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<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">975046</article-id>
<article-id pub-id-type="doi">10.3389/fmolb.2022.975046</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Molecular Biosciences</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Unraveling key interactions and the mechanism of demethylation during hAGT-mediated DNA repair <italic>via</italic> simulations</article-title>
<alt-title alt-title-type="left-running-head">T. G. et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fmolb.2022.975046">10.3389/fmolb.2022.975046</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>T. G.</surname>
<given-names>Shruti</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1948309/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Siddiqui</surname>
<given-names>Shakir Ali</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1877120/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Dubey</surname>
<given-names>Kshatresh Dutta</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1095858/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Life Sciences</institution>, <institution>School of Natural Sciences</institution>, <institution>Shiv Nadar Institution of Eminence Delhi-NCR</institution>, <addr-line>Uttar Pradesh</addr-line>, <country>India</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Chemistry</institution>, <institution>School of Natural Sciences</institution>, <institution>Shiv Nadar Institution of Eminence Delhi-NCR</institution>, <addr-line>Uttar Pradesh</addr-line>, <country>India</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/222540/overview">Qing-Chuan Zheng</ext-link>, Jilin University, China</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/427253/overview">Weiwei Xue</ext-link>, Chongqing University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1279198/overview">Yibo Wang</ext-link>, Changchun Institute of Applied Chemistry (CAS), China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Kshatresh Dutta Dubey, <email>kshatresh.dubey@snu.edu.in</email>
</corresp>
<fn fn-type="equal" id="fn1">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work</p>
</fn>
<fn fn-type="other">
<p>This article was submitted to Biological Modeling and Simulation, a section of the journal Frontiers in Molecular Biosciences</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>09</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>975046</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>06</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>15</day>
<month>08</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 T. G., Siddiqui and Dubey.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>T. G., Siddiqui and Dubey</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 terms.</p>
</license>
</permissions>
<abstract>
<p>Alkylating agents pose the biggest threat to the genomic integrity of cells by damaging DNA bases through regular alkylation. Such damages are repaired by several automated types of machinery inside the cell. O6-alkylguanine-DNA alkyltransferase (AGT) is an enzyme that performs the direct repair of an alkylated guanine base by transferring the alkyl group to a cysteine residue. In the present study, using extensive MD simulations and hybrid QM/MM calculations, we have investigated the key interactions between the DNA lesion and the hAGT enzyme and elucidated the mechanisms of the demethylation of the guanine base. Our simulation shows that the DNA lesion is electrostatically stabilized by the enzyme and the Arg135 of hAGT enzyme provides the main driving force to flip the damaged base into the enzyme. The QM/MM calculations show demethylation of the damaged base as a three-step process in a thermodynamically feasible and irreversible manner. Our calculations show that the final product forms <italic>via</italic> Tyr114 in a facile way in contrast to the previously proposed Lys-mediated route.</p>
</abstract>
<kwd-group>
<kwd>direct repair</kwd>
<kwd>MD simulation</kwd>
<kwd>QM/MM calculation</kwd>
<kwd>DNA repair enzyme</kwd>
