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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell Dev. Biol.</journal-id>
<journal-title>Frontiers in Cell and Developmental Biology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell Dev. Biol.</abbrev-journal-title>
<issn pub-type="epub">2296-634X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">844812</article-id>
<article-id pub-id-type="doi">10.3389/fcell.2022.844812</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cell and Developmental Biology</subject>
<subj-group>
<subject>General Commentary</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Commentary: The Dynamics of Aerotaxis in a Simple Eukaryotic Model</article-title>
<alt-title alt-title-type="left-running-head">Rieu et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Commentary: Cell Division During Aerotactic Spreading</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Rieu</surname>
<given-names>Jean-Paul</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1102344/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cochet-Escartin</surname>
<given-names>Olivier</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1374823/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Anjard</surname>
<given-names>Christophe</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/974751/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Demircigil</surname>
<given-names>Mete</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Calvez</surname>
<given-names>Vincent</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Institut Lumi&#xe8;re Mati&#xe8;re</institution>, <institution>UMR5306</institution>, <institution>Universit&#xe9; Lyon 1-CNRS</institution>, <institution>Universit&#xe9; de Lyon</institution>, <addr-line>Villeurbanne</addr-line>, <country>France</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Institut Camille Jordan</institution>, <institution>UMR5208</institution>, <institution>Universit&#xe9; Lyon 1-CNRS</institution>, <institution>Universit&#xe9; de Lyon</institution>, <addr-line>Villeurbanne</addr-line>, <country>France</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1416403/overview">Verena Ruprecht</ext-link>, Centre for Genomic Regulation (CRG), Spain</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1002323/overview">Jean Clairambault</ext-link>, Institut National de Recherche en Informatique et en Automatique (INRIA), France</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Jean-Paul Rieu, <email>jean-paul.rieu@univ-lyon1.fr</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Molecular and Cellular Pathology, a section of the journal Frontiers in Cell and Developmental Biology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>844812</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>12</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>01</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Rieu, Cochet-Escartin, Anjard, Demircigil and Calvez.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Rieu, Cochet-Escartin, Anjard, Demircigil and Calvez</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an&#x20;open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other&#x20;forums is permitted, provided the original author(s) and the copyright&#x20;owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<kwd-group>
<kwd>Self-generated gradients</kwd>
<kwd>Aerotaxis</kwd>
<kwd>Collective migration</kwd>
<kwd>Oxygen sensing</kwd>
<kwd>Dictyostelium discoideum</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<p>
<bold>A Commentary&#x20;on</bold>
</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fcell.2021.720623">
<bold>The Dynamics of Aerotaxis in a Simple Eukaryotic Model</bold>
</ext-link>
</p>
<p>
<italic>by Biondo, M., Panuzzo, C., Ali, S. M., Bozzaro, S., Osella, M., Bracco, E., and Pergolizzi, B. (2021). Front. Cell Dev. Biol. 9:720623. doi:</italic> <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fcell.2021.720623">
<italic>10.3389/fcell.2021.720623</italic>
</ext-link>
</p>
