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<article article-type="brief-report" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mol. Biosci.</journal-id>
<journal-title>Frontiers in Molecular Biosciences</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mol. Biosci.</abbrev-journal-title>
<issn pub-type="epub">2296-889X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">747206</article-id>
<article-id pub-id-type="doi">10.3389/fmolb.2021.747206</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Molecular Biosciences</subject>
<subj-group>
<subject>Brief Research Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>A Conserved Structural Role for the Walker-A Lysine in P-Loop Containing Kinases</article-title>
<alt-title alt-title-type="left-running-head">Hajredini and Ghose</alt-title>
<alt-title alt-title-type="right-running-head">Role for the Walker-A Lysine</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Hajredini</surname>
<given-names>Fatlum</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1419360/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ghose</surname>
<given-names>Ranajeet</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1414154/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>Department of Chemistry and Biochemistry, The City College of New York, <addr-line>New York</addr-line>, <addr-line>NY</addr-line>, <country>United&#x20;States</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>PhD Program in Biochemistry, The Graduate Center of CUNY, <addr-line>New York</addr-line>, <addr-line>NY</addr-line>, <country>United&#x20;States</country>
</aff>
<aff id="aff3">
<label>
<sup>3</sup>
</label>PhD Program in Chemistry, The Graduate Center of CUNY, <addr-line>New York</addr-line>, <addr-line>NY</addr-line>, <country>United&#x20;States</country>
</aff>
<aff id="aff4">
<label>
<sup>4</sup>
</label>PhD Program in Physics, The Graduate Center of CUNY, <addr-line>New York</addr-line>, <addr-line>NY</addr-line>, <country>United&#x20;States</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/500142/overview">George Lisi</ext-link>, Brown University, United&#x20;States</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/888568/overview">Xiakun Chu</ext-link>, Stony Brook University, United&#x20;States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1462322/overview">Julien Roche</ext-link>, Iowa State University, United&#x20;States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Ranajeet Ghose, <email>rghose@ccny.cuny.edu</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Biophysics, a section of the journal Frontiers in Molecular Biosciences</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>01</day>
<month>10</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>8</volume>
<elocation-id>747206</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>07</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>09</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Hajredini and Ghose.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Hajredini and Ghose</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>Bacterial tyrosine kinases (BY-kinases) and shikimate kinases (SKs) comprise two structurally divergent P-loop containing enzyme families that share similar catalytic site geometries, most notably with respect to their Walker-A, Walker-B, and DxD motifs. We had previously demonstrated that in BY-kinases, a specific interaction between the Walker-A and Walker-B motifs, driven by the conserved &#x201c;catalytic&#x201d; lysine housed on the former, leads to a conformation that is unable to efficiently coordinate Mg<sup>2&#x2b;</sup>&#x2022;ATP and is therefore incapable of chemistry. Here, using enhanced sampling molecular dynamics simulations, we demonstrate that structurally similar interactions between the Walker-A and Walker-B motifs, also mediated by the catalytic lysine, stabilize a state in SKs that deviates significantly from one that is necessary for the optimal coordination of Mg<sup>2&#x2b;</sup>&#x2022;ATP. This structural role of the Walker-A lysine is a general feature in SKs and is found to be present in members that encode a Walker-B sequence characteristic of the family (<italic>Coxiella burnetii</italic> SK), and in those that do not (<italic>Mycobacterium tuberculosis</italic> SK). Thus, the structural role of the Walker-A lysine in stabilizing an inactive state, distinct from its catalytic function, is conserved between two distantly related P-loop containing kinase families, the SKs and the BY-kinases. The universal conservation of this element, and of the key characteristics of its associated interaction partners within the Walker motifs of P-loop containing enzymes, suggests that this structural role of the Walker-A lysine is perhaps a widely deployed regulatory mechanism within this ancient family.</p>
</abstract>
<kwd-group>
<kwd>P-loop</kwd>
<kwd>protein kinases</kwd>
<kwd>shikimate kinase</kwd>
<kwd>molecular dynamics (MD)</kwd>
<kwd>bacterial tyrosine kinase</kwd>
</kwd-group>
<contract-num rid="cn001">MCB1937937</contract-num>
<contract-num rid="cn002">P200A150068</contract-num>
