in our model. This species-specific extraction bias represents an important methodological consideration for any multi-species biofilm study, when assessing species abundances. Several studies have shown that extraction efficiencies across methods can vary substantially between species, particularly with extraction methods that rely on commercial kits, resulting in altered community compositions (<xref ref-type="bibr" rid="B2">Abusleme et al., 2014</xref>; <xref ref-type="bibr" rid="B25">Corcoll et al., 2017</xref>; <xref ref-type="bibr" rid="B65">Li et al., 2020</xref>). Our own experiments revealed that standard DNA extraction kits produced highly variable recovery across our six species (data not shown). To minimize this bias, we employed a phenol-chloroform based protocol, known to significantly increase DNA recovery (<xref ref-type="bibr" rid="B90">Rosenbaum et al., 2019</xref>), combined this with an extensive multi-step lysis to equalize efficiency across species as far as possible. While residual extraction bias cannot be entirely excluded, our data presents a strong correlation of biomass measurements and DNA quantification, as well as consistency with published community compositions. Researchers adapting our system for quantitative multi-species studies should therefore carefully select and optimize the DNA extraction method for their target species.</p>
<p>The introduction of flow resulted in a distinct shift in the biofilm community composition within our model. Lower flow conditions (8 cm &#x22C5; min<sup>&#x2013;1</sup>) promoted middle-colonizer dominance, characterized by a substantial over-representation of <italic>F. nucleatum</italic> (&#x003E; 60%). This predominance aligns with previous observations of <italic>in vitro</italic> and <italic>in vivo</italic> studies: <xref ref-type="bibr" rid="B38">Guggenheim et al. (2001)</xref> reported <italic>F. nucleatum</italic> accounting for more than 50% of the total cell load in their static model, while <xref ref-type="bibr" rid="B73">Moore and Moore (1994)</xref> identified it as one of the most prevalent isolates from gingival-crevice plaque. More recently, <italic>F. nucleatum</italic> was identified as the most abundant species which, alongside <italic>Veillonella</italic> spp., forms part of the shared core microbiome of healthy and diseased peri-implant sites (<xref ref-type="bibr" rid="B11">Belibasakis and Manoil, 2021</xref>; <xref ref-type="bibr" rid="B23">Chen et al., 2022</xref>).</p>
<p>The elevated abundance of late colonizers observed under lower flow conditions in our model (<italic>P. gingivalis</italic>: &#x223C;5%; <italic>A. actinomycetemcomitans</italic>: &#x223C;8%) is potentially facilitated by the established function of <italic>F. nucleatum</italic> as a bridging organism. Adhering to both early and late colonizers, <italic>F. nucleatum</italic> enables coaggregation and mutualistic relationships that promote pathogen integration into developing biofilms (<xref ref-type="bibr" rid="B23">Chen et al., 2022</xref>). The substantial <italic>F. nucleatum</italic> presence under low shear exposure likely provided attachment and integration for late colonizer establishment in our model.</p>
<p>The progressive reduction of late colonizers with increasing shear observed in our study can be attributed to multiple factors. A structural analysis of a static 10-species subgingival Zurich biofilm model (<xref ref-type="bibr" rid="B5">Ammann et al., 2012</xref>) by fluorescence <italic>in situ</italic> hybridization (FISH) localized the pathogenic late colonizers, including <italic>P. gingivalis</italic>, loosely attached in the top layer of biofilms. This spatial distribution renders them particularly vulnerable to detachment under elevated hydrodynamic forces. Additionally, late colonizer establishment requires potentially extended maturation periods: <xref ref-type="bibr" rid="B93">S&#x00E1;nchez et al. (2011)</xref> observed low relative abundances for <italic>P. gingivalis</italic> during initial biofilm development in their static model, reaching peak abundance only after 144 h of cultivation. A cultivation period of 84 h, as in our flow-exposed biofilm model, may have been insufficient for late colonizers to achieve substantial representation under the additional selective pressure of elevated shear stress. In general, a low pathogen abundance is entirely common for <italic>in vivo</italic> biofilms on dental implants: A systematic analysis of implant infections by <xref ref-type="bibr" rid="B50">Jia et al. (2024)</xref> reported relative abundances of <italic>Porphyromonas</italic> spp. between 6.1% under peri-implantitis and 2.6% under peri-implant mucositis conditions. These proportions align with the keystone pathogen hypothesis, stating that low-abundance pathogens can orchestrate inflammatory diseases by transforming commensal microbial communities into dysbiosis (<xref ref-type="bibr" rid="B39">Hajishengallis et al., 2012</xref>). The flow of gingival crevicular fluid (GCF) is closely correlated with the severity of periodontal inflammation, serving as a direct indicator of tissue response; it increases markedly due to enhanced vascular permeability and epithelial ulceration at inflamed sites. While healthy gingiva produces minimal GCF, inflammation leads to a substantial rise in both volume and compositional complexity, transforming it into an exudate characteristic of inflammatory processes (<xref ref-type="bibr" rid="B9">Barros et al., 2016</xref>).</p>