<p>We read with interest the article by <xref ref-type="bibr" rid="B1">Biondo et&#x20;al. (2021)</xref> in Frontiers in Cell and Developmental Biology, &#x201c;<italic>The Dynamics of Aerotaxis in a Simple Eukaryotic Model</italic>.&#x201d; Reproducing the confinement assay we published in eLife earlier this year (<xref ref-type="bibr" rid="B2">Cochet-Escartin et&#x20;al., 2021</xref>) with the same cell line, they found the same emergent behavior, i.e.,&#x20;the propagation of a ring of cells, which they named corona, from a dense, confined colony through the self-generation of oxygen gradients by cell consumption. The authors claimed that cell division plays no role in the phenomenon, whereas in our study, we insisted on its important&#x20;role.</p>
<p>This message is wrong. In this commentary, we first clarify that ring formation is independent on cell division but that ring propagation over long times depends on it. Second, we discuss the possible experimental biases that may have led the authors to this conclusion.</p>
<p>
<bold>Cell division is not necessary for ring formation but is necessary for its sustained propagation</bold>. Biondo et&#x20;al. observed exactly the same collective phenotype as us for the confined colony in a starving buffer that prevents cell division. A ring forms internally, but as soon as it reaches the colony edge (at &#x223c;6&#xa0;h), it stops and cells aggregate (compare Movie 3 of Biondio et&#x20;al. with our movie M6 and Figure&#x20;5; Supplementary Figure&#x20;2, Cochet-Escartin et&#x20;al.). In contrast, in a nutrient medium, the ring propagates far away from the initial colony for days (see <xref ref-type="fig" rid="F1">Figure&#x20;1A</xref> below). Biondo et&#x20;al. neither commented on this fundamental difference between the two conditions nor on our model that demonstrates that cell division is necessary to maintain ring propagation even if it contributes little to the expansion speed (Figures 5A,B and Eq. 6, Cochet-Escartin et&#x20;al.). Independently of any model, a simple mass balance equation for the total cell number N with NB cells in the bulk region (core) and NR cells in the ring region invalidates Biondo&#x0027;s assertion that division plays no role:<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mi>N</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mi>B</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mi>R</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>B</mml:mi>
</mml:msub>
<mml:mi>&#x3c0;</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>L</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>R</mml:mi>
</mml:msub>
<mml:mn>2</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>R</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Cell proliferation during the aerotactic expansion of a small confined colony of vegetative <italic>Dictyostelium</italic> cells with an initial number of cell <italic>N</italic>(0&#xa0;h) <italic>&#x3d;</italic> 1,000 and an initial radius <italic>R</italic>(0&#xa0;h) &#x3d; 600&#xa0;&#xb5;m. <bold>(A)</bold> Snapshots at 3, 18, and 36&#xa0;h showing the propagation of an external dense ring of cells mowing outwardly. Scale bar, 1.5&#xa0;mm. <bold>(B)</bold> Corresponding stationary radial density profiles. <bold>(C)</bold> Measurements of the number of ring and bulk cells as well as the sum of the two subpopulations (total). The ring cells were estimated by measuring their density per unit length and multiplying by the perimeter. The bulk and total cell numbers have been fitted by <xref ref-type="disp-formula" rid="e1">Eqs 1</xref>, <xref ref-type="disp-formula" rid="e2">2</xref> (dotted lines) with <inline-formula id="inf1">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mo>&#x2192;</mml:mo>
<mml:mi>B</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>12</mml:mn>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mtext>cells/mm/h</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula> and error bars correspond to a 20% error on <inline-formula id="inf2">
<mml:math id="m3">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mo>&#x2192;</mml:mo>
<mml:mi>B</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. <bold>(D)</bold> Ring speed and bulk cell density measurements over time. <bold>(E,F)</bold> Close view of the ring region to estimate the cell exchanges between the ring and the bulk. <bold>(F)</bold> Cell trajectories lasting 1&#xa0;h in the ring frame. Ring borders are depicted by the dashed line. Blue, red, green, and purple trajectories correspond to trajectories that escape the ring toward the bulk, reach the ring from the bulk, reach the ring from the front, and escape the ring from the front, respectively. Overall, the net flux of cell from ring to front is zero; the net flux of cell from ring to bulk is approximately <inline-formula id="inf3">