<kwd>reaction mechanism</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>The genomic integrity of a cell is constantly threatened by some extracellular and intracellular chemicals, which can damage the nucleotide base of a DNA by covalently attaching an alkyl group (<xref ref-type="bibr" rid="B37">Tardiff et al., 1994</xref>; <xref ref-type="bibr" rid="B8">Daniels and Tainer, 2000</xref>; <xref ref-type="bibr" rid="B25">Margison and Santib&#xe1;&#xf1;ez-Koref, 2002</xref>; <xref ref-type="bibr" rid="B9">Daniels et al., 2004</xref>; <xref ref-type="bibr" rid="B45">Yi and He, 2013</xref>; <xref ref-type="bibr" rid="B5">Chatterjee and Walker, 2017</xref>). Such damaged DNA can cause deleterious mutations and cytotoxicity in cells (<xref ref-type="bibr" rid="B11">Dolan et al., 1990</xref>; <xref ref-type="bibr" rid="B28">Pegg, 1990</xref>; <xref ref-type="bibr" rid="B8">Daniels and Tainer, 2000</xref>; <xref ref-type="bibr" rid="B42">Wibley et al., 2000</xref>; <xref ref-type="bibr" rid="B25">Margison and Santib&#xe1;&#xf1;ez-Koref, 2002</xref>; <xref ref-type="bibr" rid="B9">Daniels et al., 2004</xref>; <xref ref-type="bibr" rid="B15">Fang et al., 2008</xref>); therefore, the cell has the ultimate machinery to repair such DNA damage. This repairing machinery is carried out mainly by some proteins and/or enzymes that have evolved particularly for this purpose, mainly <italic>via</italic> three different mechanisms: 1) photolesions through photolyases by UV induction, 2) reversal by O6-alkylguanine-DNA alkyltransferase (AGT), and 3) reversal by AlkB family dioxygenases (<xref ref-type="bibr" rid="B9">Daniels et al., 2004</xref>; <xref ref-type="bibr" rid="B45">Yi and He, 2013</xref>). However, the last two mechanisms, i.e., the damage reversal by AGT and AlkB enzymes, are a direct DNA repair mechanism through the de-alkylation of the damaged base and are, hence, believed to be the most efficient way to repair DNA lesions (<xref ref-type="bibr" rid="B45">Yi and He, 2013</xref>). It is anticipated that the mechanism of the repair is highly correlated with the position of the alkylation attack (<xref ref-type="bibr" rid="B27">Mishina et al., 2006</xref>). For example, if alkylation occurs at the N<sup>7</sup> position of the guanine base, it results in an innocuous lesion that is mostly repaired through depurination.</p>
<p>Similarly, when alkylation occurs at the N<sup>3</sup> position of the nucleotide base, the resulting lesion blocks DNA replication and is repaired by AlkA or AlkB proteins. The third vulnerable site for alkylation is the oxygen atom (O<sup>6</sup>) of the DNA base to produce the O<sup>6</sup>-methylguanine (<xref ref-type="bibr" rid="B28">Pegg, 1990</xref>; <xref ref-type="bibr" rid="B25">Margison and Santib&#xe1;&#xf1;ez-Koref, 2002</xref>) (see <xref ref-type="fig" rid="F1">Figure 1A</xref>). This lesion is believed to be highly mutagenic, and it mispairs with thymine to produce a transition mutation of G: C&#x2192;T: A during DNA replication (<xref ref-type="bibr" rid="B42">Wibley et al., 2000</xref>; <xref ref-type="bibr" rid="B14">Duguid et al., 2005</xref>; <xref ref-type="bibr" rid="B40">Tubbs et al., 2007</xref>; <xref ref-type="bibr" rid="B45">Yi and He, 2013</xref>). These lesions are repaired by the O6-alkylguanine-DNA alkyltransferase (AGT) family of proteins by a suicidal direct repairing mechanism (<xref ref-type="bibr" rid="B11">Dolan et al., 1990</xref>; <xref ref-type="bibr" rid="B17">Gerson et al., 1995</xref>; <xref ref-type="bibr" rid="B7">Daniels et al., 2000</xref>; <xref ref-type="bibr" rid="B8">Daniels and Tainer, 2000</xref>; <xref ref-type="bibr" rid="B42">Wibley et al., 2000</xref>; <xref ref-type="bibr" rid="B25">Margison and Santib&#xe1;&#xf1;ez-Koref, 2002</xref>; <xref ref-type="bibr" rid="B29">Rasimas et al., 2003</xref>; <xref ref-type="bibr" rid="B15">Fang et al., 2008</xref>; <xref ref-type="bibr" rid="B45">Yi and He, 2013</xref>). In the current work, we have highlighted the key interactions and the mechanism of DNA repair of human AGT protein using MD simulations and hybrid QM/MM calculations.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> DNA repair mechanism based on the position of alkylation. <bold>(B)</bold> Structure of the flipped alkylated guanine in hAGT (PDB ID 1T38).</p>