<p>The balanced microbial community we observed under moderate flow conditions (16 cm &#x22C5; min<sup>&#x2013;1</sup>), with early and middle colonizers exhibiting comparable abundances, likely reflects an optimal balance between hydrodynamic forces and bacterial colonization dynamics. As described by <xref ref-type="bibr" rid="B15">Beyenal and Lewandowski (2002)</xref>, enhanced flow velocities increase the mass transfer, allowing nutrient transport also into deeper biofilm layers. This more uniform nutrient distribution could support the maintenance of early colonizer populations alongside middle colonizers. They further describe how flow velocities beyond a certain threshold reinforce denser biofilm structures to resist shear stress at the expense of internal nutrient transfer, potentially explaining the recurrent suppression of early colonizers under higher flow conditions (32 cm &#x22C5; min<sup>&#x2013;1</sup>). The reduced diversity under high flow aligns with previous findings that high shear stress reduces biofilm diversity and slows maturation (<xref ref-type="bibr" rid="B87">Rochex et al., 2008</xref>). Across all flow rates, the balanced community observed under moderate flow corresponds the closest to <italic>in vivo</italic> peri-implant microbial profiles: In clinical biofilm compositions reported by <xref ref-type="bibr" rid="B50">Jia et al. (2024)</xref>, the genera <italic>Streptococcus</italic> and <italic>Fusobacterium</italic> exhibited the highest abundances of comparable magnitude, while also <italic>Actinomyces</italic> and <italic>Veillonella</italic> presented slightly lower yet relatively similar ratios. However, a direct comparison with <italic>in vivo</italic> situations remains challenging, due to substantially higher microbial complexity and diversity, infection stage-dependent variations and highly patient-specific compositions (<xref ref-type="bibr" rid="B30">Dieckow et al., 2024</xref>; <xref ref-type="bibr" rid="B50">Jia et al., 2024</xref>).</p>
<p>We assessed the structural integrity of flow-exposed biofilms by applying mechanical stress in the form of standardized washing steps. This revealed the presence of a persistent basal layer within all biofilms, presenting similar DNA content across all flow rates but significantly enhanced total biomass at moderate flow conditions (16 cm &#x22C5; min<sup>&#x2013;1</sup>). These results suggest that shear exposure up to a certain threshold not only promotes EPS production but also strengthens the cohesive properties of the extracellular matrix. Consistent with these findings, <xref ref-type="bibr" rid="B36">Gloag et al. (2020)</xref> described how shear stress enhances both rigidity and also elasticity of biofilms, proposing an improved interaction between EPS compounds as a shear response. Our observation of a resilient basal biofilm layer has likewise been documented by <xref ref-type="bibr" rid="B97">Sim&#x00F5;es et al. (2022)</xref> for biofilms of <italic>P. fluorescens</italic> formed under various shear stress conditions. They demonstrated that even after combined mechanical and chemical treatment, a firmly adherent basal layer of predominantly viable cells was retained on the surface, whereby biofilm resilience increased proportionally with shear exposure during formation.</p>
<p>While the mechanical resistance of basal biofilm layers has been well described for environmental or industrial settings (<xref ref-type="bibr" rid="B64">Lemos et al., 2015</xref>; <xref ref-type="bibr" rid="B72">M&#x00F6;hle et al., 2007</xref>; <xref ref-type="bibr" rid="B81">Paul et al., 2012</xref>; <xref ref-type="bibr" rid="B97">Sim&#x00F5;es et al., 2022</xref>), its compositional stability in oral biofilms has received limited attention. The relative species distribution in the basal layer of our model biofilms remained largely uniform across all flow rates. Characterized by a clear middle colonizer dominance, the basal layer showed flow-dependent changes mainly in the progressive reduction of late colonizers with increasing flow, as also observed for untreated biofilms. This suggests that the species composition of this foundational community is less influenced by shear-induced selection, but rather by initial surface colonization dynamics. The presence of middle colonizers such as <italic>F. nucleatum</italic> directly at the substrate surface has been previously observed by <xref ref-type="bibr" rid="B5">Ammann et al. (2012)</xref>, who described a stratified structure within their static 10-species subgingival biofilm model. In connection with peri-implant treatment strategies, observing such a resilient basal layer is highly relevant, as it could serve as a persistent reservoir for biofilm reformation after debridement.</p>
