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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Lab Chip Technol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Lab on a Chip Technologies</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Lab Chip Technol.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2813-3862</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1768163</article-id>
<article-id pub-id-type="doi">10.3389/frlct.2026.1768163</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Mini Review</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Approaches to enable vortex chromatography in silicon devices</article-title>
<alt-title alt-title-type="left-running-head">Sakiz and De Malsche</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/frlct.2026.1768163">10.3389/frlct.2026.1768163</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Sakiz</surname>
<given-names>Gusta Irem</given-names>
</name>
<xref ref-type="aff" rid="aff1"/>
<uri xlink:href="https://loop.frontiersin.org/people/3298011"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing - original draft</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>De Malsche</surname>
<given-names>Wim</given-names>
</name>
<xref ref-type="aff" rid="aff1"/>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1514662"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
</contrib>
</contrib-group>
<aff id="aff1">
<institution>&#x3bc;Flow Group, Department of Chemical Engineering, Vrije Universiteit Brussel</institution>, <city>Brussels</city>, <country country="BE">Belgium</country>
</aff>
<author-notes>
<corresp id="c001">
<label>&#x2a;</label>Correspondence: Wim De Malsche, <email xlink:href="mailto:wim.de.malsche@vub.be">wim.de.malsche@vub.be</email>
</corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-19">
<day>19</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>5</volume>
<elocation-id>1768163</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>24</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>04</day>
<month>02</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Sakiz and De Malsche.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Sakiz and De Malsche</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-19">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>Most analytical applications are run with conventional high-performance liquid chromatography (LC) technology, however the separation of highly complex mixtures is still challenging. One key challenge is to minimize band broadening caused by the velocity profile within the channel. Miniaturization of flow-through channels (between particles) has been mainly used to overcome this challenge, yet physical constraints limit further advancements. Moreover, packed columns often result in long separation times, restricting practical improvements in column design. Vortex Liquid Chromatography (Vortex LC) introduces a concept in which lateral vortex flows are generated to enhance transverse mass transfer and reduce axial dispersion. As a result, larger characteristic flow dimensions can be used while still achieving the separation performance normally associated with smaller channels. When identical dimensions are used in vortex LC mode, a higher, unprecedented performance can be achieved. Generating stable vortices requires an additional driving mechanism. We focus on methods that can be scaled to chromatographically relevant, i.e., micron-scale, dimensions.</p>
</abstract>
<kwd-group>
<kwd>acoustofluidics</kwd>
<kwd>electroosmotic flow (EOF)</kwd>
<kwd>lateral mixing</kwd>
<kwd>secondary flows</kwd>
<kwd>Taylor-Aris dispersion</kwd>
<kwd>vortex chromatography</kwd>
<kwd>vortices</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. WDM and GIS gratefully acknowledge the Brussels-Capital Region - Innoviris (Brussels Public Organisation for Research and Innovation) for financial support under grant number &#x201c;2022-RPF-2a&#x201d;. WDM acknowledge Funding by the European Union within the Horizon Europe Program, under the EIC Pathfinder Project &#x2018;VortexLC&#x2019;, Grant Agreement No. 101047029. WDM acknowledges support from the Research council of VUB for support of the Microfluidic Spearpoint program Subcelldynamite (SRP97).</funding-statement>
</funding-group>
<counts>
<fig-count count="2"/>
<table-count count="0"/>
<equation-count count="11"/>
<ref-count count="28"/>
<page-count count="8"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Micro- and Nano-fluidics</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<label>1</label>
<title>Introduction</title>
<sec id="s1-1">
<label>1.1</label>
<title>Axial dispersion in microfluidics</title>
<p>The performance of a chromatographic column is limited by axial dispersion resulting from the effects of band broadening. A key contribution is related to limited transverse diffusion. Taylor first described this phenomenon, later refined by Aris for flow in cylindrical tubes, forming the basis of what is now known as Taylor&#x2013;Aris dispersion (<xref ref-type="bibr" rid="B21">Taylor, 1953</xref>; <xref ref-type="bibr" rid="B2">Aris, 1956</xref>), also known as the C-term effect in a chromatographic context (mostly including retention as well). This effect is significant for solutes with low diffusivity (<xref ref-type="bibr" rid="B3">Baca et al., 2019</xref>). In conventional LC, axial dispersion is reduced through the use of packed columns containing smaller particles (<xref ref-type="bibr" rid="B16">Op De Beeck et al., 2013</xref>). Yet, further downscaling leads to excessive back pressures. Recent studies have focused on improving cross-sectional mass transfer by inducing secondary flows to suppress axial dispersion and overcome the operational limits in conventional LC, as discussed in the following sections.</p>