</caption>
<graphic xlink:href="fmolb-09-975046-g001.tif"/>
</fig>
<p>The crystal structure of the hAGT protein complex with double-strand DNA (dsDNA) carrying the damaged guanine (<xref ref-type="bibr" rid="B9">Daniels et al., 2004</xref>) provides crucial insight into base flipping after alkylation. This structure shows the base flipping by a minor grove of the dsDNA (<xref ref-type="bibr" rid="B9">Daniels et al., 2004</xref>) and the modified base is inserted into the active site of the protein (<xref ref-type="bibr" rid="B9">Daniels et al., 2004</xref>; <xref ref-type="bibr" rid="B15">Fang et al., 2008</xref>), which is surrounded by Cys145, Tyr114, Pro140, Ser159, and Tyr158 (<xref ref-type="bibr" rid="B7">Daniels et al., 2000</xref>; <xref ref-type="bibr" rid="B8">Daniels and Tainer, 2000</xref>; <xref ref-type="bibr" rid="B42">Wibley et al., 2000</xref>). Here Cys145 participates directly in the repair by accepting the alkyl group (<xref ref-type="bibr" rid="B8">Daniels and Tainer, 2000</xref>; <xref ref-type="bibr" rid="B42">Wibley et al., 2000</xref>; <xref ref-type="bibr" rid="B9">Daniels et al., 2004</xref>; <xref ref-type="bibr" rid="B15">Fang et al., 2008</xref>) while Tyr114 is believed to facilitate a proton transfer in the reaction. An Arg128 residue assigned as the &#x201c;finger residue&#x201d; was found to (<xref ref-type="fig" rid="F1">Figure 1B</xref>) be inserted inside the DNA duplex, in place of the damaged, extrahelical base (<xref ref-type="bibr" rid="B8">Daniels and Tainer, 2000</xref>; <xref ref-type="bibr" rid="B25">Margison and Santib&#xe1;&#xf1;ez-Koref, 2002</xref>; <xref ref-type="bibr" rid="B9">Daniels et al., 2004</xref>; <xref ref-type="bibr" rid="B15">Fang et al., 2008</xref>). Interestingly, the role of this &#x201c;finger residue&#x201d; is supposed to be instrumental in identifying the damaged base (<xref ref-type="bibr" rid="B40">Tubbs et al., 2007</xref>) by sliding over DNA bases (<xref ref-type="bibr" rid="B7">Daniels et al., 2000</xref>) by checking the weakened base&#x2013;base interaction due to the alkylation of the guanine base (sometimes thymine).</p>
<p>The experimental structure of hAGT with the damaged DNA provided a good starting geometry to validate the repair mechanism using computational tools. However, unlike AlkB where the mechanism of DNA repair has been extensively studied (<xref ref-type="bibr" rid="B45">Yi and He, 2013</xref>), the repair mechanism by hAGT is relatively less elucidated. <xref ref-type="bibr" rid="B23">Jena et al. (2009)</xref> performed a DFT-only study to explore the repair mechanism by hAGT and proposed a three-step pathway for the repair mechanism. According to their study, in the first step, deprotonation of Cys145 occurs <italic>via</italic> a water-mediated mechanism from His146. In the second step, protonation at the N3 position takes place <italic>via</italic> Tyr114, and in the last step, demethylation of guanine occurs through Cys145 (<xref ref-type="bibr" rid="B7">Daniels et al., 2000</xref>; <xref ref-type="bibr" rid="B8">Daniels and Tainer, 2000</xref>). However, the proposed reaction profile was thermodynamically not feasible since they conducted a DFT-only study without the inclusion of the protein and DNA molecules. Another study by <xref ref-type="bibr" rid="B20">Hou et al. (2010)</xref> used a more accurate QM/MM method to explore the repair mechanism of this enzyme. Interestingly, this study shows that the methyl transfer from damaged DNA to cysteine is a reversible process; however, in that case, the &#x201c;N&#x201d; of O6-methylguanine is taken in the already protonated state and no calculations had been performed for this investigation. We, therefore, planned to re-investigate the mechanism of the repair by hAGT using extensive MD simulations and hybrid QM/MM calculations. In the present study, we have used a comprehensive MD simulation of the hAGT enzyme with dsDNA bearing alkylated guanine to study the interactions between the enzyme and the modified base and performed hybrid QM/MM calculations to validate the reaction mechanism of the direct DNA repair by hAGT.</p>
