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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Chem.</journal-id>
<journal-title>Frontiers in Chemistry</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Chem.</abbrev-journal-title>
<issn pub-type="epub">2296-2646</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">716438</article-id>
<article-id pub-id-type="doi">10.3389/fchem.2021.716438</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Chemistry</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Bridging the Bridging Imidazolate in the Bimetallic Center of the Cu/Zn SOD1 and ALS</article-title>
<alt-title alt-title-type="left-running-head">Timucin et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Putative SOD1 Variants in ALS</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Timucin</surname>
<given-names>Ahmet Can</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1369123/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cinaroglu</surname>
<given-names>Suleyman Selim</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1355962/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Sezerman</surname>
<given-names>Osman Ugur</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Timucin</surname>
<given-names>Emel</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1354321/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>Department of Molecular Biology and Genetics, Acibadem MAA University, <addr-line>Istanbul</addr-line>, <country>Turkey</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>Department of Biochemistry, University of Oxford, <addr-line>Oxford</addr-line>, <country>United&#x20;Kingdom</country>
</aff>
<aff id="aff3">
<label>
<sup>3</sup>
</label>Department of Medical Informatics and Biostatistics, School of Medicine, Acibadem MAA University, <addr-line>Istanbul</addr-line>, <country>Turkey</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/173712/overview">Tarique Syed</ext-link>, University of Karachi, Pakistan</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/944781/overview">Jinasena Wathogala Hewage</ext-link>, University of Ruhuna, Sri Lanka</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1277207/overview">Snehasis Daschakraborty</ext-link>, Indian Institute of Technology Patna, India</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Osman Ugur Sezerman, <email>ugur.sezerman@acibadem.edu.tr</email>; Emel Timucin, <email>emel.timucin@acibadem.edu.tr</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Theoretical and Computational Chemistry, a section of the journal Frontiers in Chemistry</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>03</day>
<month>09</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>9</volume>
<elocation-id>716438</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>05</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>08</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Timucin, Cinaroglu, Sezerman and Timucin.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Timucin, Cinaroglu, Sezerman and Timucin</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>Metallation status of human Cu/Zn superoxide dismutase 1 (SOD1) plays a pivotal role in the pathogenesis of amyotrophic lateral sclerosis (ALS). All of the amino acids found in the bimetallic center have been associated with ALS except for two positions. H63 which forms the bridging imidazolate ion in the bimetallic center and K136 which is not directly involved in coordination but located in the bimetallic center were not reported to be mutated in any of the identified ALS cases. In this study, we investigated the structure and flexibility of five SOD1 variants by using classical molecular dynamics simulations. These variants include three substitutions on the non-ALS-linked positions; H63A, H63R, K136A and ALS-linked positions; G37R, H46R/H48D. We have generated four systems for each variant differing in metallation and presence of the intramolecular disulfide bond. Overall, a total of 24 different dimers including the wild-type were generated and simulated at two temperatures, 298 and 400&#xa0;K. We have monitored backbone mobility, fluctuations and compactness of the dimer structures to assess whether the hypothetical mutations would behave similar to the ALS-linked variants. Results showed that particularly two mutants, H63R and K136A, drastically affected the dimer dynamics by increasing the fluctuations of the metal binding loops compared with the control mutations. Further, these variants resulted in demetallation of the dimers, highlighting probable ALS toxicity that could be elicited by the SOD1 variants of H63R and K136A. Overall, this study bridges two putative SOD1 positions in the metallic center and ALS, underlining the potential use of atomistic simulations for studying disease variants.</p>
</abstract>
<kwd-group>
<kwd>superoxide dismutase 1</kwd>
<kwd>metal binding</kwd>
<kwd>molecular dynamics simulation</kwd>
<kwd>stabiliy</kwd>