</sec>
<sec id="s1-2">
<label>1.2</label>
<title>Concept of vortex chromatography</title>
<p>Secondary flows can be conceived to enhance mass transfer across the channel, in first instance developed for mixing (<xref ref-type="bibr" rid="B20">Sumpter and Lee, 1991</xref>). Various approaches have been explored to generate lateral flow, these can be classified as passive and active methods. Passive methods use channel geometry or surface modifications to promote transverse flow without external stimuli. The secondary flow in passive methods is induced directly from the axial flow at high Re values, a condition that in general (without mixing), is unfavorable for its associated large axial dispersion. In active methods, on the other hand, externally applied forces drive the lateral flow independent from the primary flow.</p>
<p>Vortex chromatography can be integrated into systems fabricated from materials including silicon and polymeric substrates. Silicon provides long-term stability over thousands of runs with its high elastic modulus, thermal stability, and chemical resistance. The induced surface charge on silicon substrates enables robust and reproducible vortex formation and maintains reliable flow control over repeated operating cycles. As a semiconducting material, silicon allows straightforward integration of electrodes directly into the substrate. In contrast, polymer-based devices generally require an additional conductive layer, such as indium tin oxide (ITO), to enable electrical actuation for vortex generation (<xref ref-type="bibr" rid="B22">Tiflidis et al., 2021</xref>). The integration of elements on silicon, such as electrodes or piezoelectric elements capable of generating active mixing phenomena, is also possible (<xref ref-type="bibr" rid="B26">Westerbeek et al., 2022</xref>).</p>
<p>A theoretical framework is required to understand how secondary flows can be defined and optimized within LC systems to address the limitations of the methods under discussion.</p>
</sec>
</sec>
<sec id="s2">
<label>2</label>
<title>Secondary flow induced dispersion: theory, mechanisms and applications</title>
<sec id="s2-1">
<label>2.1</label>
<title>Dispersion theory under secondary flow conditions</title>
<p>The extended dispersion theory by van Deemter includes additional sources of dispersion by the plate height (H) model using A, B, and C terms. The A term is called eddy dispersion and reflects the distribution of (unequal) flow paths that solute molecules follow in packed columns. The B-term represents longitudinal dispersion and can be reduced by reducing the elution time. Additionally, dispersion due to the mass transfer resistance, so-called C-term dispersion, arises from the finite rate of solute exchange between the mobile and stationary phases. The plate-height relationship with mobile phase velocity (u) (<xref ref-type="disp-formula" rid="e1">Equation 1</xref>) is:<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mi>H</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>A</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>C</mml:mi>
<mml:mi>u</mml:mi>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
</p>
<p>When radial diffusion is slow, as in the case of macromolecules or proteins, the velocity difference results in noticeable peak broadening and a loss of separation efficiency. The A-term is absent in highly ordered (pillar array) columns or open-tubular channels, eliminating eddy diffusion from the plate height contribution. The B-term can be minimized by reducing longitudinal dispersion, for example, by using radially elongated pillar arrays in classical LC systems (<xref ref-type="bibr" rid="B16">Op De Beeck et al., 2013</xref>).</p>
<p>For an open-tubular column, the plate height can be expressed in dimensionless form as the reduced plate height, defined by <italic>h</italic> &#x3d; <italic>H</italic>/<italic>l</italic>, where <italic>l</italic> is the characteristic column length. Following, the reduced plate height is given (<xref ref-type="disp-formula" rid="e2">Equation 2</xref>) by <xref ref-type="bibr" rid="B27">Westerbeek et al. (2023)</xref>.<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:mi>h</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mtext mathvariant="italic">pe</mml:mtext>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mo>&#x2a;</mml:mo>
<mml:mtext>&#x2009;</mml:mtext>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">&#x3ba;</mml:mi>
</mml:mrow>
<mml:mtext>aris</mml:mtext>
</mml:msub>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mo>&#x2a;</mml:mo>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mtext>Pe</mml:mtext>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>The first term accounts for axial dispersion arising from molecular diffusion, while the second term represents convective dispersion associated with cross-sectional velocity non-uniformity. The dimensionless parameter &#x3ba;aris characterizes how efficiently velocity heterogeneity contributes to band broadening and, together with the Peclet number, determines column performance. The contributions of molecular diffusion and convective dispersion lead to an optimal Peclet number at which the plate height reaches a minimum, with &#x3ba;<sub>ari</sub>