</sec>
<sec id="s2">
<title>Computational details</title>
<p>We have performed the MD simulations to study the conformational changes and protein&#x2013;DNA interactions while hybrid QM/MM calculations were performed for the reaction mechanism. The details of each calculation are discussed as follows.</p>
<sec id="s2-1">
<title>System setup</title>
<p>The initial coordinate of the hAGT complex with dsDNA was imported from the protein data bank (PDB ID: 1T38) (<xref ref-type="bibr" rid="B9">Daniels et al., 2004</xref>). The crystal structure contains an alkylated guanine base flanged out from the DNA strand and buried inside the protein site. The missing residues have been added using the MODELLER program (<xref ref-type="bibr" rid="B41">Webb and Sali, 2017</xref>). The parameters for the modified base were prepared using an antechamber module of the Amber MD program of QM-optimized geometry at the HF/6&#x2013;31&#xa0;g(d,p) level of the theory. For the protein, we used an Amber ff19SB (<xref ref-type="bibr" rid="B38">Tian et al., 2019</xref>) forcefield while for DNA we used a refined Barcelona forcefield implemented in the Amber MD library. A few Na&#x2b; ions were added to the protein surfaces to neutralize the total charge of the system depending upon the charge of each complex prepared separately. Finally, the resulting systems were solvated in an octahedral box of an OPC water model each extended up to a minimum cut-off of 10&#xa0;&#xc5; from the protein boundary. pKa of titrable groups were calculated by PropKa and a table for the same is shown in, <xref ref-type="sec" rid="s9">Supplementary Table S1</xref>.</p>
</sec>
<sec id="s2-2">
<title>MD simulations</title>
<p>After proper parameterization of the system, to remove bad contacts, minimization was performed in two stages using a combination of the steepest descent (5,000 steps) and conjugate gradient (5,000 steps) methods. In the first stage, water position and conformations are relaxed keeping the protein fixed. Thereafter, the whole complex was minimized. Subsequently, the system is gently annealed up to 300&#xa0;K under the NVT ensemble for 50&#xa0;ps. After that, 1 ns of density equilibration was performed under an NPT ensemble at a target temperature of 300&#xa0;K and pressure of 1&#xa0;atm by using a Langevin thermostat (<xref ref-type="bibr" rid="B22">Izaguirre et al., 2001</xref>) and Berendsen barostat (<xref ref-type="bibr" rid="B4">Berendsen et al., 1984</xref>) with a collision frequency of 2&#xa0;ps and pressure relaxation time of 1&#xa0;ps. This 1&#xa0;ns density equilibration is a weakly restrained MD simulation in which the system is slowly released to achieve uniform density after heating under periodic boundary conditions. Then, after we remove all the restraints applied before, the system gets equilibrated for 3&#xa0;ns to get a well-settled pressure and temperature for chemical and conformational analyses. Thereafter, a productive MD simulation was performed using the Monte Carlo barostat (<xref ref-type="bibr" rid="B2">&#xc5;qvist et al., 2004</xref>) for a total of 500 ns for each complex in five subsequent steps of 100 ns starting from the random velocity. During all the MD simulations, covalent bonds containing hydrogens were constrained using the SHAKE (<xref ref-type="bibr" rid="B31">Ryckaert et al., 1977</xref>) algorithm, and the Particle Mesh Ewald (PME) (<xref ref-type="bibr" rid="B10">Darden et al., 1993</xref>) method was used to treat long-range electrostatic interactions with the cut-off set as 10&#xa0;&#xc5;. All the MD simulations were performed with the GPU version of the AMBER 20 package (<xref ref-type="bibr" rid="B32">Salomon-Ferrer et al., 2013</xref>). The MD trajectory analysis was done with the CPPTRAJ (<xref ref-type="bibr" rid="B30">Roe and Cheatham, 2013</xref>) module of AMBER 20. The visualization of the MD trajectories was performed by VMD (<xref ref-type="bibr" rid="B21">Humphrey et al., 1996</xref>). The binding free energy was calculated using the molecular mechanics generalized born surface area method (MMGBSA), the details and other applications for the nucleic acid complexes have been discussed elsewhere (<xref ref-type="bibr" rid="B6">Chaubey et al., 2012</xref>; <xref ref-type="bibr" rid="B36">Sur et al., 2017</xref>).</p>