<contract-sponsor id="cn001">National Science Foundation<named-content content-type="fundref-id">10.13039/100000001</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">U.S. Department of Education<named-content content-type="fundref-id">10.13039/100000138</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>P-loop containing proteins are widespread in all three branches of the tree of life suggesting that they emerged prior to the last universal common ancestor (LUCA) (<xref ref-type="bibr" rid="B1">Aravind et&#x20;al., 2002</xref>; <xref ref-type="bibr" rid="B4">Edwards et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B16">Longo et&#x20;al., 2020</xref>). Nucleotide triphosphatases (NTPases) (<xref ref-type="bibr" rid="B14">Leipe et&#x20;al., 2002</xref>) and P-loop kinases constitute two of several divergent families of P-loop containing enzymes that encode sequences known as Walker-A (GxxxGK[S/T], x is any residue) and Walker-B (&#x3d5;&#x3d5;&#x3d5;&#x3d5;[D/E]xxG, &#x3d5; is a hydrophobic residue) motifs, or variations thereon (<xref ref-type="bibr" rid="B22">Walker et&#x20;al., 1982</xref>). The BY-kinases (for Bacterial tYrosine kinases), that are widely conserved within the prokaryotic kingdom, but are without archaeal or eukaryotic counterparts (<xref ref-type="bibr" rid="B20">Shi et&#x20;al., 2014</xref>), constitute a unique family of protein tyrosine kinases within the SIMIBI (named for the signal-recognition GTPases, MinD and BioD superfamilies) class of NTPases (<xref ref-type="bibr" rid="B14">Leipe et&#x20;al., 2002</xref>). Instead of the dual-lobed fold characteristic of the eukaryotic protein kinases (<xref ref-type="bibr" rid="B21">Taylor and Radzio-Andzelm, 1994</xref>; <xref ref-type="bibr" rid="B19">Scheeff and Bourne, 2005</xref>), the catalytic domains (CDs) of BY-kinases (<xref ref-type="bibr" rid="B12">Lee and Jia, 2009</xref>; <xref ref-type="bibr" rid="B7">Grangeasse et&#x20;al., 2012</xref>) utilize a fold that closely resembles ATPases of the MinD family. While BY-kinase CDs may be classified as P-loop kinases based on their function, they deviate significantly from the P-loop kinase superfamily (comprising kinases that phosphorylate small molecules e.g., nucleosides, shikimate, 6-phosphofructose etc.) as defined by Leipe <italic>et&#x20;al.</italic> (<xref ref-type="bibr" rid="B13">Leipe et&#x20;al., 2003</xref>) (we will adhere to that definition here), notably through the absence of a &#x201c;LID&#x201d; domain present in the latter (<xref ref-type="sec" rid="s10">Supplementary Figure S1A</xref>). In addition to modified Walker-A and Walker-B motifs, BY-kinase CDs also encode a sequence, &#x3d5;&#x3d5;&#x3d5;&#x3d5;DxDxR, that has been termed the Walker-A&#x2032; motif (<xref ref-type="bibr" rid="B7">Grangeasse et&#x20;al., 2012</xref>). The DxD sequence present in the Walker-A&#x2019; motif is also found in many members of the SIMIBI class of P-loop enzymes including MinD (<xref ref-type="sec" rid="s10">Supplementary Figure S1B</xref>). Interestingly, the DxD motif, is characteristic of many P-loop kinases including those that utilize shikimate, gluconate or adenosine 5&#x2019;-phosphosulfate (APS) as substrates (<xref ref-type="bibr" rid="B13">Leipe et&#x20;al., 2003</xref>). A key feature of these &#x201c;DxD-group&#x201d; P-loop kinases is a Walker-B motif that is degraded at its C-terminal end and marked by the conspicuous absence of the acidic Asp (or Glu) residue (<xref ref-type="sec" rid="s10">Supplementary Figure S1C</xref>) (<xref ref-type="bibr" rid="B13">Leipe et&#x20;al., 2003</xref>). While the BY-kinase CD and P-loop kinases deviate significantly in their three-dimensional structures, they display similar catalytic site geometries formed by closely related structural motifs (<xref ref-type="sec" rid="s10">Supplementary Figure S1C</xref>). Given the close similarities in the catalytic site architecture despite being embedded in divergent structural scaffolds, and the fact that both families perform similar phospho-transfer chemistry, we wondered whether these two distantly related families retain common structural/dynamic features that characterize their functional states.</p>
<p>We have previously demonstrated the unique conformational dynamics of the catalytic core of the archetypal BY-kinase, <italic>Escherichia coli</italic> (K12) Wzc (Wzc<sub>CD&#x394;C</sub>); these dynamics appear to have significant functional consequences. Our studies revealed the presence of two major conformations with distinct long- and short-range structural features (<xref ref-type="bibr" rid="B8">Hajredini et&#x20;al., 2020</xref>) in Wzc<sub>CD&#x394;C</sub>. We designated these conformations as open (open state, OS) and closed (closed state, CS) based on their global compactness. The OS has high affinity for ADP but is unable to efficiently engage ATP&#x2022;Mg<sup>2&#x2b;</sup>. The CS, that can optimally engage ATP&#x2022;Mg<sup>2&#x2b;</sup>, is stabilized upon formation of a closed octameric ring seen both in the structure of the isolated CD (<xref ref-type="bibr" rid="B2">Bechet et&#x20;al., 2010</xref>) as well as in the membrane-anchored full-length protein (<xref ref-type="bibr" rid="B24">Yang et&#x20;al., 2021</xref>). Oligomer formation is necessary to enable intermolecular autophosphorylation. Thus, the differential nucleotide preferences of the OS and CS together with the coupling of their relative stabilities to oligomerization appear to play a critical role in maintaining optimal Wzc function through modulation of the substrate affinity and the prevention of futile ATP hydrolysis (<xref ref-type="bibr" rid="B8">Hajredini et&#x20;al., 2020</xref>). A key structural feature that was found to distinguish the OS from the CS involved an alteration in the mode of interaction between conserved Walker-A and