<sub>s</sub> governing the magnitude of the convective contribution at this optimum.</p>
<p>In this context, the effect of lateral flow on dispersion as a separate parameter is not accounted for in the van Deemter theory. To address this limitation, the Generalized Dispersion Theory (GDT) can be employed by incorporating the influence of transverse transport on overall dispersion (<xref ref-type="bibr" rid="B8">Brenner, 1980</xref>). GDT extends the long-time solution of the convection-diffusion equation with the effect of cross-sectional velocity profiles. In GDT, the solute transport is characterized by the concentration distribution, c (x,y,z,t) follows the convection&#x2013;diffusion equation (<xref ref-type="disp-formula" rid="e3">Equation 3</xref>) (<xref ref-type="bibr" rid="B9">Brenner, 1993</xref>):<disp-formula id="e3">
<mml:math id="m3">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi mathvariant="normal">&#x2202;</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x2202;</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mi mathvariant="normal">u</mml:mi>
<mml:mo>&#xb7;</mml:mo>
<mml:mo>&#x2207;</mml:mo>
<mml:mi>c</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:msup>
<mml:mo>&#x2207;</mml:mo>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where the velocity field is u (x, y) &#x3d; (u (x, y), v (x, y), U (x, y)) with axial velocity U and D<sub>m</sub> is the molecular diffusion coefficient. In the long-time limit, cross-sectional averaging yields an effective transport equation for the mean concentration. Dimensionless plate height is expressed in <xref ref-type="disp-formula" rid="e4">Equation 4</xref> as <inline-formula id="inf1">
<mml:math id="m4">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>c</mml:mi>
<mml:mi>&#x00af;</mml:mi>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> (z,t) (<xref ref-type="bibr" rid="B9">Brenner, 1993</xref>):<disp-formula id="e4">
<mml:math id="m5">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi mathvariant="normal">&#x2202;</mml:mi>
<mml:mover accent="true">
<mml:mi>c</mml:mi>
<mml:mi>&#x00af;</mml:mi>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x2202;</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mi>U</mml:mi>
<mml:mo>&#x2a;</mml:mo>
</mml:msup>
<mml:mfrac>
<mml:mrow>
<mml:mi mathvariant="normal">&#x2202;</mml:mi>
<mml:mover accent="true">
<mml:mi>c</mml:mi>
<mml:mi>&#x00af;</mml:mi>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x2202;</mml:mi>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mi>D</mml:mi>
<mml:mo>&#x2a;</mml:mo>
</mml:msup>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mi mathvariant="normal">&#x2202;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mover accent="true">
<mml:mi>c</mml:mi>
<mml:mi>&#x00af;</mml:mi>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x2202;</mml:mi>
<mml:msup>
<mml:mi>z</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>
</p>
<p>U&#x2a; is the average axial velocity, and D&#x2a; is the axial dispersion coefficient. In GDT, the effective dispersion coefficient is decomposed into a molecular and a convective contribution according to <xref ref-type="disp-formula" rid="e5">Equation 5</xref>,<disp-formula id="e5">
<mml:math id="m6">
<mml:mrow>
<mml:msup>
<mml:mi>D</mml:mi>
<mml:mo>&#x2a;</mml:mo>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mover accent="true">
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
<mml:mo>&#x2b;</mml:mo>
<mml:mover accent="true">
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>where <inline-formula id="inf2">
<mml:math id="m7">
<mml:mrow>
<mml:mover accent="true">
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> is the molecular contribution to the axial dispersion coefficient and <inline-formula id="inf3">
<mml:math id="m8">
<mml:mrow>
<mml:mover accent="true">
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> the Taylor-Aris dispersion coefficient. The cross-sectional coordinates (x,y) are grouped into a local coordinate q&#x2208;q<sub>0</sub>, where q<sub>0</sub> denotes the bounded channel cross-section. For unretained conditions, the effective transport coefficients are given by <xref ref-type="disp-formula" rid="e6">Equations 6</xref>&#x2013;<xref ref-type="disp-formula" rid="e9">9</xref> (<xref ref-type="bibr" rid="B9">Brenner, 1993</xref>). The average velocity is defined as,<disp-formula id="e6">
<mml:math id="m9">
<mml:mrow>
<mml:msup>
<mml:mi>U</mml:mi>
<mml:mo>&#x2a;</mml:mo>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mo>&#x222b;</mml:mo>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:msub>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>U</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>d</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>
</p>
<p>Here c<sub>0</sub>(q) is the stationary distribution of solute across the local subspace and is defined as the long-time limit of the cross sectional solute distribution. It satisfies the normalization condition (<xref ref-type="disp-formula" rid="e7">Equation 7</xref>).<disp-formula id="e7">
<mml:math id="m10">
<mml:mrow>
<mml:msub>
<mml:mo>&#x222b;</mml:mo>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:msub>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>d</mml:mi>
<mml:mi>q</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>
<disp-formula id="e8">
<mml:math id="m11">
<mml:mrow>
<mml:mover accent="true">
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