<kwd>dimer</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Amyotrophic lateral sclerosis (ALS) which is characterized by degeneration of upper and lower motor neurons (<xref ref-type="bibr" rid="B46">Rowland and Shneider, 2001</xref>) is the most common late-onset motor neuron disease (<xref ref-type="bibr" rid="B42">Renton et&#x20;al., 2014</xref>). This disease&#x2019;s first leap into public consciousness was occurred when it afflicted the athlete named Lou Gehrig who had succumbed to death 2&#xa0;years after his diagnosis (<xref ref-type="bibr" rid="B41">Ray and Lansbury, 2004</xref>). Despite the scientific progress made ever since, its underlying toxicity mechanism still needs to be addressed at the molecular level in order to develop effective therapeutic strategies against ALS (<xref ref-type="bibr" rid="B62">Zou et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B10">Chia et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B20">Huai and Zhang, 2019</xref>).</p>
<p>Akin to most neuro-degenerative diseases, ALS can present itself in both sporadic and familial forms. Although the etiology of the sporadic form remains largely elusive, the familial form (fALS) has been linked to genetic mutations in the coding regions of more than 20 genes (<xref ref-type="bibr" rid="B26">Li and Wu, 2016</xref>). In fact, this form of ALS has been first established by identification of the mutations in the free radical scavenging enzyme Cu/Zn superoxide dismutase 1 (SOD1) (<xref ref-type="bibr" rid="B44">Rosen et&#x20;al., 1993</xref>). Since then, more than 200 SOD1 mutations have been identified (<ext-link ext-link-type="uri" xlink:href="https://alsod.ac.uk/">https://alsod.ac.uk/</ext-link>) accounting for 20&#x2013;25% of fALS and &#x223c;6% of all ALS cases (<xref ref-type="bibr" rid="B34">Pasinelli and Brown, 2006</xref>; <xref ref-type="bibr" rid="B45">Rotunno and Bosco, 2013</xref>).</p>
<p>A large portion of the ALS-linked SOD1 mutations are missense mutations while only one fifth of the variations are due to insertions and/or deletions or nonsense mutations (<xref ref-type="bibr" rid="B45">Rotunno and Bosco, 2013</xref>). Essentially, ALS-causing missense mutations were not confined to any particular regions of SOD1, instead they have been widely scattered over the sequence (<xref ref-type="fig" rid="F1">Figure&#x20;1A</xref>) and structure (<xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>). Furthermore, most of the mutations are conservative replacements that are expected to impose only subtle alterations to the structure and function. Given the pattern-less spread of mutations over SOD1 and dominance of conservative substitutions, deciphering a unifying toxicity mechanism elicited by SOD1 in ALS has become a challenging task, increasing the attention towards SOD1 structure.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> ALS-associated mutations (red) were shown on the SOD1 protein sequence (black), <bold>(B)</bold> C<italic>&#x3b1;</italic> atoms of the mutated positions were illustrated on one of the subunits of the human SOD1 dimer (PDB ID: 2V0A) (<xref ref-type="bibr" rid="B51">Strange et&#x20;al., 2007</xref>). Metal-binding and electrostatic loops were colored in blue and purple for each subplot, respectively.</p>
</caption>
<graphic xlink:href="fchem-09-716438-g001.tif"/>
</fig>
<p>Human Cu/Zn SOD1 gene encodes a highly conserved (<xref ref-type="bibr" rid="B16">Fridovich, 1995</xref>) 153-aa long protein which folds into a well-studied 8-stranded <italic>&#x3b2;</italic>-barrel structure (<xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>) from the immunoglobulin fold family (<xref ref-type="bibr" rid="B43">Richardson et&#x20;al., 1976</xref>). This barrel structure is flanked by two large loops connecting the strands of <italic>&#x3b2;</italic>4-<italic>&#x3b2;</italic>5 and <italic>&#x3b2;</italic>7-<italic>&#x3b2;</italic>8 that hold the Cu/Zn bimetallic center (<xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>). The Cu/Zn bimetalic center in SOD1 features a striking bridging histidine in the imidazolate tautomeric form (<xref ref-type="bibr" rid="B52">Strothkamp and Lippard, 1982</xref>). This type of histidine tautomerization was in fact an unprecedented feature for metalloproteins. In parallel with its uniqueness, the imidazolate bridged metallic center plays a pivotal role both in the stability and activity of the enzyme. Notably, this structure is one of the most stable structures (<xref ref-type="bibr" rid="B40">Rakhit and Chakrabartty, 2006</xref>). While multiple structural features such as dimerization and the conserved intramolecular disulfide bond between C57 and C146 (<xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>) were shown to contribute to the extreme stability of SOD1 (<xref ref-type="bibr" rid="B17">Furukawa and O&#x2019;Halloran, 2005</xref>; <xref ref-type="bibr" rid="B18">Goodsell and Olson, 2000</xref>), the imidazolate-bridged metallic center was also associated with the structural stability of the enzyme (<xref ref-type="bibr" rid="B5">Arnesano et&#x20;al., 2004</xref>). Essentially, the fully metallated SOD1 can tolerate extreme conditions such as elevated temperatures and denaturating media (<xref ref-type="bibr" rid="B25">Lepock et&#x20;al., 1985</xref>; Rakhit and Chakrabartty, 2006; <xref ref-type="bibr" rid="B14">Forman and Fridovich, 1973</xref>). Besides, the metallic center, explicitly the Cu<sup>2&#x2b;</sup> acts as the