</sec>
<sec id="s2-3">
<title>QM/MM methodology</title>
<p>The mechanism of reaction during base-repairing was calculated using hybrid QM/MM calculations for the representative snapshots from the most populated trajectory of the MD simulations after clustering. The active region in QM/MM calculations in all the systems involves the protein residues and water molecules present within the cutoff of 8&#xa0;&#xc5; from the active oxidant heme. The atoms in the selected &#x201c;active region&#x201d; (mainly from the MM part) interact with the QM zone through electrostatic and Van der Waals interactions and the corresponding polarization effects were considered in the subsequent QM/MM calculations. All QM/MM calculations were performed with ChemShell (<xref ref-type="bibr" rid="B33">Sherwood et al., 2003</xref>; <xref ref-type="bibr" rid="B26">Metz et al., 2014</xref>) by combining the Turbomole (<xref ref-type="bibr" rid="B1">Ahlrichs et al., 1989</xref>; <xref ref-type="bibr" rid="B3">Balasubramani et al., 2020</xref>) for the QM part and DL_POLY (<xref ref-type="bibr" rid="B35">Smith and Forester, 1996</xref>) for the MM part. The MM part was described using the ff19SB forcefield. To account for the polarizing effect of the protein environment on the QM region, an electronic embedding scheme was used. Hydrogen link atoms with the charge shift model were employed for treating QM/MM boundary. During QM/MM geometry optimizations, potential energy surface scanning, and frequency calculations, the QM region was treated using the hybrid B3LYP functional with a def2-SVP basis set. The energies were further corrected with the Grimme dispersion correction. All of the QM/MM transition states were located by relaxed potential energy surface (PES) scans followed by full TS optimizations using the P-RFO (<xref ref-type="bibr" rid="B24">K&#xe4;stner et al., 2009</xref>) optimizer implemented in the HDLC code.</p>
</sec>
<sec id="s2-4">
<title>Free-energy calculations</title>
<p>We executed MMGBSA calculations to determine the free energy of decomposition, to examine the residue-specific interactions with m-GUA (<xref ref-type="bibr" rid="B16">Fogolari et al., 2003</xref>; <xref ref-type="bibr" rid="B18">Gohlke and Case, 2004</xref>). This approach is based on tried-and-true ideas (<xref ref-type="bibr" rid="B39">Tsui and Case, 2000</xref>; <xref ref-type="bibr" rid="B19">Grochowski and Trylska, 2008</xref>) that have been effectively applied in many earlier investigations (<xref ref-type="bibr" rid="B43">Xue et al., 2012</xref>; <xref ref-type="bibr" rid="B12">Dubey et al., 2013</xref>; <xref ref-type="bibr" rid="B13">Dubey et al., 2017</xref>; <xref ref-type="bibr" rid="B41">Webb and Sali, 2017</xref>; <xref ref-type="bibr" rid="B44">Yang et al., 2018</xref>; <xref ref-type="bibr" rid="B34">Siddiqui and Dubey, 2022</xref>). In the beginning, we removed all the water molecules and counterions from the trajectory and utilized the solute and solvent&#x2019;s respective dielectric constants of 1 and 80. Subsequently, for the most populated trajectories, we carried out the MMGBSA calculations.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>Results and discussion</title>
<sec id="s3-1">
<title>MD simulations of the hAGT enzyme with the alkylated base after flipping</title>
<p>To study the mechanisms, we started with the MD simulation of the flipped methylated guanine (m-GUA) with hAGT to investigate the conformational changes, if any. During the entire course of the simulation of 500&#xa0;ns time, we did not observe many conformational changes in the dsDNA which can be validated by the low root mean square (RMS) deviation as shown in <xref ref-type="fig" rid="F2">Figure 2</xref> relative to the enzyme. We found that most of the deviation in the enzymatic site occurs due to several loop regions of the hAGT enzyme. To further validate the flexibility, we also supplemented our results with the root mean square fluctuations (RMSF) for residues during the simulations.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>RMS deviation for hAGT and dsDNA during the MD simulations.</p>