Walker-B residues (<xref ref-type="bibr" rid="B8">Hajredini et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B9">Hajredini and Ghose, 2021</xref>). In the OS, the conserved Walker-A Lys (the so-called &#x201c;catalytic lysine&#x201d;, K540) establishes a salt bridge with the conserved Walker-B Asp (D642) generating a conformation that cannot effectively coordinate Mg<sup>2&#x2b;</sup> (and consequently, ATP&#x2022;Mg<sup>2&#x2b;</sup>). In the CS, the Walker-A Lys disengages from the Walker-B Asp and the latter then contacts the conserved Walker-A Thr (T541) generating a conformation required to optimally coordinate Mg<sup>2&#x2b;</sup>. To assess whether similar conformational states stabilized by interactions between key conserved residues also populate the landscape of the P-loop kinases, we performed enhanced sampling molecular dynamics simulations (REST2) (<xref ref-type="bibr" rid="B23">Wang et&#x20;al., 2011</xref>) using <italic>Mycobacterium tuberculosis</italic> SK (SK<sub>Mtu</sub> from hereon) in its unliganded, and its ATP&#x2022;Mg<sup>2&#x2b;</sup>-bound states. Our results suggest that SK<sub>Mtu</sub> samples distinct global conformations that, as in the case of the Wzc<sub>CD&#x394;C</sub>, are distinguished by local interactions of the Walker-A and Walker-B motifs, most notably those involving the catalytic Lys (K15). This structural feature of the Walker-A Lys in SKs is also preserved despite sequence variations in the Walker-B motif (as in <italic>Coxiella burnetii</italic> SK, SK<sub>Cbu</sub>) suggesting that this particular role of this residue in parsing functional conformations may be a general feature in P-loop containing enzymes.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and Methods</title>
<sec id="s2-1">
<title>Preparation of Starting Structures</title>
<p>The starting conformation of the SK<sub>Mtu</sub>&#x2022;ATP&#x2022;Mg<sup>2&#x2b;</sup> complex was generated using the coordinates of SK<sub>Mtu</sub> from the structure of the SK<sub>Mtu</sub>&#x2022;ADP&#x2022;Mg<sup>2&#x2b;</sup>&#x2022;shikimate complex (PDB: 1WE2) (<xref ref-type="bibr" rid="B17">Pereira et&#x20;al., 2004</xref>) after removal of the bound ADP and shikimate. The Mg<sup>2&#x2b;</sup> ion and all solvent molecules were retained. The coordinates of ATP were derived from the structure of the SK<sub>Mtu</sub>&#x2022;AMPPCP&#x2022;shikimate complex (PDB: 1ZYU) (<xref ref-type="bibr" rid="B6">Gan et&#x20;al., 2006</xref>) by aligning the 1WE2 and 1ZYU structures using the C&#x3b1; atoms of their respective protein components and converting the bound AMPPCP to ATP through the replacement of the relevant carbon atom by oxygen. Subsequently, the protein and shikimate coordinates of the 1ZYU structure were removed to generate the SK<sub>Mtu</sub>&#x2022;ATP&#x2022;Mg<sup>2&#x2b;</sup> complex. For consistency, the corresponding apo simulations utilized the same starting structure after removal of ATP&#x2022;Mg<sup>2&#x2b;</sup>. For unliganded SK<sub>Cbu</sub>, the starting structure was obtained directly from the coordinates found in PDB: 3TRF (<xref ref-type="bibr" rid="B5">Franklin et&#x20;al., 2015</xref>) after removal of all ligands except solvent.</p>
</sec>
<sec id="s2-2">
<title>Molecular Dynamics Simulations</title>
<p>The starting structures, generated as discussed above, were equilibrated using previously described protocols (<xref ref-type="bibr" rid="B8">Hajredini et&#x20;al., 2020</xref>). Briefly, the systems were parameterized within the CHARMM36m force-field (<xref ref-type="bibr" rid="B11">Huang et&#x20;al., 2017</xref>), solvated with TIP3P water molecules, energy minimized and then equilibrated, first in an NVT ensemble, and then in an NPT ensemble to generate starting structures for the enhanced sampling, REST2, (<xref ref-type="bibr" rid="B23">Wang et&#x20;al., 2011</xref>) simulations. Subsequently, REST2 production runs were carried out for 200 ns using 14 replicas spanning a 300&#x2013;400&#xa0;K temperature range. The final exchange probabilities for the SK<sub>Mtu</sub>&#x2022;ATP&#x2022;Mg<sup>2&#x2b;</sup>, SK<sub>Mtu</sub>, and SK<sub>Cbu</sub> simulations were 23.3&#x20;&#xb1; 8.2, 24.2&#x20;&#xb1; 8.4, and 29.0&#x20;&#xb1; 0.6%, respectively. The first 40&#xa0;ns in each of the simulations were used as &#x201c;burn-in&#x201d; periods and discarded, and all subsequent analyses were carried out utilizing the remaining 160&#xa0;ns. As shown in <xref ref-type="sec" rid="s10">Supplementary Figure S2</xref>, 40 ns was more than sufficient to ensure equilibration of the key observables (&#x3b8; and &#x7c;<italic>h</italic>&#x7c;, see below) probed in the simulations.</p>
</sec>
<sec id="s2-3">
<title>Definition of the Cylindrical Coordinate Frame</title>