catalytic center of the dismutase reaction (<xref ref-type="fig" rid="F2">Figure&#x20;2A</xref>). Due to the critical roles of the Cu/Zn center for the stability and activity of SOD1, ALS-linked mutations that affect the integrity of the metal center are exclusively studied as <italic>metal-binding</italic> mutants. On the other hand, the mutations that do not alter metallation status of the variants generally termed as <italic>wild-type-like</italic> mutants. Consistently, <italic>metal-binding</italic> mutants that are closely located to the bimetallic center, if not directly involved in metal coordination, were characterized by discernibly low stability and/or activity profiles while <italic>wild-type-like</italic> mutants did not exert significant changes in the stability or activity of the variants (<xref ref-type="bibr" rid="B33">Oztug Durer et&#x20;al., 2009</xref>). Accordingly, SOD1 variants with a disrupted metallic center can undergo distinct conformational changes with lowered stability than the fully metallated forms leading to misfolding and aggregation (<xref ref-type="bibr" rid="B53">Tiwari et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B6">Banci et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B13">Ding and Dokholyan, 2008</xref>; <xref ref-type="bibr" rid="B61">Wright et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B59">Wang et&#x20;al., 2002</xref>, <xref ref-type="bibr" rid="B58">2003</xref>, <xref ref-type="bibr" rid="B57">2007</xref>). In fact, demetallation-induced SOD1 aggregation has been widely referred as the gain-of-function mechanism behind SOD1-induced toxicity in fALS (<xref ref-type="bibr" rid="B19">Hilton et&#x20;al., 2015</xref>). Furthermore, current therapeutic approaches in fALS aim to mediate metallation status of SOD1 variants, reflecting the significance of <italic>metal-binding</italic> SOD1 mutants in ALS pathology (<xref ref-type="bibr" rid="B19">Hilton et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B54">Tokuda and Furukawa, 2016</xref>). Overall, ALS-linked SOD1 mutants, particularly those affecting metallation status of the variants are of high importance for a better understanding of the SOD1-mediated toxicity in this disease.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A)</bold> The close-up view of the bimetallic center and surrounding amino acids that are located in the first coordination shell (&#x3c;5&#xa0;&#xc5;) were visualized in the 2V0A structure (C: cyan, O: red, N: blue). The amino acids that were not linked to any ALS cases were shown by red-labels. <bold>(B)</bold> Proposed mechanism of the SOD1 reaction wherein Cu-center acts as the catalytic center.</p>
</caption>
<graphic xlink:href="fchem-09-716438-g002.tif"/>
</fig>
<p>MD simulations present alternative methodologies that can access the dynamics of macro-molecules (<xref ref-type="bibr" rid="B3">Adler-Abramovich et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B31">Mera-Adasme et&#x20;al., 2013</xref>). Specifically, many studies have used MD simulations to investigate structural mechanism behind SOD1-mediated ALS toxicity (<xref ref-type="bibr" rid="B7">Banci et&#x20;al., 1992</xref>; <xref ref-type="bibr" rid="B51">Strange et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B50">Srinivasan and Rajasekaran, 2017</xref>; <xref ref-type="bibr" rid="B37">Pereira et&#x20;al., 2021</xref>). To elaborate the impact of the hypothetical SOD1 mutations on the dimer dynamics, we have employed classical molecular dynamics simulations to study six SOD1 variants. Two of these variants were established ALS-variants while three of them were not associated with any ALS cases (<xref ref-type="bibr" rid="B28">Lill et&#x20;al., 2011</xref>). Nonetheless, particularly the close proximity of these positions to the bimetallic center, we surmise that their mutations would affect the metallation status of the enzyme, leading to similar toxic misfolded aggregates. Our results pointed out that essentially H63 and K136 variants behaved similar to the ALS-linked variants reflecting the potential toxicity associated with these novel positions.</p>
</sec>
<sec id="s2">
<title>2 Methods</title>
<sec id="s2-1">
<title>2.1 Structure Selection</title>
<p>The crystal structure 2V0A (<xref ref-type="bibr" rid="B51">Strange et&#x20;al., 2007</xref>) was recruited. This structure did not contain any mutations and captured in the dimeric form which represent the active form the wild-type SOD1 (<xref ref-type="bibr" rid="B15">Fridovich, 1975</xref>). We have utilized the dimeric form in our studies, which holds two metal ions. The metal ions, zinc and copper, were kept in the holo structures as <inline-formula id="inf1">
<mml:math id="m1">
<mml:mi mathvariant="normal">Z</mml:mi>
<mml:msup>
<mml:mi mathvariant="normal">n</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:math>
</inline-formula> and <inline-formula id="inf2">
<mml:math id="m2">
<mml:mi mathvariant="normal">C</mml:mi>
<mml:msup>
<mml:mi mathvariant="normal">u</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:math>