</caption>
<graphic xlink:href="fmolb-09-975046-g002.tif"/>
</fig>
<p>As can be seen (<xref ref-type="fig" rid="F3">Figure 3</xref>), the region of the highest flexibility comes from the residues 30&#x2013;50 which are from the loop region of hAGT. We note here that this loop region is the zinc-binding region which may have functional significance in the direct repair of the DNA lesion (<xref ref-type="bibr" rid="B27">Mishina et al., 2006</xref>). Interestingly, m-GUA (residue 178) shows very small flexibility relative to other DNA regions, which might be due to the strong binding with the catalytic residues of the hAGT enzyme.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>RMSF of dsDNA and the hAGT complex. The thickness of the tube in the inset represents the region of the highest flexibility.</p>
</caption>
<graphic xlink:href="fmolb-09-975046-g003.tif"/>
</fig>
<p>A representative snapshot from the MD simulation is shown in <xref ref-type="fig" rid="F4">Figure 4A</xref>. As can be seen, R128 (finger residue) occupies the vacant space of guanine and interacts strongly with the orphaned cytosine (<xref ref-type="fig" rid="F4">Figure 4A</xref>). On the other hand, the flipped m-GUA is well installed in the catalytic site and maintains a rigid conformation throughout the entire simulation (<xref ref-type="fig" rid="F4">Figure 4B</xref>). C145 which is supposed to abstract the methyl group of m-GUA resided proximal to m-GUA and maintains proximity with the methylated end. Interestingly, we found a well-organized water chain connecting His146 to Cys145&#x2014;Tyr158&#x2014;Lys165 <italic>via</italic> WAT1 and WAT2. The role of His146 has already been proposed during the proton transfer from Cys145 during the de-methylation of m-GUA. To quantify the interaction of m-GUA in the enzymatic site, we calculated the binding free energy of m-GUA into the hAGT enzyme using the molecular mechanics generalized born surface area (MMGBSA) method (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Representative snapshot from the MD simulation. <bold>(A)</bold> Interaction of the DNA bases with the protein. <bold>(B)</bold> Interaction of m-GUA with catalytically important residues.</p>
</caption>
<graphic xlink:href="fmolb-09-975046-g004.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Total binding free-energy calculations by the MMGBSA method. All values are in kcal/mol.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Energy component</th>
<th align="left">Average</th>
<th align="left">Std. Dev.</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">&#x2206;E<sub>VDW</sub>
</td>
<td align="left">&#x2212;38.45</td>
<td align="left">3.04</td>
</tr>
<tr>
<td align="left">&#x2206;E<sub>EEL</sub>
</td>
<td valign="top" align="left">&#x2212;145.17</td>
<td align="left">7.24</td>
</tr>
<tr>
<td align="left">&#x2206;E<sub>polar</sub>
</td>
<td valign="top" align="left">154.96</td>
<td align="left">6.16</td>
</tr>
<tr>
<td align="left">&#x2206;E<sub>nonpolar</sub>
</td>
<td valign="top" align="left">&#x2212;4.28</td>
<td align="left">0.21</td>
</tr>
<tr>
<td align="left">&#x2206;G<sub>free</sub> (TOTAL)</td>
<td valign="top" align="left">&#x2212;32.94</td>
<td align="left">4.07</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Our calculations show a favorable binding free energy of &#x2212;32.94&#xa0;kcal/mol which indicates the twisting of the m-GUA base could be spontaneous and the interactions of the enzymatic site might be the driving force for the twisting.</p>