<p>To describe the global conformational landscape of SK<sub>Mtu</sub>, a cylindrical coordinate frame, comprising of an angle &#x3b8; and a rise <italic>&#x7c;h&#x7c;</italic> (<xref ref-type="fig" rid="F1">Figure&#x20;1A</xref>), was defined as in the case of Wzc<sub>CD&#x394;C</sub>, described previously (<xref ref-type="sec" rid="s10">Supplementary Figure S3A</xref>) (<xref ref-type="bibr" rid="B8">Hajredini et&#x20;al., 2020</xref>). The centers of mass of the C&#x3b1; atoms of two segments on helix &#x3b1;1 (that contains the Walker-A motif), comprising residues 15&#x2013;19 (P1, brown) and 21&#x2013;25 (P2, yellow), were used to define a vector that was aligned to the <italic>z</italic>-axis of the molecular frame. Each structure within the REST2-generated ensembles was rotated and translated such that point P3 (cyan), defined by the center of mass of the C&#x3b1; atoms of the first turn of helix &#x3b1;2 (33&#x2013;37), was placed on the x-axis along the positive direction. &#x3b8; is then defined as the angle between the xy-projection of a vector extending from point P1 to P4 (blue; defined by the center of mass of the C&#x3b1; atoms of residues 155&#x2013;159 that form the first turn of helix &#x3b1;8). The rise <italic>&#x7c;h&#x7c;</italic> is defined as the absolute value of the distance between points P1 and P3 along the <italic>z</italic>-axis. Thus, the angle &#x3b8; and the rise &#x7c;<italic>h</italic>&#x7c; provide measures of the outward rotation and the up/down movement, respectively, of the Walker-A motif relative to the Walker-B and DxD motifs. The crystal structures of SK<sub>Mtu</sub> (listed in <xref ref-type="sec" rid="s10">Supplementary Table S1</xref>) were projected onto the cylindrical coordinate frame using the same protocol. For the structures of the SK enzymes from other organisms (listed in <xref ref-type="sec" rid="s10">Supplementary Table S1</xref>), a similar procedure was utilized to define the points P1-P4 (described in <xref ref-type="sec" rid="s10">Supplementary Table S2</xref>) and subsequently, &#x3b8; and &#x7c;<italic>h</italic>&#x7c;.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> Points P1 (brown), P2 (yellow), P3 (cyan) and P4 (dark blue) used to define the cylindrical coordinate frame for analyses of the REST2-generated ensembles of SK<sub>Mtu</sub> are indicated on its structure. The definitions of the angle &#x3b8; and the rise &#x7c;<italic>h</italic>&#x7c; are shown on the right panel. The REST2-generated structural ensembles of unliganded SK<sub>Mtu</sub> <bold>(B)</bold> and the SK<sub>Mtu</sub>&#x2022;ATP&#x2022;Mg<sup>2&#x2b;</sup> complex <bold>(C)</bold> are shown projected onto &#x3b8;-&#x7c;<italic>h</italic>&#x7c; space and plotted using kernel density estimation. The bottom panels show key interactions that stabilize each state using 20 representative structures drawn from the corresponding regions of highest probability density (194&#x2013;200&#xb0; and 4&#x2013;5&#xa0;&#xc5; in the &#x7c;<italic>h</italic>&#x7c; and &#x3b8; dimensions, respectively for apo-SK<sub>Mtu</sub> and 185&#x2013;190&#xb0; and 4.5&#x2013;5.5&#xa0;&#xc5; for the corresponding dimensions of the SK<sub>Mtu</sub>&#x2022;ATP&#x2022;Mg<sup>2&#x2b;</sup> complex). A key feature that distinguishes the Walker Open State (WOS) from the Walker Closed State (WCS) is the orientation of the Walker-A Lys (K15 in SK<sub>Mtu</sub>). For the WOS seen for apo-SK<sub>Mtu</sub> K15 hydrogen bonds with S77 of the Walker-B motif in the bulk of the structures (K15 and S77 are proximal in all of them). This interaction is broken in the SK<sub>Mtu</sub>&#x2022;ATP&#x2022;Mg<sup>2&#x2b;</sup> complex. The yellow ellipses highlight the altered interactions of D32 in the two states.</p>
</caption>
<graphic xlink:href="fmolb-08-747206-g001.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>Results and Discussion</title>
<sec id="s3-1">
<title>Unliganded and Liganded Conformational Ensembles of SK<sub>Mtu</sub> Populate Distinct Structural States</title>
<p>We performed two sets of enhanced sampling simulations utilizing the replica exchange with solute scaling (REST2) approach. REST2 represents a modification of the Hamiltonian scaling protocol of the replica exchange with solute tempering (REST) scheme (<xref ref-type="bibr" rid="B15">Liu et&#x20;al., 2005</xref>) that greatly enhances its efficiency by decoupling the acceptance rate from the solvent. For the REST2 simulations, protocols similar to those described before (<xref ref-type="bibr" rid="B8">Hajredini et&#x20;al., 2020</xref>) were utilized with either unliganded (apo) or ATP&#x2022;Mg<sup>2&#x2b;</sup>-bound SK<sub>Mtu</sub>. To analyze the global conformational states populated by these two ensembles we utilized the cylindrical coordinate frame defined in <xref ref-type="fig" rid="F1">Figure&#x20;1A</xref>. Note that this frame is similar, but not identical, to that previously defined for Wzc<sub>CD&#x394;C</sub> (<xref ref-type="bibr" rid="B8">Hajredini et&#x20;al., 2020</xref>) (compare <xref ref-type="sec" rid="s10">Supplementary Figure S3A</xref>) given the significant structural differences between the two proteins. The orientations of the &#x3b1;8 helix (carrying P4) and &#x3b1;1 (carrying P1 and P2) in SK<sub>Mtu</sub> are similar to the &#x3b1;2-&#x3b1;3 pair in Wzc<sub>CD&#x394;C</sub> (the latter carries the Walker-A sequence) (<xref ref-type="bibr" rid="B8">Hajredini et&#x20;al., 2020</xref>). <italic>In lieu</italic> of a missing Wzc<sub>CD&#x394;C</sub> &#x3b1;4 equivalent in SK<sub>Mtu</sub>, the &#x3b1;2 helix (that hosts the second Asp, D34, of the DxD motif) was utilized to define P3. Thus, while this definition allows for a qualitative comparison of the global conformational states sampled by SK<sub>Mtu</sub> and Wzc<sub>CD&#x394;C</sub> with respect to their key catalytic elements, a quantitative equivalence should not be expected.</p>