</inline-formula>, representing the second ground dimer Prior to simulations, multiple occupancies were eliminated from the structure. In silico mutagenesis was applied to obtain five different mutations, namely H63A, H63R, K136A, G37R and H46R/H48D. For every wild-type and mutant dimers, four distinct structures were generated: 1) apo dimer (non-metallated) with an oxidized disulfide bond (C57-C146), 2) apo dimer (non-metallated) with a reduced disulfide bond, 3) holo dimer (metallated) with an oxidized disulfide bond and 4) holo dimer (metallated) with a reduced disulfide bond. Overall, 24 different SOD1 dimers were generated. All of the structures were protonated according to pH 7.0 by PROPKA (<xref ref-type="bibr" rid="B27">Li et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B49">S&#xf8;ndergaard et&#x20;al., 2011</xref>). Protonated structures were solvated in a cubic box of water modeled by TIP3P (<xref ref-type="bibr" rid="B23">Jorgensen et&#x20;al., 1983</xref>). Solvated systems were neutralized by sodium and chloride counter-ions.</p>
</sec>
<sec id="s2-2">
<title>2.2 Molecular Dynamics Simulations</title>
<p>Resulting systems containing wild-type and SOD1 mutant enzymes were initially energy minimized by the steepest descent approach without any constraints. Molecular dynamics simulations were performed for all of the 24 dimeric SOD1 by using Gromacs 5.1.4 (<xref ref-type="bibr" rid="B8">Berendsen et&#x20;al., 1995</xref>; <xref ref-type="bibr" rid="B55">Van Der Spoel et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B39">Pronk et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B2">Abraham et&#x20;al., 2015</xref>) and adopting the CHARMM36 force field <xref ref-type="bibr" rid="B38">Phillips et&#x20;al. (2005)</xref>; <xref ref-type="bibr" rid="B30">MacKerell and Bashford, (1998)</xref>; <xref ref-type="bibr" rid="B9">Brooks et&#x20;al. (2009)</xref>; <xref ref-type="bibr" rid="B21">Huang and MacKerell (2013)</xref>. CHARMM was previously used for the SOD1 dimer producing results that were well aligned with experiments (<xref ref-type="bibr" rid="B51">Strange et&#x20;al., 2007</xref>). Particle Mesh Ewald (PME) method was used for the electrostatic energy calculation (<xref ref-type="bibr" rid="B12">Darden et&#x20;al., 1993</xref>). The time step was kept at 2 fs for all simulations. A cut-off distance of 10&#xa0;&#xc5; was implemented for prediction the short-range interactions. Initially, the systems were slowly heated to the temperature of 298&#xa0;K over 100&#xa0;ps After stabilization of the system temperature at 298&#xa0;K, an additional 100&#xa0;ps of simulation was performed by using NPT ensembles at the constant pressure of 1&#xa0;bar. The productions simulations were also run using NPT ensembles and at two different temperatures 298 and 400&#xa0;K for 100&#xa0;ns Systems were directly heated to 400&#xa0;K. Overall 48 different MD simulations were performed. Trajectory analysis were done by monitoring backbone displacements and fluctuations, radius of gyration (<italic>R</italic>
<sub>
<italic>G</italic>
</sub>) of the dimer and metal coordination states of both monomers. VMD was used for visual inspections of the structures and trajectories (<xref ref-type="bibr" rid="B22">Humphrey et&#x20;al., 1996</xref>).</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and Discussion</title>
<sec id="s3-1">
<title>3.1 Selection Rationale of the Superoxide Dismutase 1 Variants</title>
<p>To date, 217 mutations in the coding region of SOD1 gene have been identified to be associated with ALS (<ext-link ext-link-type="uri" xlink:href="https://alsod.ac.uk/">https://alsod.ac.uk/</ext-link>) (<xref ref-type="bibr" rid="B28">Lill et&#x20;al., 2011</xref>). A large portion of these mutations (184/217) are missense mutations which have been scattered throughout the SOD1 sequence (<xref ref-type="fig" rid="F1">Figure&#x20;1A</xref>) and structure (<xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>). Many studies on SOD1 variants have converged that demetallation of SOD1 structure can significantly alter stability of the enzyme inducing formation of misfolded neurotoxic aggregates (<xref ref-type="bibr" rid="B53">Tiwari et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B6">Banci et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B13">Ding and Dokholyan, 2008</xref>; <xref ref-type="bibr" rid="B61">Wright et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B59">Wang et&#x20;al., 2002</xref>, <xref ref-type="bibr" rid="B58">2003</xref>, <xref ref-type="bibr" rid="B57">2007</xref>). From this respect, metal-binding SOD1 mutations that directly affect the stability of the enzyme have been particularly well-studied in the aim of understanding the SOD1 toxicity in ALS (<xref ref-type="bibr" rid="B61">Wright et&#x20;al., 2019</xref>).</p>