<mml:math id="m4">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mo>&#x2192;</mml:mo>
<mml:mi>B</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>12</mml:mn>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mtext>cells/mm/h</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
</caption>
<graphic xlink:href="fcell-10-844812-g001.tif"/>
</fig>
<p>Using the experimental observations (Figures 1D,E, Supplementary Figure S3B in Cochet-Escartin et&#x20;al., <xref ref-type="fig" rid="F1">Figures 1B&#x2013;D</xref> below) that the ring width <italic>L</italic> and density <italic>&#x3c1;</italic>
<sub>
<italic>R</italic>
</sub> and bulk density <italic>&#x3c1;</italic>
<sub>
<italic>B</italic>
</sub> are constant, and that the ring radius R is expanding at constant speed <italic>R(t) &#x3d; R</italic>
<sub>
<italic>0</italic>
</sub>
<italic>&#x2b; &#x3c3;t,</italic> we predict that <inline-formula id="inf4">
<mml:math id="m5">
<mml:mrow>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mi>B</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> increases faster with time (i.e.,&#x20;as <inline-formula id="inf5">
<mml:math id="m6">
<mml:mrow>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:msup>
<mml:mi>R</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x223c;</mml:mo>
<mml:msup>
<mml:mi>t</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>) than <inline-formula id="inf6">
<mml:math id="m7">
<mml:mrow>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mi>R</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> (i.e.,&#x20;as <inline-formula id="inf7">
<mml:math id="m8">
<mml:mrow>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>L</mml:mi>
<mml:mi>R</mml:mi>
<mml:mo>&#x223c;</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>). Experimentally, up to 30&#xa0;h, <inline-formula id="inf8">
<mml:math id="m9">
<mml:mrow>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mi>B</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> increases faster than linearly with time while <italic>N</italic>
<sub>
<italic>R</italic>
</sub> increases linearly (<xref ref-type="fig" rid="F1">Figure&#x20;1C</xref>). Initially <italic>N</italic>
<sub>
<italic>B</italic>
</sub>
<italic>/N</italic>
<sub>
<italic>R</italic>
</sub> &#x3d; 1, but after 24&#xa0;h, <italic>N</italic>
<sub>
<italic>B</italic>
</sub>
<italic>/N</italic>
<sub>
<italic>R</italic>
</sub> &#x3d; 1.8, and after 47&#xa0;h, <italic>N</italic>
<sub>
<italic>B</italic>
</sub>
<italic>/N</italic>
<sub>
<italic>R</italic>
</sub> &#x3d; 2.8 (<xref ref-type="fig" rid="F1">Figure&#x20;1C</xref>). Hence, <italic>N</italic>
<sub>
<italic>B</italic>
</sub> largely contributes to the overall cell number increase <italic>N(t)</italic>. By comparison, Biondo et&#x20;al. assume a constant <inline-formula id="inf9">
<mml:math id="m10">
<mml:mrow>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mi>R</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>, and they do not consider bulk cells at&#x20;all.</p>
<p>
<bold>Cell divisions hold in the ring</bold>. Our confined colony grows slower than exponentially (see solid black line with a typical 8&#xa0;h doubling time (<xref ref-type="bibr" rid="B3">d&#x2019;Alessandro et&#x20;al., 2016</xref>) in <xref ref-type="fig" rid="F1">Figure&#x20;1C</xref>), but it grows (i.e.,&#x20;<italic>N</italic>(47&#xa0;h)<italic>/N</italic>(0&#xa0;h) &#x3d; 8.5). In Cochet-Escartin et&#x20;al., we propose a go-or-grow model where aerotaxis holds at low O<sub>2</sub> and cell division at high O<sub>2</sub>. The threshold is around 1% O<sub>2</sub> as estimated by direct aerotaxis investigations using microfluidic devices (Cochet-Escartin et&#x20;al.) and from literature values for cell division in hypoxic conditions (<xref ref-type="bibr" rid="B4">Schiavo and Bisson, 1989</xref>; <xref ref-type="bibr" rid="B5">West et&#x20;al., 2007</xref>). Such value corresponds to the O<sub>2</sub> level measured in the ring (Cochet-Escartin et&#x20;al.). Hence, divisions occur mostly in the ring, but ring cells are constantly transferred to the bulk to maintain a constant <inline-formula id="inf10">