<p>Furthermore, to quantify the residue-wise interactions with m-GUA, we calculated the residue-wise decomposition of the total binding free energy using the MMGBSA method (<xref ref-type="fig" rid="F5">Figure 5</xref>). The comprehension of protein&#x2013;DNA interactions has been greatly aided by the MMGBSA method (<xref ref-type="bibr" rid="B43">Xue et al., 2012</xref>; <xref ref-type="bibr" rid="B44">Yang et al., 2018</xref>). As can be seen, R135, which is close to the DNA helix, applies the strongest interaction on m-GUA, and therefore, we believe it could be the driving interaction that might lead to the flipping of the methylated DNA base. Furthermore, the catalytic residues, e.g., Tyr114, Cys145, Tyr158, and Lys165 also show significant interactions with m-GUA. Here, it is quite noteworthy that most of the residues which interact with m-GUA are either polar or charged except Met134 which shows that the binding of m-GUA in hAGT is predominantly electrostatically driven.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Residue-wise decomposition of the total binding free energy of m-GUA.</p>
</caption>
<graphic xlink:href="fmolb-09-975046-g005.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>Mechanistic elucidation of O6-demethylation <italic>via</italic> QM/MM calculations</title>
<p>In the previous section, we have seen that m-GUA is well installed in the catalytic site of the hAGT enzyme, and it is surrounded by catalytically important residues such as Cy145, Tyr114, Ser159, and Lys165. In addition, we also found a well-organized water channel bridging His146 with Cys145 which can assist the deprotonation of cysteine. The deprotonation mechanism of cysteine <italic>via</italic> histidine is well established, and therefore, we have focused only on the demethylation of m-GUA and formation of guanine since there were discrepancies in the previous investigation of the mechanism (c.f. <italic>Introduction</italic>). For doing so, we employed the QM/MM calculations on a snapshot generated from the 500&#xa0;ns of MD simulations to study the mechanistic route of DNA repair (O-demethylation of O6-methylguanine) by hAGT. According to prior studies, Cys145 is first deprotonated by His146 through a water molecule, followed by O-demethylation of O6-methylguanine (O6G) by CysS&#x2c9;; therefore, we used a deprotonated cysteine during the mechanistic elucidation. A proposed mechanism of the de-methylation of m-GUA is shown in <xref ref-type="scheme" rid="sch1">Scheme 1</xref>. As can be seen, the anionic charge developed at the &#x201c;O&#x201d; atom of guanine following O-demethylation by Cys145 seems to be in resonance with the two &#x201c;N&#x201d; atoms, as indicated in the second step of the scheme. Furthermore, Lys165 and Tyr114 are present near the two &#x201c;N&#x201d; atoms that can be protonated to regenerate the repaired guanine; we, therefore, investigated the two protonation pathways for demethylated guanine from both Lys165 and Tyr114.</p>
<fig id="sch1" position="float">
<label>SCHEME 1</label>
<caption>
<p>Plausible mechanistic routes for O6-methylguanine repair by AGT. Here, the Cys145 anion acts as a nucleophile and Lys165 and Tyr114 act as H<sup>&#x2b;</sup> donors.</p>
</caption>
<graphic xlink:href="FMOLB_fmolb-2022-975046_wc_sch1.tif"/>
</fig>
<fig id="sch2" position="float">
<label>SCHEME 2</label>
<caption>
<p>Final mechanism of direct repair of m-GUA by hAGT.</p>
</caption>
<graphic xlink:href="FMOLB_fmolb-2022-975046_wc_sch2.tif"/>
</fig>
<p>To get a reactant cluster (RC), we picked a representative snapshot from the MD trajectories based on the most populated structure and performed QM/MM geometry optimization. In the optimized RC, the methyl carbon of m-GUA was seen to be 3.6&#xa0;&#xc5; distant from the CysS&#x2c9; nucleophile (<xref ref-type="fig" rid="F6">Figure 6A</xref>). To acquire the whole reaction route, we performed relaxed potential energy surface (PES) scanning, and the reaction profile is shown in <xref ref-type="fig" rid="F6">Figure 6B</xref>. In the first step of the reaction, CysS&#x2c9; attacks the methyl carbon to perform the O-demethylation of O6-methylguanine through a transition state (TS) barrier of 16.8&#xa0;kcal/mol (see TS1, <xref ref-type="fig" rid="F6">Figure 6A</xref>), followed by the formation of anionic guanine as intermediate IM.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>
<bold>(A)</bold> QM/MM-optimized geometries along with the key geometric data for RC, TS1, TS2-Y, TS2-K, IM, and PC-Y. The geometry for PC-K can be found in SI. &#x201c;Me-C145&#x201d; represents the methylated Cys145. <bold>(B)</bold> Complete reaction profile diagram. The energy values (reported in kcal/mol) are noted for the optimized structures (B3LYP/def2-SVP) of all the RC, TS, IM, and PC states. All energies are corrected by zero-point energy (ZPE) and Grimme&#x2019;s dispersion (G-D3).</p>