<p>Except for the H63 which acts as the bridging ion between metal ions, all of the amino acids that are directly involved in metal coordination; H46, H48 and H120 for Cu<sup>2&#x2b;</sup> and H71, H80 and D120 for Zn<sup>2&#x2b;</sup>, were mutated at least in one ALS case (<xref ref-type="fig" rid="F2">Figure&#x20;2A</xref>). H63 in the imidazolate form coordinates both of the metals, Cu<sup>2&#x2b;</sup> or Zn<sup>2&#x2b;</sup>, through its <italic>&#x3b4;</italic>N and <italic>&#x3f5;</italic>N respectively. Despite its potential contribution to the integrity of both of the metallic centers, H63 was not mutated in any of the ALS cases documented so far (<xref ref-type="bibr" rid="B1">Abel et&#x20;al., 2012</xref>). Furthermore, K136 which is not directly involved in metal coordination but found in the first shell (&#x3c;5&#xc5;) was not linked to ALS. Similar to H63, K136 also is located at the center of the bimetallic center (<xref ref-type="fig" rid="F2">Figure&#x20;2A</xref>). Along with H63, another bridge in the second shell, D124 exists forming hydrogen bonds with the H46 of Cu-shell and H71 of Zn-shell. D124 was previously observed to be mutated in ALS (<xref ref-type="fig" rid="F1">Figure&#x20;1A</xref>) (<xref ref-type="bibr" rid="B31">Mera-Adasme et&#x20;al., 2013</xref>). While all amino acids that were directly involved in metal coordination of the Cu/Zn SOD1 have been reported to be somehow associated with ALS, two amino acids, H63 and K136, that are located in the fist shell of the bimetallic center have not been linked to this disease. Hence despite the absence of epidemiological evidence bridging these positions with ALS, we appraise that any substitutions at these positions have the potential to affect the metallation of the enzyme leading to misfolding, in the same manner other metal binding mutants did. A similar prediction has been made for another metal binding mutant, H80R, for which compelling <italic>in&#x20;vitro</italic> evidence suggesting a dramatic effect on the metalation and stability of SOD1 came first and clinical findings bridging this mutation to ALS was established, then (<xref ref-type="bibr" rid="B61">Wright et&#x20;al., 2019</xref>).</p>
<p>Here, we have investigated these two non-ALS linked positions in three variants by MD simulations. We have also included a double mutant of <italic>metal-binding</italic>, H46R/H48D and a <italic>wild-type-like</italic> mutant, G37R, in our simulations. Particularly, the mutant, H46R/H48D that was mutated in two of the Cu-binding positions, has been expected to lose its metals, particularly Cu, parallel to previous findings on the Cu-binding variants (<xref ref-type="bibr" rid="B60">Winkler et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B24">Lelie et&#x20;al., 2011</xref>). G37R, on the other hand, was not classified as a metal-binding mutant as G37 has been located far away from the bimetallic center (<xref ref-type="bibr" rid="B29">Lynch et&#x20;al., 2004</xref>). Nevertheless, investigations of G37R SOD1 suggested altered metallation in this variant (<xref ref-type="bibr" rid="B32">Milardi et&#x20;al., 2010</xref>). Hence, alongside with the wild-type SOD1, overall six SOD1 variants were recruited to our study to test whether the putative variants show similar structural dynamics to any of these ALS-linked mutants.</p>
</sec>
<sec id="s3-2">
<title>3.2 Modeling the Bimetalic Center</title>
<p>Cu/Zn SOD1 catalyzes the conversion of two superoxide radical ions, <inline-formula id="inf3">
<mml:math id="m3">
<mml:msubsup>
<mml:mrow>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>.</mml:mo>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:math>
</inline-formula> to hydrogen peroxide, <italic>H</italic>
<sub>2</sub>
<italic>O</italic>
<sub>2</sub> and molecular oxygen, <italic>O</italic>
<sub>2</sub> (<xref ref-type="fig" rid="F2">Figure&#x20;2B</xref>). This reaction is a disproportionation (dismutation) reaction in which simultaneous oxidation and reduction of the <inline-formula id="inf4">
<mml:math id="m4">
<mml:msubsup>
<mml:mrow>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>.</mml:mo>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:math>
</inline-formula> radical take place by the active site of the Cu-center (<xref ref-type="bibr" rid="B35">Pelmenschikov and Siegbahn, 2005</xref>). According to the proposed mechanism (<xref ref-type="fig" rid="F2">Figure&#x20;2B</xref>), the first enzyme-substrate (ES) complex is transformed into the first intermediate by the binding of one of <inline-formula id="inf5">
<mml:math id="m5">
<mml:msubsup>
<mml:mrow>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>.</mml:mo>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:math>
</inline-formula> to the Cu(II) center. This intermediate is then broken down to the second ES complex through a homolytic cleavage of the Cu-O bond, Cu(II) center is reduced to Cu(I), <inline-formula id="inf6">
<mml:math id="m6">
<mml:msubsup>
<mml:mrow>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>.</mml:mo>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:math>
</inline-formula> is oxidized to <italic>O</italic>
<sub>2</sub> and H63 loses its contact with the Cu-center gaining a proton at its <italic>&#x3b4;</italic>N. The second ES complex is formed through binding of the reduced Cu (I) center to a second <inline-formula id="inf7">
<mml:math id="m7">
<mml:msubsup>
<mml:mrow>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>.</mml:mo>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:math>
</inline-formula>. In the final step, the Cu (I) center catalyzes the reduction of <inline-formula id="inf8">
<mml:math id="m8">
<mml:msubsup>
<mml:mrow>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>.</mml:mo>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:math>