<p>Projection of the conformational ensembles of apo-SK<sub>Mtu</sub> (<xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>, top panel) and the SK<sub>Mtu</sub>&#x2022;ATP&#x2022;Mg<sup>2&#x2b;</sup> complex (<xref ref-type="fig" rid="F1">Figure&#x20;1C</xref>, top panel) onto the 2-dimensional &#x3b8;-&#x7c;<italic>h</italic>&#x7c; space suggests differences in global conformations between the two cases. The presence of ATP&#x2022;Mg<sup>2&#x2b;</sup> induces a more closed conformation, characterized by smaller &#x3b8; values, compared to a more open conformation (larger &#x3b8; values) seen for apo-SK<sub>Mtu</sub>. We designate these global states as a Walker Closed State (WCS, seen in the SK<sub>Mtu</sub>&#x2022;ATP&#x2022;Mg<sup>2&#x2b;</sup> complex), and a Walker Open State (WOS, seen in apo-SK<sub>Mtu</sub>) to distinguish them from the closed and open classifications of the relative conformation of the SB and the LID domains traditionally used in the SK literature (<xref ref-type="bibr" rid="B10">Hartmann et&#x20;al., 2006</xref>). Contrasts between the &#x3b8;-&#x7c;<italic>h</italic>&#x7c; projections of SK<sub>Mtu</sub> and Wzc<sub>CD&#x394;C</sub> are evident upon comparing <xref ref-type="fig" rid="F1">Figures 1B,C</xref> with <xref ref-type="sec" rid="s10">Supplementary Figures S3B,C</xref>. In the case of Wzc<sub>CD&#x394;C</sub>, the OS is characterized by high values of both &#x3b8; and &#x7c;<italic>h</italic>&#x7c;, while the CS exhibits low values for both variables (<xref ref-type="sec" rid="s10">Supplementary Figures S3B,C</xref>), suggesting that these variables are positively correlated (<xref ref-type="bibr" rid="B8">Hajredini et&#x20;al., 2020</xref>). In contrast, the regions of maximal density for the WOS (<xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>, top panel) and the WCS (<xref ref-type="fig" rid="F1">Figure&#x20;1C</xref>, top panel) suggest a weak anti-correlation between the &#x3b8; (WOS: 196&#x20;&#xb1; 4&#xb0;, WCS: 188&#x20;&#xb1; 3&#xb0;) and &#x7c;<italic>h</italic>&#x7c; dimensions (WOS: 4.6&#x20;&#xb1; 0.7&#xa0;&#xc5;, WCS: 4.9&#x20;&#xb1; 0.4&#xa0;&#xc5;), with lower &#x3b8; and higher &#x7c;<italic>h</italic>&#x7c; for the WCS, and the opposite for the WOS. Further, the apparent separation between the WOS and the WCS seems less prominent than that between the OS and CS of Wzc<sub>CD&#x394;C</sub> (compare <xref ref-type="fig" rid="F1">Figures 1B,C</xref> with <xref ref-type="sec" rid="s10">Supplementary Figures S3B,C</xref>; also see <xref ref-type="sec" rid="s10">Supplementary Figure S4A</xref>). As an independent validation of our simulations, we note that the regions in &#x3b8;-&#x7c;<italic>h</italic>&#x7c; space spanned by the WOS and the WCS in our REST2 ensembles are well represented (<xref ref-type="sec" rid="s10">Supplementary Figure S4A</xref>) in the several available crystal structures of SKs (and their complexes) from a variety of organisms (listed in <xref ref-type="sec" rid="s10">Supplementary Table&#x20;S1</xref>).</p>
<p>Representative structures of apo- (<xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>, bottom panel) and ATP&#x2022;Mg<sup>2&#x2b;</sup>-bound (<xref ref-type="fig" rid="F1">Figure&#x20;1C</xref>, bottom panel) SK<sub>Mtu</sub> extracted from the regions of maximal density in &#x3b8;&#x2212;&#x7c;<italic>h</italic>&#x7c; space of the corresponding ensembles show altered conformations of key catalytic site elements. In the presence of ATP&#x2022;Mg<sup>2&#x2b;</sup> i.e.,&#x20;in the WCS, the Walker-A Lys (K15) assumes a downwards orientation and contacts the &#x3b2;&#x2212; and &#x3b3;&#x2212;phosphates of ATP; the first Asp (D32) of the DxD motif forms a hydrogen bond with the Walker-A S16, thus functionally mimicking the absent Walker-B Asp (<xref ref-type="bibr" rid="B13">Leipe et&#x20;al., 2003</xref>). The D32-S16 interaction is necessary for the optimal coordination of Mg<sup>2&#x2b;</sup> (<xref ref-type="fig" rid="F1">Figure&#x20;1C</xref>, bottom panel). Indeed, as shown in <xref ref-type="sec" rid="s10">Supplementary Figure S4B</xref>, the D32,C&#x3b3;&#x2212;S16,O&#x3b3; distance is well defined and shows a narrow distribution (3.7&#x20;&#xb1; 0.2&#xa0;&#xc5;) within the ensemble. In the absence of ligands, i.e.,&#x20;in the WOS, K15 rotates outwards to establish a hydrogen-bond with S77 of the Walker-B motif (<xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>, bottom panel) in a significant fraction of the structures. In this configuration, the D32-S16 distance shows a broad distribution (6.0&#x20;&#xb1; 1.2&#xa0;&#xc5;), suggestive of increased disorder, with a maximum reflective of significantly increased separation (<xref ref-type="sec" rid="s10">Supplementary Figure S4B</xref>) suggesting a conformation that is not conducive for Mg<sup>2&#x2b;</sup> coordination. Conformations displaying the K15-S77 hydrogen bond have been observed in several crystal structures of SK<sub>Mtu</sub>, that are, not surprisingly, free of Mg<sup>2&#x2b;</sup>. The structures (representative examples shown in <xref ref-type="sec" rid="s10">Supplementary Figure S4C</xref>) (<xref ref-type="bibr" rid="B10">Hartmann et&#x20;al., 2006</xref>) that display the K15-S77 interaction have the highest values of &#x3b8;, and correspondingly, the lowest values of &#x7c;<italic>h</italic>&#x7c;, and exist at the outer edges of the WOS. Taken together, these results suggest that the global conformations of SK<sub>Mtu</sub> are coupled to the conformational state of the Walker-A Lys as was observed for Wzc<sub>CD&#x394;C</sub> (<xref ref-type="bibr" rid="B8">Hajredini et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B9">Hajredini and Ghose, 2021</xref>).</p>