<mml:math id="m11">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>B</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> while <italic>R</italic> is increasing. This transfer occurs in our models (see Figure&#x20;7 of Cochet-Escartin et&#x20;al.), but perhaps it was not sufficiently supported by data. In <xref ref-type="fig" rid="F1">Figures 1E,F</xref>, we present manually tracked trajectories in the ring frame. A few ones displayed with a green or purple color enter or escape the outward ring position, canceling any ring-to-front flux. Far more trajectories are directed backward (i.e.,&#x20;ring to bulk, in blue). Interestingly, the measured flux of such a cell transfer, <inline-formula id="inf11">
<mml:math id="m12">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mo>&#x2192;</mml:mo>
<mml:mi>B</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>12</mml:mn>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mtext>cells/mm/h</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula>, explains fairly well the bulk cell number increase using the following equation:<disp-formula id="e2">
<mml:math id="m13">
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mi>B</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>R</mml:mi>
<mml:msub>
<mml:mi mathvariant="normal">&#x03D5;</mml:mi>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mo>&#x2192;</mml:mo>
<mml:mi>B</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>The fit is displayed in <xref ref-type="fig" rid="F1">Figure&#x20;1C</xref>.</p>
<p>
<bold>Biondo et&#x20;al. may have caught a transient regime only</bold>. Biondo et&#x20;al. measured 3% and 5% O<sub>2</sub> in the bulk and ring regions, respectively (Supplementary Figure S1). Above 2% O<sub>2</sub>, aerotaxis should not hold (Cochet-Escartin et&#x20;al.); the division rate is fairly the same as in normoxic conditions (<xref ref-type="bibr" rid="B4">Schiavo and Bisson, 1989</xref>; <xref ref-type="bibr" rid="B5">West et&#x20;al., 2007</xref>). A possible reason for this discrepancy is that O<sub>2</sub> is overestimated. Their measurements were performed with a commercial sensing film that is not compatible with transmission microscopy, contrary to the technology we developed in Cochet-Escartin et&#x20;al. They may have a different confinement on plastic (their usual experimental condition) than on the sensing film. A loose (resp. tight) confinement may generate a higher (resp. lower) O<sub>2</sub> value under the colony. They also made colonies with a huge amount of cells (50,000 instead of 1,000 and 2,000 in our case). As the self-generated O<sub>2</sub> field depends on the consumption of every cell, we expect a huge degree of hypoxia. Finally, they never reached a stationary expansion regime due to the large initial excess of inner cells. That excess density slowly decreases with time as visible on their kymograph. We have actually simulated a moderate bulk cell excess in our work (Figure&#x20;4 of Cochet-Escartin et&#x20;al.) which is also transiently visible at 3&#xa0;h in <xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>. Such an inner cell mass transfer has to be taken into account to establish a correct mass balance equation, and the only <italic>L(t)R(t)</italic> quantity tested by Biondo et&#x20;al. is clearly not sufficient to draw a conclusion on cell divisions.</p>
</body>
<back>
<sec id="s1">
<title>Author Contributions</title>
<p>All authors listed have made a substantial, direct and intellectual contribution to the work, and approved it for publication.</p>
</sec>
<sec id="s2">
<title>Funding</title>
<p>This study was supported by the CNRS - Mission pour les Initiatives Transverses et Interdisciplinaires&#x0027; &#x201C;D&#x00E9;fis Mod&#x00E9;lisation du vivant - 2019&#x201D;, by the European Research Council (ERC) under the European Union&#x0027;s Horizon 2020 research and innovation program (grant agreement No 865711 to VC) and by the International Human Frontier Science Program Organization, Grant Number RGP0051/2021 (to J-PR).</p>
</sec>
<sec sec-type="COI-statement" id="s3">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
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<sec sec-type="disclaimer" id="s4">
<title>Publisher&#x2019;s Note</title>
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</sec>
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