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<p>B(q) is the auxiliary field describing the relative axial displacement of solute associated with a given transverse position. The auxiliary field B(q) is obtained from the transverse transport problem (<xref ref-type="disp-formula" rid="e10">Equation 10</xref>) (<xref ref-type="bibr" rid="B9">Brenner, 1993</xref>),<disp-formula id="e10">
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</disp-formula>where u<sub>&#x22a5;</sub> is the transverse velocity field. Secondary flows do not contribute directly to axial transport, but modify the redistribution of solute across streamlines and thereby alter the B-field. This reduces the correlation between axial velocity deviations and solute displacement while leading to a decrease in the <inline-formula id="inf4">
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</inline-formula> .&#x3ba;<sub>aris</sub> appears in the reduced plate-height expression, quantifying how efficiently cross-sectional velocity heterogeneity is converted into axial band broadening. In classical Taylor&#x2013;Aris dispersion, the &#x3ba;<sub>aris</sub> geometrical factor is determined by the channel cross-section and the corresponding axial velocity profile. In GDT, dispersion is expressed using the reduced plate height (<xref ref-type="disp-formula" rid="e11">Equation 11</xref>) in a phenomenological form as <xref ref-type="bibr" rid="B27">Westerbeek et al. (2023)</xref>:<disp-formula id="e11">
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<label>(11)</label>
</disp-formula>
</p>
<p>While &#x3ba;<sub>aris</sub> reduces to a geometry-dependent constant in classical Taylor&#x2013;Aris dispersion, GDT generalizes this concept by allowing &#x3ba;<sub>aris</sub> to depend on transverse transport processes through their influence on <inline-formula id="inf5">
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</inline-formula> . In the present framework, the plate height depends D&#x2a;, which includes the contribution from convective dispersion. Since the convective dispersion coefficient is governed by the auxiliary B-field (<xref ref-type="disp-formula" rid="e10">Equation 10</xref>), the influence of transverse transport is implicitly embedded in the plate-height expression through &#x3ba;<sub>aris.</sub> Consequently, secondary flows do not alter the structure of the reduced plate-height expression but instead modify the effective value of &#x3ba;<sub>aris</sub> by reshaping transverse solute redistribution and reducing the correlation between axial velocity deviations and solute displacement. Within GDT, &#x3ba;<sub>aris</sub> is governed by the auxiliary B-field and, therefore, depends on secondary flows.</p>
<p>Studies have shown theoretical and experimental agreement with GDT in LC systems (<xref ref-type="bibr" rid="B26">Westerbeek et al., 2022</xref>; <xref ref-type="bibr" rid="B6">Bihi et al., 2024</xref>). Researchers have also demonstrated that secondary flows can reduce dispersion more than the improvements achievable through the geometrical modifications alone (<xref ref-type="bibr" rid="B28">Zhao and Bau, 2007</xref>). As the theoretical understanding of secondary flows developed, researchers began to examine whether &#x3ba;<sub>aris</sub> could be reduced by geometric optimization and actively altering the flow profile. The idea of inducing lateral flows for dispersion suppression was proposed earlier (<xref ref-type="bibr" rid="B23">Tijssen, 1978</xref>; <xref ref-type="bibr" rid="B1">Adrover, 2013</xref>). These developments motivated to explore practical mechanisms to generate secondary flows, as will be discussed in the following section.</p>
</sec>
<sec id="s2-2">
<label>2.2</label>
<title>Secondary flow mechanisms</title>
<p>Lateral mixing plays a crucial role in reducing axial dispersion by facilitating faster transfer of species across flow streamlines. In passive mixing, the flow pattern is determined by channel geometry and hydrodynamic effects, while active methods employ external forces to induce more controlled and efficient lateral mixing. The schematics of several mixing mechanisms are shown in <xref ref-type="fig" rid="F1">Figure 1</xref> and discussed below.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Schematics of various secondary flow mechanisms: <bold>(a)</bold> Staggered herringbone mixer showing alternating ridge asymmetry, rotational cells, and mixing evolution in confocal micrographs. From <xref ref-type="bibr" rid="B19">Stroock et al. (2002)</xref>. Reprinted with permission from AAAS <bold>(b)</bold> Taylor-Aris dispersion in capillary-magnet RTD setup. Capillary coaxial to magnet bore wherein it undergoes transverse rotating magnetic fields: (1) tracer bolus at injection; (2) advection-convolved paraboloidal tracer envelop; (3) advection-(radial) diffusion convolved cylindrical tracer envelope. Reprinted with permission from <xref ref-type="bibr" rid="B17">Rolland et al. (2014)</xref>. Copyright 2014 American Chemical Society. <bold>(c)</bold> Representation of a typical bulk acoustofluidic setup. A frequency generator induces vibrations in the PZT actuator, which are transferred to the channel walls, thereby creating a standing pressure wave in the microfluidic cavity. Reprinted from <xref ref-type="bibr" rid="B10">Gelin et al. (2021)</xref>, Copyright (2020), with permission from Elsevier. <bold>(d)</bold> AC-electroosmotic flow configurations a. Cross-sectional view of the co-planar approach for IC AC-EOF with horizontally oriented (metal) electrodes, b. cross-sectional view of the vertically integrated (doped Si) electrodes, separated by a SiO2 layer. Dotted lines represent the flow lines due to AC-electroosmotic flow. Reproduced from <xref ref-type="bibr" rid="B25">Westerbeek et al. (2020)</xref> with permission from the Royal Society of Chemistry.</p>