</caption>
<graphic xlink:href="fmolb-09-975046-g006.tif"/>
</fig>
<p>After the formation of anionic guanine, it needs to be protonated to generate the repaired guanine. As discussed earlier, it could be <italic>via</italic> two pathways: either <italic>via</italic> the Lys165 or Tyr114 routes. Therefore, we explored both routes through PES scanning, and the reaction profile for the same is shown in blue and red in <xref ref-type="fig" rid="F6">Figure 6B</xref>. The reaction profile in red depicts the relative transition state barrier for H<sup>&#x2b;</sup> transfer to guanine <italic>via</italic> Lys165 while the profile in blue shows the H<sup>&#x2b;</sup> transfer to guanine <italic>via</italic> Tyr114. As can be seen, the TS barrier for H<sup>&#x2b;</sup> transfer from Lys165 is observed to be 26.8&#xa0;kcal/mol which is quite a high barrier for H<sup>&#x2b;</sup> transfer reactions in enzymatic reactions. On the other hand, the production of the repaired guanine <italic>via</italic> H<sup>&#x2b;</sup> transfer by Tyr114 is very facile and occurs through a low barrier of 4.3&#xa0;kcal/mol. Therefore, the second route is relatively preferable over Lys165 for the protonation of demethylated guanine. Interestingly, we found that as soon as the H<sup>&#x2b;</sup> is transferred from Tyr114 onto guanine, one H<sup>&#x2b;</sup> is retrieved from Lys165 to rejuvenate itself. Furthermore, we found that Ser159 which is close to m-GUA stabilizes the TS and plays a crucial role in the catalysis.</p>
<p>In a nutshell, we can state that this entire DNA repair mechanism (demethylation of O6-methylguanine) consists of three steps (<xref ref-type="scheme" rid="sch2">Scheme 2</xref>): first, Cys145 is deprotonated to function as a nucleophile, then it performs the O-demethylation, and finally, H<sup>&#x2b;</sup> transfer occurs from Tyr114 to form the repaired guanine.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>Conclusion</title>
<p>In the present study, using comprehensive MD simulation of the double-stranded DNA in complex with the hAGT enzyme and hybrid QM/MM calculations, we have studied the mechanism of direct DNA repair by the hAGT enzyme. Our MD simulations show that methylated guanine has several favorable interactions with the protein residues, particularly, Arg135 that provides the driving force for base flipping. Furthermore, the flipped base is thermodynamically stabilized by several polar and charged residues in the active site. The QM/MM study reveals the mechanism of the demethylation by the Cys145 residue, and we show that a complete repair of the guanine can be formed <italic>via</italic> Tyr114 rather than Lys165. In addition, our reaction profile shows irreversible repairing which is in good agreement with the proposed suicidal and irreversible repairing by hAGT enzymes.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s9">Supplementary Material</xref>; further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>KD supervised the project and wrote the manuscript, SG performed the MD simulations and analysis, and SS performed the QM/MM calculations.</p>
</sec>
<ack>
<p>KD acknowledges the Department of Biotechnology, Ministry of Science and Technology, Govt. of India, for Ramalingaswami Re-entry research grant (BT/RLF/Re-entry/10/2017). SG acknowledges Shiv Nadar University for the OUR (opportunity for undergraduate research) scheme and she is thankful to Ms. Shalini Yadav, Dr. Surajit Kalita and Ms. Vandana Kardam for their help and discussions.</p>
</ack>
<sec sec-type="COI-statement" id="s7">
<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="s8">
<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="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/fmolb.2022.975046/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmolb.2022.975046/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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