<p>As mentioned above, in a significant fraction of the structures that comprise the WOS of SK<sub>Mtu</sub>, the Walker-A K15 forms a hydrogen bond with the Walker-B S77 (<xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>), generating a conformation that mirrors that seen in the Wzc<sub>CD&#x394;C</sub> OS. In the latter case, the equivalent Walker-A Lys (K540) forms a salt bridge with the Walker-B D642. The &#x3b2;-strand housing the Walker-B motif in SK<sub>Mtu</sub> is displaced relative to that in Wzc<sub>CD&#x394;C</sub>, this enables S77 from the degraded Walker-B in the former to assume a spatial position that is approximately equivalent to the Walker-B D642 in the latter to facilitate an interaction with K15 (<xref ref-type="fig" rid="F2">Figure&#x20;2A</xref>). It would therefore appear from our current results, that small local structural rearrangements allow the polar Ser to substitute for the now missing Walker-B Asp in preserving the interaction with the Walker-A K15 to maintain the open conformation (WOS) in SK<sub>Mtu</sub>. However, despite these similarities, there are differences in stability between the open conformations involving the Walker-A Lys of SKs and BY-kinases. In Wzc<sub>CD&#x394;C</sub>, this interaction mode, as assessed through the K540,N&#x3be;&#x2212;D642,C&#x3b3; distance distribution, is well defined over the entire OS ensemble, showing a single peak with a maximum at &#x223c;3.3&#xa0;&#xc5; (green trace in <xref ref-type="fig" rid="F2">Figure&#x20;2B</xref>). The corresponding distance, K15,N&#x3be;&#x2013;S77,O&#x3b3; in SK<sub>Mtu</sub>, shows a broad distribution with the dominant peak centered at &#x223c;2.8&#xa0;&#xc5; but containing only approximately 50% of the population in the WOS (pink trace in <xref ref-type="fig" rid="F2">Figure&#x20;2B</xref>; this disorder is also evident from the bottom panel of <xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>). This suggests that while the orientation of the Walker-A Lys is well-defined in Wzc<sub>CD&#x394;C</sub>, it is somewhat more dynamic in SK<sub>Mtu</sub>. The reasons for this difference are analyzed in detail&#x20;below.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A)</bold> Interactions that are characteristic of the open states of BY-kinases (OS) and SKs (WOS). S77 from the degraded Walker-B motif from SK<sub>Mtu</sub> (pink) occupies approximately the same spatial position as the Walker-B D642 from Wzc<sub>CD&#x394;C</sub> (green) allowing the formation of a S77-K15 hydrogen bond reminiscent of the D642-K540 interaction in Wzc<sub>CD&#x394;C</sub>. <bold>(B)</bold> Distribution of the K540,N&#x3be;-D642,C&#x3b3; (green) and K15,N&#x3be;-S77,O&#x3b3; (pink) distances from the REST2-generated ensembles of unliganded Wzc<sub>CD&#x394;C</sub> and SK<sub>Mtu</sub>, respectively.</p>
</caption>
<graphic xlink:href="fmolb-08-747206-g002.tif"/>
</fig>
<p>As mentioned earlier, the conformational dynamics of the LID and SB domains have been suggested to be critical for function in the SKs in serving to stabilize the reaction-compatible state, and in facilitating product release (<xref ref-type="bibr" rid="B3">Blanco et&#x20;al., 2013</xref>). The dynamics of these entities have been suggested as suitable targets for drug discovery (<xref ref-type="bibr" rid="B18">Prado et&#x20;al., 2016</xref>). For the sake of completeness, we also analyzed the local conformational variability in the REST2-generated ensembles of SK<sub>Mtu</sub>. There is, not unexpectedly, a slight decrease in overall flexibility upon binding ATP&#x2022;Mg<sup>2&#x2b;</sup> (<xref ref-type="sec" rid="s10">Supplementary Figure S5A</xref>), and transition from the WOS to the WCS. The LID domain that is the most dynamic region of the protein in the unliganded state remains so in the presence of ATP&#x2022;Mg<sup>2&#x2b;</sup>, though there is some decrease in its overall flexibility. The SB domain is also dynamic in both states of SK<sub>Mtu</sub>, albeit less so than the LID. To probe the presence of opening/closing motions of the SB domain with respect to the protein core, we defined a distance (d<sub>47-109</sub>, <xref ref-type="sec" rid="s10">Supplementary Figure S5B</xref>, top left panel) between the C&#x3b1; atoms of D47 (one of the more dynamic parts of the SB domain and therefore likely to sense these motions, if any) and R109 (near start of the LID domain; one of the more rigid parts of the protein in its ATP&#x2022;Mg<sup>2&#x2b;</sup>-bound state). In the absence of ATP&#x2022;Mg<sup>2&#x2b;</sup> a somewhat bimodal distribution of distances is seen (<xref ref-type="sec" rid="s10">Supplementary Figure S5B</xref> top right panel). Analyses of structures corresponding to the two maxima indicate an open conformation with greater separation between the LID and SB domains (<xref ref-type="sec" rid="s10">Supplementary Figure S5B</xref> bottom right panel), and a more closed conformation where this distance is reduced (<xref ref-type="sec" rid="s10">Supplementary Figure S5B</xref> bottom middle panel). Only the latter conformation is seen in the ATP&#x2022;Mg<sup>2&#x2b;</sup>-bound state (<xref ref-type="sec" rid="s10">Supplementary Figure S4B</xref> bottom left panel).</p>
</sec>
<sec id="s3-2">
<title>Conserved Features Define the Global Conformational States of P-Loop Enzymes</title>