</caption>
<graphic xlink:href="frlct-05-1768163-g001.tif">
<alt-text content-type="machine-generated">Panel (a) shows a microfluidic channel with staggered structures generating vortex flow patterns and cross-sectional flow views. Panel (b) shows a capillary exposed to rotating transverse magnetic field generates vortices, enhancing lateral mixing. Panel (c) shows bulk acoustofluidic setup where a frequency generator drives a PZT actuator, creating standing pressure waves in the microfluidic channel. Panel (d) presents two AC-electroosmotic flow configurations in SOI a) co-planar horizontal electrodes; (b) vertically integrated electrodes separated by a SiO2 layer.</alt-text>
</graphic>
</fig>
<sec id="s2-2-1">
<label>2.2.1</label>
<title>Passive mixing</title>
<p>Modification of channel geometry is used without external stimuli in passive mixing methods. The passive designs rely on changes in flow direction, including zigzag, serpentine, spiral, and T-shaped micromixers. These geometries guide the fluid to follow the paths. This way, the flow periodically reorients and enhances mixing through stretching and folding. While these methods are simple and easy to fabricate, the strength and uniformity of the induced secondary flows are generally limited. In addition, the performance depends on the flow rate and the aspect ratio of the channel. In a study, researchers used a 15&#xa0;&#xb5;m deep staggered herringbone mixer (<xref ref-type="fig" rid="F1">Figure 1a</xref>) to create chaotic flow (<xref ref-type="bibr" rid="B19">Stroock et al., 2002</xref>) and showed a significant reduction in band broadening in 70 &#xd7; 200&#xa0;&#x3bc;m channels. This concept relies on an asymmetric groove patterned on the channel wall to create chaotic advection. The alternating ridge orientation generates transverse flow that folds and stretches fluid elements, resulting in an increase in interfacial contact and enhancing mixing. However, the performance of herringbone structures is highly sensitive to the groove dimensions and channel size. In wider channels, the vortices often fail to span the whole cross-section. The grooves must be made very small to remain effective. As a result, practical implementation can become difficult, particularly when long columns or fabrication constraints are involved.</p>
<p>Another hydrodynamically driven passive mechanism is called Dean mixing, which occurs in curved channels due to centrifugal forces acting on fluid elements. An example of this is the study of Tijssen and co-workers in which Dean vortices are investigated in curved capillaries (<xref ref-type="bibr" rid="B23">Tijssen, 1978</xref>). They proposed that the resulting secondary flow could mitigate Taylor&#x2013;Aris dispersion by up to 5-fold (<xref ref-type="bibr" rid="B14">Johnson and Kamm, 1986</xref>; <xref ref-type="bibr" rid="B13">Jayaraman, 1998</xref>). Dean vortices only become significant at sufficiently high axial velocities because they arise from inertial effects. At low Reynolds number regimes, a characteristic of microfluidics, the induced secondary flow remains weak. In the initial stages of research, efforts were made to benefit from turbulent mixing in larger channels (<xref ref-type="bibr" rid="B11">Giddings et al., 1966</xref>; <xref ref-type="bibr" rid="B4">Bauer, 1989</xref>). These efforts showed stronger transverse transport. However, these mechanisms were not suitable for microscale systems. These systems need due to the necessity of higher flow rates to induce turbulence, resulting in higher axial dispersion. In summary, passive micromixers have proven instrumental in demonstrating that geometry can induce lateral flow. However, the resulting mixing is either weak, geometry-dependent, or contributes to axial velocity. These limitations have encouraged the development of generating controlled lateral flow.</p>
</sec>
<sec id="s2-2-2">
<label>2.2.2</label>
<title>Active mixing</title>
<p>Active methods use external stimuli to generate lateral flows, unlike passive micromixers. This allows secondary flows to be generated independently from axial flow at low Re values. Active strategies also offer greater control over the location of mixing, strength, and frequency of induced vortices. This makes them more versatile than passive approaches. Several principles have been used to introduce active methods, including magnetic, acoustic, and electroosmotic mixing.</p>
<p>Magnetic mixing depends on the interaction between magnetic fields and magnetic particles. When the oscillating or rotating magnetic field is applied, the particles induce local disturbances while generating transverse microvortices (<xref ref-type="bibr" rid="B18">Shanko et al., 2022</xref>). These can enhance mixing efficiency, especially in larger channels where inertial effects are minimal. A well-known example of this is shown in <xref ref-type="fig" rid="F1">Figure 1b</xref> where the rotating magnetic fields are used to generate nanoscale vortices in a 1&#xa0;mm diameter capillary (<xref ref-type="bibr" rid="B12">Hajiani and Larachi, 2012</xref>). Magnetic actuation enhanced the transverse mixing and lowered Taylor dispersion by a factor of five compared with the (uniquely applied) pressure-driven flow situation. The approach also allows the flow to be controlled remotely and reversed without direct contact with the channel walls. However, applying this method in LC systems brings several practical difficulties. Magnetic particles introduced into the stream can disturb separation, so they should be removed after the operation. More importantly, the column did not have any (stationary phase) particles and relevant (micron-scale) chromatographic dimensions, and it seems difficult to apply the method in such (chromatography compatible) conditions.</p>