</inline-formula> to <italic>H</italic>
<sub>2</sub>
<italic>O</italic>
<sub>2</sub> transforming back into the first ES complex.</p>
<p>Given this reaction mechanism (<xref ref-type="fig" rid="F2">Figure&#x20;2B</xref>), we stress the importance of the accurate force field parameters for the unique imidazolate-bridged bimetallic center. For this purpose, a number of studies have reported <italic>ab initio</italic> parameters of the Cu/Zn center by quantum mechanical (QM) calculations (<xref ref-type="bibr" rid="B48">Shen et&#x20;al., 1990</xref>; <xref ref-type="bibr" rid="B51">Strange et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B36">Peng et&#x20;al., 2018</xref>). Otherwise standard force fields do not provide the parameters for this bimetallic center particularly for the deprotonated H63 (<xref ref-type="bibr" rid="B56">Vanommeslaeghe et&#x20;al., 2010</xref>). Here we defined the SOD1 variants through the CHARMM force field (<xref ref-type="bibr" rid="B51">Strange et&#x20;al., 2007</xref>) but did not include the <italic>ab initio</italic> parameters for the metallic center (<xref ref-type="bibr" rid="B48">Shen et&#x20;al., 1990</xref>; <xref ref-type="bibr" rid="B51">Strange et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B36">Peng et&#x20;al., 2018</xref>). Because the QM parameters were developed for the wild-type metallic center (<xref ref-type="bibr" rid="B48">Shen et&#x20;al., 1990</xref>; <xref ref-type="bibr" rid="B51">Strange et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B36">Peng et&#x20;al., 2018</xref>), whilst half of the variants to be analyzed here were H63 mutants in which the imidazolate ion was deleted. Thus, we considered that usage of the first ground state of the SOD1 for all variants would lead to biased results due to incorporation of different parameters for their metallic centers, i.e. QM for the <italic>wild-type-like</italic> centers while standard parameters for the H63 variants. Given this caveat, we opted for the second ground state with a reduced Cu-center and a protonated H63 which can be easily defined by conventional force fields. Previous MD studies of SOD1 either did not disclose any details for the metal center parameters (<xref ref-type="bibr" rid="B50">Srinivasan and Rajasekaran, 2017</xref>; <xref ref-type="bibr" rid="B37">Pereira et&#x20;al., 2021</xref>) or similar to this study modeled the SOD1 from the second ES complex (<xref ref-type="bibr" rid="B31">Mera-Adasme et&#x20;al., 2013</xref>).</p>
</sec>
<sec id="s3-3">
<title>3.3 Backbone Mobility and Compactness of the Dimer in Superoxide Dismutase 1 Variants</title>
<p>For every SOD1 variant including the wild-type, we have generated four different structures which differed by means of the metallation and presence of the intramolecular disulfide bridge. RMSD plots show that none of the systems underwent a large structural movement regardless of the variants tested (<xref ref-type="fig" rid="F3">Figure&#x20;3A</xref>). At 400&#xa0;K the backbone mobility increased regardless of the metallation or disulfide bond or mutation. A similar pattern was spotted in the <italic>R</italic>
<sub>
<italic>G</italic>
</sub> of the dimer (<xref ref-type="fig" rid="F3">Figure&#x20;3B</xref>). In line with RMSD measurements, the compactness of the dimer was slightly increased at 400&#xa0;K for every system analyzed. On the hand, the variants, including the metal-binding double mutant, did not significantly affect the <italic>R</italic>
<sub>
<italic>G</italic>
</sub> of dimer. Overall, we have further analyzed these simulations to compare the dynamics of the hypothesised mutants with the ALS-linked variants and to elaborate the impact of metallation and disulfide bond on the dynamics of SOD1 variants.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>
<bold>(A)</bold> Backbone (C<italic>&#x3b1;</italic>, C, O and N) displacement and <bold>(B)</bold> radius of gyration (<italic>R</italic>
<sub>
<italic>G</italic>
</sub>) of the SOD1 dimers were monitored for 100&#xa0;ns For both sub-plots, top-panel shows the 298&#xa0;K and bottom-panel shows 400&#xa0;K simulations. The same legend applies for all subplots: Wild-type-black, H63A-red, H63R-blue, K136A-green, G37R-purple, H46R/H48D-yellow.</p>
</caption>
<graphic xlink:href="fchem-09-716438-g003.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>3.4 Enhanced Fluctuations of the Metal Binding Loops for the H63R and K136A Variants</title>