<p>While S77 of SK<sub>Mtu</sub> appears to substitute for the Asp/Glu residue of a canonical Walker-B motif in maintaining the WOS through its interaction with the Walker-A Lys, this position is poorly conserved in SKs. In contrast to the &#x3d5;&#x3d5;SLGGG sequence in SK<sub>Mtu</sub>, the consensus sequence for Walker-B motifs of SKs is &#x3d5;&#x3d5;&#x3d5;TGGG (<xref ref-type="bibr" rid="B13">Leipe et&#x20;al., 2003</xref>); the corresponding consensus in BY-kinases is &#x3d5;&#x3d5;&#x3d5;&#x3d5;DT (<xref ref-type="bibr" rid="B14">Leipe et&#x20;al., 2002</xref>). Notably, in Wzc<sub>CD&#x394;C</sub>, the conserved Walker-B Thr (T643) participates in multiple interactions that also serve to stabilize the OS (<xref ref-type="fig" rid="F3">Figure&#x20;3A</xref>, top panel). T643 forms a hydrogen bond through its backbone carbonyl with the K540 sidechain (supplementing the interaction of the latter with D642), and an additional hydrogen bond through its sidechain hydroxyl with the backbone carbonyl of M531 on the adjacent &#x3b2;-sheet. Projection of the unliganded Wzc<sub>CD&#x394;C</sub> ensemble (<xref ref-type="bibr" rid="B8">Hajredini et&#x20;al., 2020</xref>) onto the 2-dimensional space spanned by the K540-T643 (D1: K540,N&#x3be;&#x2212;T643,O) and T643-M531 (D2: T643,O&#x3b3;1&#x2212;M531,O) distances, indicates a single major state (white arrow, <xref ref-type="fig" rid="F3">Figure&#x20;3A</xref>, bottom panel). This robust network of interactions (K540-D642, K540-T643 and T643-M531) is the likely reason for the well-defined orientation of K540 in the OS (as is evident from the green trace in <xref ref-type="fig" rid="F2">Figure&#x20;2B</xref>). This set of interactions is drastically altered in the CS (T643 now interacts T532, D642 interacts with T541, the latter interaction is necessary to optimally engage Mg<sup>2&#x2b;</sup>) and this is the likely cause of the well-defined separation between in the OS and the CS upon comparing the apo- and ATP&#x2022;Mg<sup>2&#x2b;</sup> complexes of Wzc<sub>CD&#x394;C</sub> (<xref ref-type="sec" rid="s10">Supplementary Figures S3B,C</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>
<bold>(A)</bold> Interactions of the Walker-A K540 with the Walker-B D642 (yellow dashed line), of K540 with T643 (red dashed line), and of T643 with M531 (blue dashed line) for Wzc<sub>CD&#x394;C</sub> in the OS are shown. <bold>(B)</bold> Interactions of the Walker-A K18 with Walker-B T81 (red dashed line) and of T81 with L10 (blue dashed line) for SK<sub>Cbu</sub> in the WOS are shown. The lower panels, in each case, show the structural ensembles of unliganded Wzc<sub>CD&#x394;C</sub> and SK<sub>Cbu</sub> projected onto the 2-dimensional space spanned by the {K540-T643 (D1: K540,N&#x3be;&#x2212;T643,O), T643-M531 (D2: T643,O&#x3b3;1&#x2212;M531,O)} and {K18-T81 (D1: K18,N&#x3be;&#x2212;T81,O), T81-L10 (D2: T81,O&#x3b3;1&#x2212;L10,O)} distances, respectively. <bold>(C)</bold> The structural ensemble of unliganded SK<sub>Cbu</sub> is projected onto &#x3b8;-&#x7c;<italic>h</italic>&#x7c; space and plotted using kernel density estimation. Also shown as green contours in the corresponding projection of the unliganded SK<sub>Mtu</sub> ensemble.</p>
</caption>
<graphic xlink:href="fmolb-08-747206-g003.tif"/>
</fig>
<p>To test whether a similar interaction mode involving the Walker-B Thr also stabilizes the WOS in SKs that carry the more conventional &#x3d5;&#x3d5;&#x3d5;TGGG sequence, we performed an additional set of REST2 simulations on the unliganded state of <italic>Coxiella burnetii</italic> SK (SK<sub>Cbu</sub>). Inspection of the structural ensemble of apo-SK<sub>Cbu</sub> reveals the presence of hydrogen bonds between the backbone carbonyl and sidechain hydroxyl of the Walker-B Thr (T81) with the sidechain of the Walker-A K18 and the backbone carbonyl of L10 (that lies on the adjacent &#x3b2;-sheet), respectively (<xref ref-type="fig" rid="F3">Figure&#x20;3B</xref>, top panel), mirroring the interaction mode seen in Wzc<sub>CD&#x394;C</sub>. However, unlike in Wzc<sub>CD&#x394;C</sub>, projection of the resultant ensemble onto the 2-dimensional space spanned by the K18-T81 (D1: K18,N&#x3be;&#x2212;T81,O) and T81-L10 (D2: T81,O&#x3b3;1&#x2212;L10,&#x39f;) distances reveals a more diffuse set of states (<xref ref-type="fig" rid="F3">Figure&#x20;3B</xref>, bottom panel). Nevertheless, a disruption in the T81-K18 interaction leads to a corresponding disruption of the T81-L10 interaction (red arrow in <xref ref-type="fig" rid="F3">Figure&#x20;3B</xref>, bottom panel) suggesting that these two sets of interactions are coupled as in Wzc<sub>CD&#x394;C</sub>. It is of note that the canonical Walker-B Thr in SK<sub>Cbu</sub> forms two sets of the hydrogen bonds involving both its backbone and its sidechain to stabilize the WOS. This contrasts a single hydrogen bond involving the sidechain of the unique Walker-B Ser (S77) in SK<sub>Mtu</sub>. One can therefore expect the WOS in SK<sub>Cbu</sub> to be somewhat more closed than in SK<sub>Mtu</sub>. Inspection of <xref ref-type="fig" rid="F3">Figure&#x20;3C</xref> shows that this is indeed the case with reduced &#x3b8; values (SK<sub>Cbu</sub>: 190&#x20;&#xb1; 5&#xb0;, SK<sub>Mtu</sub>: 196&#x20;&#xb1; 4&#xb0;) and a corresponding increase in the &#x7c;<italic>h</italic>&#x7c; values (SK<sub>Cbu</sub>: 4.8&#x20;&#xb1; 0.6&#xa0;&#xc5;, SK<sub>Mtu</sub>: 4.6&#x20;&#xb1; 0.7&#xa0;&#xc5;).</p>