<p>Acoustic streaming is another active mechanism in which lateral flows are induced through the interaction of acoustic waves and the fluid. Bulk acoustic waves have been used to generate streaming vortices. When the acoustic waves travel along the channel surface or through the fluid, they create localized oscillations that produce time-averaged flow patterns as vortices. This acoustic streaming can be achieved by connecting a piezo-ceramic element (PZT) to the silicon chip to generate a standing wave (<xref ref-type="fig" rid="F1">Figure 1c</xref>). These vortices can be extended across the entire cross-section of the channel under frequency matched conditions. The efficiency of vortex formation depends on the relationship between the acoustic wavelength and channel dimensions to ensure stable streaming patterns. An initial study on the effect of acoustic streaming resulted in more than a two-fold reduction (<xref ref-type="fig" rid="F2">Figure 2a</xref>) and demonstrated that acoustically induced lateral convection is a viable strategy for dispersion reduction (<xref ref-type="bibr" rid="B10">Gelin et al., 2021</xref>). A recent study introduced depth matched acoustic resonance as a new approach, compared with the traditional width matching, generating lateral vortices across a 10&#xa0;&#x3bc;m &#xd7; 75&#xa0;&#xb5;m silicon channel (<xref ref-type="bibr" rid="B15">Naghdi et al., 2025</xref>). These acoustic-induced lateral vortices resulted in a 10-fold reduction in Taylor-Aris dispersion and demonstrate the scalability and compatibility of the method in micron-scale dimensions (<xref ref-type="fig" rid="F2">Figure 2b</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(a)</bold> Representation of dispersion in terms of reduced plate height and reduced velocity: No actuation, 56&#xa0;Vp-p actuation, 70&#xa0;Vp-p actuation and theoretical expression. Reprinted from <xref ref-type="bibr" rid="B10">Gelin et al. (2021)</xref>, Copyright (2021), with permission from Elsevier. <bold>(b)</bold> Experimental van Deemter plot (unretained conditions). Black circles correspond to HETP at 0Vpp, 0&#xa0;MHz, purple triangles correspond to HETP at 1.0 Vpp, 9.7&#xa0;MHz, green squares correspond to HETP at 2.0 Vpp, 9.7&#xa0;MHz, blue rectangles correspond to HETP at 1.0Vpp, 10.0&#xa0;MHz, and red pentagons correspond to HETP at 2.0 Vpp, 10.0&#xa0;MHz. Full lines correspond to linear fitting. The black dashed line corresponds to the theoretical van Deemter plot (Poppe model) at 0Vpp,0&#xa0;MHz. Reprinted with permission from <xref ref-type="bibr" rid="B15">Naghdi et al. (2025)</xref>. Copyright 2025 American Chemical Society. <bold>(c)</bold> HETPp vs. Pep for rp &#x3d; 1/80 (curve a), rp &#x3d; 1/40 (curve b), and rp &#x3d; 1/80 (curve c). The curves labeled with capital letters represent the HETP values associated with purely axial OCHDC (curves A, B, and C for rp &#x3d; 1/80, 1/40, and 1/20, respectively). Bullets represent the HETP values computed by the Lagrangian-stochastic approach for an ensemble of order 105 particles. Reprinted with permission from <xref ref-type="bibr" rid="B5">Biagioni and Cerbelli (2022)</xref>. Copyright 2022 American Chemical Society. <bold>(d)</bold> Reduced plate height values at different axial Peclet numbers, with and without lateral mixing. The theoretical plate height is displayed for a channel with aspect ratio 2. Reproduced from <xref ref-type="bibr" rid="B25">Westerbeek et al. (2020)</xref> with permission from the Royal Society of Chemistry. <bold>(e)</bold> Van Deemter plots for the 5 &#xd7; 20&#xa0;&#x3bc;m2 channel. The applied peak-to-peak voltages were 0 Vpp (black), 2 Vpp (red), 4 Vpp (blue), 6 Vpp (green), and 8 Vpp (purple) at 10&#xa0;kHz. A theoretical van Deemter curve was also plotted for a channel with aspect ratio 4 (dotted line). The reductions in &#x3ba;aris obtained for 2, 4, 6, and 8 Vpp were, respectively, 31, 67, 80% and 80%. Reprinted with permission from <xref ref-type="bibr" rid="B27">Westerbeek et al. (2023)</xref>. Copyright 2023 American Chemical Society. <bold>(f)</bold> Relative reduction of C-term for increasing lateral flow for different molecular diffusion coefficients at an axial velocity of 150&#xa0;&#x3bc;m/s, a) without retention. Reprinted with permission from <xref ref-type="bibr" rid="B6">Bihi et al. (2024)</xref>. Copyright 2024 American Chemical Society.</p>
</caption>
<graphic xlink:href="frlct-05-1768163-g002.tif">
<alt-text content-type="machine-generated">Six panels illustrate dispersion and plate-heights under different mixing conditions. (a) Reduced plate height versus reduced velocity comparing no actuation, two actuation voltages, and theoretical prediction. (b) Experimental van Deemter plots showing HETP versus velocity for different voltages and frequencies with fitted and theoretical lines. (c) HETP variation with Peclet number for multiple retention parameters, including axial flow references and simulation results. (d) Reduced plate height versus axial Peclet number comparing cases with and without lateral mixing. (e) Van Deemter plots at several applied voltages with theoretical prediction. (f) Relative C-term reduction versus lateral flow for different diffusion coefficients.</alt-text>