<p>Fluctuations of the C<italic>&#x3b1;</italic> were monitored to compare the flexibility of the putative SOD1 variants with <italic>metal-binding</italic> and/or <italic>wild-type</italic> variants (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>). One notable observation is the fact that the metal binding loops of the SOD1 structure which ligate the metals were the most flexible portion of the SOD1 structure regardless of mutation, temperature and/or disulfide bond. As such, temperature increase led to apparent increase in the flexibility of these loops which were highlighted in <xref ref-type="fig" rid="F4">Figure&#x20;4</xref>. Otherwise, fluctuations of the <italic>&#x3b2;</italic>-barrel structure and termini did not significantly higher. For the wild-type enzyme we noted that the fluctuations were reduced as the structure became metalated and/or possessed an intact disulfide bond. This outcome is in line with the previous experimental observation that the stability of SOD1 structure is contributed by the disulfide bridge (<xref ref-type="bibr" rid="B18">Goodsell and Olson, 2000</xref>; <xref ref-type="bibr" rid="B17">Furukawa and O&#x2019;Halloran, 2005</xref>), and the imidazolate-bridged metallic center (<xref ref-type="bibr" rid="B5">Arnesano et&#x20;al., 2004</xref>). Among the SOD1 variants tested we noted an increase in the flexibility of the relatively shorter electrostatic loop (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>). At 298&#xa0;K, for the loops in the chain A (<xref ref-type="fig" rid="F4">Figure&#x20;4A</xref>), the highest flexibility was observed for the H63R variant for the holo-oxidized form while for chain B (<xref ref-type="fig" rid="F4">Figure&#x20;4B</xref>) the <italic>metal-binding</italic> double variant and K136A. These observations were also spotted in the <italic>R</italic>
<sub>
<italic>G</italic>
</sub> analyses of the loops (<xref ref-type="sec" rid="s9">Supplementary Figure S1, 2</xref>). For the K136A variant, both of the loops showed reduced compactness for both the chains in the holo-oxidized form (<xref ref-type="sec" rid="s9">Supplementary Figure S1</xref>), the observation which was parallel to its enhanced fluctuations (<xref ref-type="fig" rid="F4">Figure&#x20;4A</xref>). Similarly, the variant H63R led to a loosened electrostatic loop particularly for the chain B (<xref ref-type="sec" rid="s9">Supplementary Figure S2</xref>). On the other hand, the other variants H63A and G37R including the wild-type enzyme did not show particularly high flexibility and altered compactness compared to these three; H63R, K136A and the double mutant. When the temperature was increased to 373&#xa0;K, we observed a consistent increase in the fluctuations of the metal-binding loops for every variant including the wild-type enzyme (<xref ref-type="fig" rid="F4">Figures 4A,B</xref> bottom panels). Consistently the dimer compactness and flexibility have been affected implying reduced stability at high temperature. Notably, all variants including the wild-type enzyme showed enhanced fluctuations for the shorter loop reaching as high as 15&#x20;&#x00C5;. Together with the compactness and fluctuation analyses, we surmise that the putative SOD1 variants could lead to altered conformations implying their potential toxicity in&#x20;ALS.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>
<bold>(A)</bold> Backbone (C<italic>&#x3b1;</italic>, C, O and N) displacement and <bold>(B)</bold> radius of gyration (<italic>R</italic>
<sub>
<italic>G</italic>
</sub>) of the SOD1 dimers were monitored for 100&#xa0;ns. For both sub-plots, top-panel shows the 298&#xa0;K and bottom-panel shows 400&#xa0;K simulations. The same legend applies for all subplots: Wild-type-black, H63A-red, H63R-blue, K136A-green, G37R-purple, H46R/H48D-yellow.</p>
</caption>
<graphic xlink:href="fchem-09-716438-g004.tif"/>
</fig>
</sec>
<sec id="s3-5">
<title>3.5 Predicted Amyotrophic Lateral Sclerosis Toxicity for the H63R and K136A Superoxide Dismutase 1 Variants Through Cu-Depletion</title>
<p>To investigate whether the SOD1 variants analyzed here restored an intact bimetallic center or not, we visually monitored the metals along with the metal-binding loops (<xref ref-type="fig" rid="F5">Figure&#x20;5</xref>) and measured the average coordination distance for all systems (<xref ref-type="sec" rid="s9">Supplementary Figure S3</xref>). Our results promptly suggested that the Cu-center was less tolerant to increased kinetic energy than the Zn-center (<xref ref-type="sec" rid="s9">Supplementary Figure S3</xref>). This observation was aligned with the fact that Zn-center or explicitly the Zn ion has been attributed to structural stability whilst Cu ion was linked to enzymatic activity (<xref ref-type="bibr" rid="B61">Wright et&#x20;al., 2019</xref>). At high temperature, almost all of the variants including the wild-type SOD1 showed an increase in the Cu-coordination distance with the exception of G37R (<xref ref-type="sec" rid="s9">Supplementary Figure S3</xref>). This <italic>wild-type-like</italic> variant maintained intact Zn and Cu centers particularly when the disulfide bond was intact and less intact metal centers when the intramolecular disulfide bond was reduced. Taken together with these analyses, we pointed out that even the wild-type SOD1 and the <italic>wild-type-like</italic> variant G37R failed to maintain a fully intact bimetallic center, confirming that demetallation could still be the case for the wild-type or <italic>wild-type-like</italic> variant (<xref ref-type="bibr" rid="B11">Crow et&#x20;al., 1997</xref>). From this point, our results were in line with the paradigm explaining altered metallation as one of the unifying toxicity mechanisms behind all ALS cases (<xref ref-type="bibr" rid="B19">Hilton et&#x20;al., 2015</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Reduced trajectories of the metal binding loops spanning the residues from 48 to 89 (blue) and from 124 to 139 (purple) were shown for the wild-type dimer in the top two panels for all four systems. Five variants in the holo-oxidized forms were similarly visualized in the bottom two panels. For all plots, Cu and Zn ions were colored orange and green respectively.</p>