<p>Our system successfully demonstrates the production of representative oral biofilms, robust enough to endure potential treatment evaluations. The creation of more resilient <italic>in vitro</italic> biofilms through adapted flow exposure also facilitates a more realistic assessment of treatment efficacy: Longer maturation periods and higher diversity with numerous interspecies interactions grant <italic>in vivo</italic> biofilms cross-protections against antimicrobials such as hydrogen peroxide (<xref ref-type="bibr" rid="B30">Dieckow et al., 2024</xref>), which can hardly be recreated by static models. Notably, our system achieved stable multi-species biofilms without requiring pooled human saliva, which is used in most oral biofilm models (<xref ref-type="bibr" rid="B27">Darrene and Cecile, 2016</xref>), despite its inherent donor-dependent inter-individual variability (<xref ref-type="bibr" rid="B84">Quintana et al., 2009</xref>).</p>
<p>While our model enables valuable insights into flow-dependent variations of biofilm development, mechanical properties and microbial communities, the standard qPCR analysis has potential inherent limitations. Quantifying the total DNA content, including non-viable cells, does not allow for a conclusion about the proportion of metabolically active cells. We explored several viability assessment approaches and identified technical challenges, arising from the anaerobic nature of our samples, that should be considered by researchers planning to adapt this system: Without a suitable anaerobic workstation, the exposure of biofilms to oxygen during sampling and processing compromises standard viability measurements. Obligate anaerobic species potentially perish during handling of metabolic activity assays (e.g., tetrazolium reduction) or CFU enumeration. Conventional Live/Dead fluorescent staining faces the additional issue that the sudden availability of oxygen as electron acceptor can elevate the membrane potential of viable facultative anaerobes enough to take up propidium ions (&#x201C;dead stain&#x201D;) through intact membranes (<xref ref-type="bibr" rid="B55">Kirchhoff and Cypionka, 2017</xref>). Future studies will address this by utilizing an anaerobic workstation to perform PMA-qPCR (&#x201C;viability&#x201D; qPCR), as well as species localization by FISH and CLSM. The decoupled flow control of our system will also permit to challenge biofilms with controlled shear pulses or flow ramps, without impairing culture stability. Other potential applications include sequential sampling of biofilms at multiple timepoints to investigate flow-dependant colonization kinetics and species succession, as well as the customization of flow conditions to resemble the dynamic flow changes in the oral cavity throughout the day. This could even improve biofilm formation, as <xref ref-type="bibr" rid="B104">Tsagkari et al. (2022)</xref> demonstrated that non-uniform flow patterns can enhance biomass accumulation.</p>
<p>Overall, our dual-cycle approach provides a versatile platform, with the ability to independently control flow exposure and cultivation conditions. This approach addresses specific limitations experienced with existing dynamic biofilm systems while expanding experimental flexibility: The CDC biofilm reactor employs rotational stirring to create a flow that is characterized by unsteady turbulent structures and produces a non-uniform shear exposure, whereby exact flow characterization requires computational fluid dynamics modeling (<xref ref-type="bibr" rid="B52">Johnson et al., 2021</xref>). In comparison to this, our MRD configuration provides uniform, quantifiable flow across all sample surfaces, with a gentle tilting motion to prevent gas and debris accumulation while preserving laminar flow characteristics. Traditional in-line MRD-chemostat configurations couple the flow rate through the biofilm device directly to the culture efflux (<xref ref-type="bibr" rid="B16">Blanc et al., 2014</xref>; <xref ref-type="bibr" rid="B48">Jass et al., 1995</xref>), creating a fixed relationship between biofilm shear exposure and culture turnover rate. This coupling restricts