</graphic>
</fig>
<p>Electroosmotic flow (EOF) occurs when an electric field is applied along a channel whose walls carry a surface charge, generating fluid movement near the electrical double layer. Unlike pressure-driven flow, which produces a parabolic velocity profile with a shear near the walls, EOF exhibits a nearly plug-like profile across the channel. While in traditionally EOF is being used to generate axial flow, it can also be employed to produce lateral (vortex) flows.</p>
<p>The electrode configuration affects vortex formation in EOF-driven microfluidic systems. The most straightforward co-planar configuration typically generates symmetric flow patterns that primarily enhance mixing near the channel walls, therewith limiting the mixing efficiency. On the other hand, vertically integrated electrode arrangements can induce multiple vortices with much more pronounced mixing throughout the entire channel cross-section (<xref ref-type="fig" rid="F1">Figure 1d</xref>). Researchers compared regular and chaotic electrode configurations were compared and found that chaotic patterns provided promising dispersion reduction, especially at higher flow rates and lower adsorption constants (<xref ref-type="bibr" rid="B24">Venditti et al., 2022</xref>). Also, the computational simulations showed that secondary flows driven by electroosmosis can reduce dispersion more effectively than geometrical modifications alone (<xref ref-type="bibr" rid="B28">Zhao and Bau, 2007</xref>). Recent experimental studies have demonstrated dispersion reduction up to 5-fold in vertically patterned electrode configurations (<xref ref-type="bibr" rid="B25">Westerbeek et al., 2020</xref>) in micron-scale dimensions. In these studies, the electrode design is critical.</p>
<p>In the presence of a non-uniform electric field, EOF can be used to enable controlled vortex formation within the entire channel cross-section. This ability to actively shape the flow field makes EOF attractive for dispersion control in LC. Early studies on electroosmotic mixing focused on direct current (DC) EOF where a constant electric field drives the flow. Theoretical studies showed that combining DC-EOF with hydrodynamic flow in open-channel hydrodynamic chromatography would generate lateral vortices strong enough to reduce the separation time by nearly 50-fold (<xref ref-type="fig" rid="F2">Figure 2c</xref>) (<xref ref-type="bibr" rid="B5">Biagioni and Cerbelli, 2022</xref>). This shows the potential of electrokinetic forces to perform significant performance gains. However, in a practical application, DC-EOF limitations include electrolysis at the electrodes, bubble formation, and changes in ionic strength due to Faradaic reactions. These effects can impact the performance over time and complicate the practical implementation.</p>
<p>In AC-EOF, the electric field oscillates in time, which prevents permanent accumulation of ions at the electrodes (and a concomitant reduction of the effective electrical field) and reduces the occurrence of Faradaic processes. This allows for higher field strengths while still avoiding electrochemical degradation. AC-EOF enables control over the frequency of the electric field while affecting the structure of the induced lateral vortices.</p>
<p>At low frequencies, the flow behaves similarly to DC-EOF. However the electric field cannot fully penetrate the electrical double layer, leading to complex flow patterns at high frequencies. Higher frequencies produce stronger and stable vortices. The voltage amplitude also plays a role, as higher voltages increase the slip velocity in the electrical double layer and enhance the secondary flow. Ionic strength is another critical parameter salt concentrations compress the electrical double layer, reducing the EOF. On the other hand, a very low ionic strength may destabilize the flow. Therefore, AC-EOF offers a rich parameter space with frequency, voltage, and ionic strength as key parameters that can be optimized to generate appropriate lateral flows under chromatographic conditions.</p>
<p>As a first reference system, chip-based open-tubular chromatography have been successfully evaluated. AC-EOF was used to generate transverse vortices in 40 &#xd7; 20&#xa0;&#xb5;m (w x h) microchannels and reported a three-to five-fold reduction in the &#x3ba;aris parameter (<xref ref-type="fig" rid="F2">Figure 2d</xref>) (<xref ref-type="bibr" rid="B25">Westerbeek et al., 2020</xref>). In a subsequent study, vortex-induced flow was used to reduce the C-term in 5 &#xd7; 20&#xa0;&#x3bc;m (w x h) channels by up to five-fold in 3&#xa0;&#xb5;m channels, demonstrating strong scalability to dimensions relevant for high-resolution separations (<xref ref-type="fig" rid="F2">Figure 2e</xref>.) (<xref ref-type="bibr" rid="B27">Westerbeek et al., 2023</xref>). This analysis was then extended numerically to include unretained (<xref ref-type="fig" rid="F2">Figure 2f</xref>) and retained (k &#x3e; 0) conditions and found that even when analytes interact with the stationary phase, lateral vortices significantly reduce dispersion, more than 5-fold (<xref ref-type="bibr" rid="B6">Bihi et al., 2024</xref>). Vortex-induced EOF performance is depended on channel aspect ratio (<xref ref-type="bibr" rid="B7">Bihi et al., 2026</xref>) and the largest gains have been, obtained with square channels (AR &#x3d; 1). These results show the versatility of EOF-based methods and their ability to target both axial velocity gradients and mass transfer resistance. Numerical simulations demonstrated that electroosmotically induced secondary flows could reduce dispersion beyond the limits of geometric optimization (<xref ref-type="bibr" rid="B28">Zhao and Bau, 2007</xref>). Experiments showed that AC EOF-induced lateral vortices lowered &#x3ba;<sub>a</sub>