</caption>
<graphic xlink:href="fchem-09-716438-g005.tif"/>
</fig>
<p>We have visualized all of the variants in the holo-oxidized state which was shown to be have the least flexible for the wild-type (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>). At 298&#xa0;K we observed that Cu was released from the H63R and K136A variants while Zn was kept within the metallic center (<xref ref-type="fig" rid="F5">Figure&#x20;5</xref>). Despite the increase in the average coordination distance (<xref ref-type="sec" rid="s9">Supplementary Figure S3</xref>), the <italic>metal-binding</italic> double mutant did not particularly leave the structure. Given the increase in the average coordination distance along with the particularly increase fluctuations of the metal binding loops, we stressed that this double mutant also had an disrupted Cu-center even if Cu was not released completely. On the other hand, none of the other variants showed a particular disruption of the metal binding sites including the variant of&#x20;H63A.</p>
<p>Overall the putative variants of H63R and K136A showed similar to or even more extreme dynamics than the <italic>metal-binding</italic> double mutant by means of fluctuations and metallation status. Therefore, we consider that these SOD1 variants, although they have not yet linked to ALS, could exhibit similar toxicity through demetallation. One possible explanation of why neither of these positions was not reported in any ALS cases could be due to their highly toxic nature. A similar case was noted for the <italic>metal-binding</italic> mutant H80R which was first generated in an animal model and its structure was shown to have a distorted Zn center due to clashes from H71 and K136&#x20;<xref ref-type="bibr" rid="B47">Seetharaman et&#x20;al. (2010)</xref>, albeit the absence of clinical evidence linking it to ALS (<xref ref-type="bibr" rid="B61">Wright et&#x20;al., 2019</xref>). Later, a single patient who had displayed ALS symptoms at an extremely early age with a rapidly progressive disease was reported to have this mutation (<xref ref-type="bibr" rid="B4">Alexander et&#x20;al., 2002</xref>). Hence in line with the case of H80R which has now been linked to ALS (<xref ref-type="fig" rid="F1">Figure&#x20;1A</xref>), the bridging H63 and its neighbouring K136 could lead to toxic SOD1 variants leading to&#x20;ALS.</p>
<p>Fully demetallated SOD1 variants could be targeted by the proteosomal system due to their extremely low structural stability while partially metallated variants could escape from degradation due to the fact that partial demetallation, i.e. losing one of the metals, leads to meta-stable structures (<xref ref-type="bibr" rid="B19">Hilton et&#x20;al., 2015</xref>). Having promising therapeutic effects from both of metal-chelating and metal-delivering agents can in fact be used to support this hypothesis (<xref ref-type="bibr" rid="B19">Hilton et&#x20;al., 2015</xref>). Accordingly, the destructive impacts of H63R and K136A on both of the metal centers resulting in the release of Cu from the structure (<xref ref-type="fig" rid="F5">Figure&#x20;5</xref>) and loosing of the Zn coordination (<xref ref-type="sec" rid="s9">Supplementary Figure S3</xref>) could lead to a dramatic destabilization of the structure. Thus, another plausible explanation behind lacking epidemiological data between H63R and K136A variants would lie at the other extreme. As such, these variants could be degraded by the proteosaomal system and did not include SOD1-related toxicity.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>Identifying novel SOD1 variants related to ALS would contribute to our understanding of SOD1-mediated toxicity in ALS. In this study, we focused on the variants of two hypothetical positions. The main reason behind our particular focus on these positions is clearly their involvement in the bimetallic center in the SOD1. Given the dynamical behaviours of the H63R and K136A variants, we conclude that these SOD1 variants, although they have not yet spotted in ALS, could exhibit toxicity and thus lead to&#x20;ALS.</p>
</sec>
</body>
<back>
<sec id="s5">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusion of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>AT and ET designed the study; AT, ET and US wrote the manuscript; AT, SC and ET analyzed&#x20;data.</p>
</sec>
<sec id="s7" sec-type="COI-statement">
<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 id="s8" sec-type="disclaimer">
<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>
<ack>
<p>All of the calculations reported in this paper were performed by the computational resources at TUBITAK ULAKBIM, High Performance and Grid Computing Center (TRUBA resources).</p>
</ack>
<sec id="s9">
<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/fchem.2021.716438/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fchem.2021.716438/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>
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