experimental flexibility, since the flow through cannot be fully regulated without altering steady-state culture conditions. Maintaining steady-state culture conditions, however, is critical for physiological relevance, as these conditions are required for bacteria to express cell wall proteins and respond to environmental stimuli similarly to <italic>in vivo</italic> cells, as opposed to batch-grown cultures (<xref ref-type="bibr" rid="B31">Drake and Brogden, 2014</xref>). The parallel recirculating design presented here eliminates this trade-off, enabling independent modulation of both parameters across wider experimental ranges. This parametric independence also makes high-shear studies feasible: An in-line system, connected to either a chemostat or a buffered batch culture, which operates at the flow velocities examined here (8&#x2013;32 cm&#x22C5;min<sup>&#x2013;1</sup>) would consume 50&#x2013;80 L of medium/culture over 84 h, compared to &#x223C;4 L with our recirculating configuration where medium consumption is independent of the MRD flow velocity. The low media consumption of our system is also supported by the small-scale reactor volume (50 mL culture volume compared, e.g., to 350 mL minimum working volume for CDC reactors) that further reduces the required medium feed to maintain steady-state conditions for fastidious anaerobes. This efficiency is particularly important for studies that require costly culture media supplements. Beyond this resource efficiency, the dual-loop design provides new experimental degrees of freedom that were impractical with previous systems. In future studies, multiple MRDs can be connected in parallel to a single chemostat (using separate pumps), allowing the simultaneous examination of different flow conditions while excluding variability from different culture conditions that might occur across independent experimental runs. These capabilities make this configuration readily adaptable to various scenarios. Culture conditions can be altered by nutrient addition or limitation to mimic specific stages of infections or inflammatory responses. The system provides a generalizable tool to simulate diverse biomaterial-associated infections, including urinary catheters, orthopedic implants, vascular grafts or prosthetic heart valves.</p>
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<sec id="S5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="S6" sec-type="author-contributions">
<title>Author contributions</title>
<p>J-OR: Methodology, Investigation, Formal analysis, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. IL: Writing &#x2013; review &#x0026; editing, Investigation, Formal analysis. HH: Formal analysis, Funding acquisition, Conceptualization, Writing &#x2013; review &#x0026; editing. AS: Methodology, Investigation, Writing &#x2013; review &#x0026; editing, Supervision. SL: Conceptualization, Writing &#x2013; review &#x0026; editing, Funding acquisition. DL: Funding acquisition, Supervision, Writing &#x2013; review &#x0026; editing, Conceptualization.</p>
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<ack>
<title>Acknowledgments</title>
<p>We would like to thank Angela De Lauretis from Corticalis AS/UiO for the preparation of titanium-based surfaces on discs and studs. We also gratefully acknowledge the essential technical assistance of Maria Chiara Di Luca (UiO, EVOGENE labs, Department of Biosciences).</p>
</ack>
<sec id="S8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>HH and SL were employed by Corticalis AS.</p>
<p>The remaining author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec id="S9" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not 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>
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<sec id="S11" sec-type="supplementary-material">
<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/fmicb.2026.1751315/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmicb.2026.1751315/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.pdf" id="DS1" mimetype="application/pdf"/>
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<fn-group>
<fn id="n1" fn-type="custom" custom-type="edited-by"><p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/326638/overview">Enea Gino Di Domenico</ext-link>, San Gallicano Dermatological Institute IRCCS, Italy</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by"><p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/874168/overview">Migl&#x0117; &#x017D;iemyt&#x0117;</ext-link>, Biomedical Research of Health and the Valencian Community (FISABIO), Spain</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1072191/overview">Lu Yuan</ext-link>, University Medical Center Groningen, Netherlands</p></fn>
</fn-group>
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