<sub>ri</sub>
<sub>s</sub> up to 80% and reduce the C-term up to five-fold in open-tubular columns (<xref ref-type="bibr" rid="B25">Westerbeek et al., 2020</xref>; <xref ref-type="bibr" rid="B27">Westerbeek et al., 2023</xref>). The electrode patterning has also been explored to alternate between regular and chaotic vortex structures, allowing mixing strategies to be adjusted to different separation conditions (<xref ref-type="bibr" rid="B24">Venditti et al., 2022</xref>). These studies shows that vortex-based lateral mixing is not only effective but also highly controllable. GDT also provides a quantitative link between mixing strength and column efficiency while enabling a predictive design of these lateral mixing strategies. When combined with retention models, GDT can be used to determine the optimal vortex amplitude and frequency for different solute-surface interactions. These experimental and theoretical support distinguishes vortex-based methods from earlier approaches and highlights their potential as a foundation for next-generation LC systems.</p>
<p>Passive and active mixing strategies represent two distinct approaches for generating secondary flows. In passive approaches, secondary flows arise from the axial flow. As a result, vortex generation scales with axial velocity, and effective mixing typically requires higher flow rates, resulting in (inherent) increased axial dispersion. By contrast, active approaches generate secondary flows independently of the axial flow. This allows lateral transport to be adjusted at the same axial flow. This, however, requires additional system integration. In both cases, dispersion reduction is associated with enhanced transverse transport, achieved through different physical mechanisms.</p>
<p>Vortex-based active methods minimize dispersion by decoupling the lateral flow from the primary axial flow. Instead of relying on extreme miniaturization or geometric complexity, they use flow-field engineering to enhance mass transfer. This concept forms the basis of Vortex LC, where lateral vortices are deliberately integrated into the separation process. The ability to generate strong andtunable secondary flows makes vortex-based methods one of the promising directions for achieving high performance in liquid chromatography.</p>
</sec>
</sec>
</sec>
<sec sec-type="conclusion" id="s3">
<label>3</label>
<title>Conclusion</title>
<p>In this review, secondary flow-induced mechanisms in LC are discussed with an emphasis on Vortex Chromatography as an emerging approach to enhance mass transfer. Electroosmotic and acoustic mixing strategies have demonstrated up to an order of magnitude reduction in Taylor-Aris dispersion. Compared with passive methods, these techniques offer better control over the formation of lateral vortices and enable much higher separation efficiencies.</p>
<p>Despite these advances, most implementations remain limited to single channel configurations with limited loadability. Scalability toward high throughput designs may be challenging, as active mixing must be enabled in each individual channel or array. In acoustic systems, commercially available PZT actuators are typically limited to 20&#xa0;MHz, which sets constraints on the channel dimensions. While porous structures are widely used in conventional liquid chromatography to increase surface area, their role in vortex chromatography and their interaction with vortex-driven transport have not yet been studied. A next step would involve experimentally examining retained-dispersion behavior in vortex chromatography. Future applications may also benefit macromolecular separations, where low diffusivity amplifies the Taylor-Aris dispersion. Vortex chromatography could thus open a new perspective for these analyses in miniaturized LC systems.</p>
<p>Vortex chromatography holds strong potential to reduce Taylor&#x2013;Aris dispersion by more than one order of magnitude and represents a promising framework for next-generation, high-efficiency liquid chromatography systems.</p>
</sec>
</body>
<back>
<sec sec-type="author-contributions" id="s4">
<title>Author contributions</title>
<p>GS: Writing &#x2013; original draft, Writing &#x2013; review and editing. WM: Writing &#x2013; review and editing, Conceptualization, Funding acquisition, Supervision.</p>
</sec>
<sec sec-type="COI-statement" id="s6">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="s7">
<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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<title>Publisher&#x2019;s note</title>
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</sec>
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<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/47329/overview">Pedro Estrela</ext-link>, University of Bath, United Kingdom</p>
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<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1472308/overview">Makoto Tsunoda</ext-link>, The University of Tokyo, Japan</p>
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