<p>Based on the discussion above, an SK Walker-B motif may be generalized by the following sequence: &#x3d5;&#x3d5;&#x3b1;&#x3b2;GGG; the &#x3b1;- and &#x3b2;-positions represent structural equivalents of the BY-kinase Walker-B Asp and Thr, respectively (<xref ref-type="fig" rid="F4">Figure&#x20;4A</xref>). In unliganded Wzc<sub>CD&#x394;C</sub>, both the &#x3b1;- and &#x3b2;-positions are optimal in that they contain polar residues. Thus, the Walker-A Lys (K540) can form hydrogen bonds with both the Walker-B Asp (D642 at the &#x3b1;&#x2212;position) and with the Walker-B Thr (T643); the latter being a polar residue at the &#x3b2;&#x2212;position is then able to utilize its sidechain to hydrogen bond with M531. This generates a mesh of interactions (shown schematically in <xref ref-type="fig" rid="F4">Figure&#x20;4B</xref>) leading to a well-defined orientation of the Walker-A Lys (K540) in a stabilized OS. In contrast, the fact that only one of these two positions contains a polar residue for the two SKs analyzed here, with T81 (&#x3b2;) in SK<sub>Cbu</sub> (<xref ref-type="fig" rid="F4">Figure&#x20;4C</xref>) or S77 (&#x3b1;) in SK<sub>Mtu</sub> (<xref ref-type="fig" rid="F4">Figure&#x20;4D</xref>). Thus, only a subset of these interactions is possible in the SKs resulting in less well-defined orientation for the Walker-A Lys and a more diffuse&#x20;WOS.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>
<bold>(A)</bold> Comparison of the Walker-B sequences in Wzc, SK<sub>Mtu</sub> and SK<sub>Cbu</sub>. Wzc contains polar residues at both the &#x3b1;&#x2212; and &#x3b2;&#x2212;positions while only one of these positions is polar in SK<sub>Cbu</sub> (&#x03B2;) and SK<sub>Mtu</sub> (&#x3b1;) <bold>(B)</bold> The presence of polar residues at both the &#x3b1;&#x2212; (D642) and &#x3b2;&#x2212;positions (T643) in the Walker-B motif of Wzc<sub>CD&#x394;C</sub> allows the intricate network of interactions to appropriately align the Walker-A Lys (K540) leading to its well-defined orientation in the OS. These interactions are depicted schematically; hydrogen-bonds are indicated using purple and blue lines. Since only one of the &#x3b1;&#x2212; or &#x3b2;&#x2212;positions contain a polar residue in <bold>(C)</bold> SK<sub>Cbu</sub> (&#x3b2;:T81) and <bold>(D)</bold> SK<sub>Mtu</sub> (&#x3b1;:S77), only one of these sets of interactions (blue or purple) is preserved allowing a greater degree of orientational freedom in the WOS for the corresponding Walker-A Lys (K18 in SK<sub>Cbu</sub>, K15 in SK<sub>Mtu</sub>).</p>
</caption>
<graphic xlink:href="fmolb-08-747206-g004.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>Conclusion</title>
<p>Through enhanced sampling MD simulations on unliganded SK<sub>Mtu</sub> and its ATP&#x2022;Mg<sup>2&#x2b;</sup> complex, we have shown that as in the case of BY-kinases, the conformational landscapes of SKs contain open (WOS) and closed (WCS) states. The former is found in the unliganded state, while the latter is induced by the presence of nucleotide and Mg<sup>2&#x2b;</sup>. In the WOS, the Walker-A K15 of SK<sub>Mtu</sub> populates an extended conformation allowing the formation of a hydrogen bond with S77 of the degraded Walker-B motif that mimics the conserved Asp of the intact Walker-B motif in BY-kinases. In SK<sub>Cbu</sub>, that contains a Walker-B sequence that is more characteristic of P-loop kinases of the DxD group (<xref ref-type="bibr" rid="B13">Leipe et&#x20;al., 2003</xref>), the conserved T81 forms a hydrogen-bond with the Walker-A K18 through its backbone while simultaneously using its polar sidechain to interact with the neighboring L10 backbone to stabilize the WOS. Thus, it appears that specific contacts between the Walker-A and Walker-B motifs, more specifically those involving the so-called catalytic Lys on the former, are necessary in P-loop-containing kinases to maintain the open conformation that cannot efficiently co-ordinate Mg<sup>2&#x2b;</sup> (and therefore, ATP&#x2022;Mg<sup>2&#x2b;</sup>) and is not conducive for chemistry. The importance of the hydrogen-bond involving the Walker-A Lys is evident from the fact that the absence of a Walker-B Asp as in the SKs, is compensated by the presence of a polar residue at a similar position. While the functional role the OS and CS and the interactions encoded within each state for the catalytic domain of Wzc has been extensively tested experimentally (<xref ref-type="bibr" rid="B8">Hajredini et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B9">Hajredini and Ghose, 2021</xref>), we expect that the computational analyses presented here will provide guidelines for similar experimental validation of key functional features in SKs in particular, and in P-loop kinases, in general.</p>
</sec>
</body>
<back>
<sec id="s5">
<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">
<title>Author Contributions</title>
<p>RG conceived the project; FH performed and analyzed all simulations. FH prepared a first draft of the paper and figures that were refined by RG with input from&#x20;FH.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>Support from NSF grants MCB1937937 and PHY1811770 is acknowledged. FH is partially supported by United&#x20;States Department of Education GAANN award P200A150068.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<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>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s10">
<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/fmolb.2021.747206/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmolb.2021.747206/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.PDF" id="SM1" mimetype="application/PDF" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
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