<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="research-article" dtd-version="2.3" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Endocrinol.</journal-id>
<journal-title>Frontiers in Endocrinology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Endocrinol.</abbrev-journal-title>
<issn pub-type="epub">1664-2392</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fendo.2022.895240</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Endocrinology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Three-Dimensional Modeling of Thyroid Hormone Metabolites Binding to the Cancer-Relevant &#x3b1;v&#x3b2;3 Integrin: <italic>In-Silico</italic> Based Study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Tobi</surname><given-names>Dror</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="author-notes" rid="fn001"><sup>*</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1650920"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Krashin</surname><given-names>Eilon</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Davis</surname><given-names>Paul J.</given-names>
</name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/37704"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cody</surname><given-names>Vivian</given-names>
</name>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1762113"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ellis</surname><given-names>Martin</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
<xref ref-type="aff" rid="aff9"><sup>9</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ashur-Fabian</surname><given-names>Osnat</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>*</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/137739"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Molecular Biology, Ariel University</institution>, <addr-line>Ariel</addr-line>, <country>Israel</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Computer Sciences, Ariel University</institution>, <addr-line>Ariel</addr-line>, <country>Israel</country></aff>
<aff id="aff3"><sup>3</sup><institution>Translational Oncology Laboratory, Meir Medical Center</institution>, <addr-line>Kfar-Saba</addr-line>, <country>Israel</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Human Molecular Genetics and Biochemistry, Sackler School of Medicine, Tel Aviv University</institution>, <addr-line>Tel Aviv</addr-line>, <country>Israel</country></aff>
<aff id="aff5"><sup>5</sup><institution>Department of Medicine, Albany Medical College</institution>, <addr-line>Albany, NY</addr-line>, <country>United States</country></aff>
<aff id="aff6"><sup>6</sup><institution>Pharmaceutical Research Institute, Albany College of Pharmacy and Health Sciences</institution>, <addr-line>Albany, NY</addr-line>, <country>United States</country></aff>
<aff id="aff7"><sup>7</sup><institution>Hauptman-Woodward Medical Research Institute &amp; Department of Structural Biology, SUNY, University at Buffalo</institution>, <addr-line>Buffalo, NY</addr-line>, <country>United States</country></aff>
<aff id="aff8"><sup>8</sup><institution>Hematology Institute and Blood Bank, Meir Medical Center</institution>, <addr-line>Kfar-Saba</addr-line>, <country>Israel</country></aff>
<aff id="aff9"><sup>9</sup><institution>Sackler School of Medicine, Tel Aviv University</institution>, <addr-line>Tel Aviv</addr-line>, <country>Israel</country></aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Sheue-yann Cheng, National Cancer Institute (NIH), United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Mihaly Mezei, Icahn School of Medicine at Mount Sinai, United States; Monica Dentice, University of Naples Federico II, Italy</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Osnat Ashur-Fabian, <email xlink:href="mailto:osnataf@gmail.com">osnataf@gmail.com</email>; Dror Tobi, <email xlink:href="mailto:drorto@ariel.ac.il">drorto@ariel.ac.il</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Cancer Endocrinology, a section of the journal Frontiers in Endocrinology</p>
</fn>
<fn fn-type="deceased" id="fn003">
<p>&#x2020;Deceased</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>05</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>895240</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>03</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>04</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Tobi, Krashin, Davis, Cody, Ellis and Ashur-Fabian</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Tobi, Krashin, Davis, Cody, Ellis and Ashur-Fabian</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>
<sec>
<title>Background</title>
<p>Thyroid hormones (TH), T4 and T3, mediate pro-mitogenic effects in cancer cells through binding the membrane receptor &#x3b1;v&#x3b2;3 integrin. The deaminated analogue tetrac effectively blocks TH binding to this receptor and prevents their action. While computational data on TH binding to the &#x3b1;v&#x3b2;3 integrin was published, a comprehensive analysis of additional TH metabolites is lacking.</p>
</sec>
<sec>
<title>Methods</title>
<p><italic>In-silico</italic> docking of 26 TH metabolites, including the biologically active thyroid hormones (T3 and T4) and an array of sulfated, deiodinated, deaminated or decarboxylated metabolites, to the &#x3b1;v&#x3b2;3 receptor binding pocket was performed using DOCK6, based on the three-dimensional representation of the crystallographic structure of the integrin. As the TH binding site upon the integrin is at close proximity to the well-defined RGD binding site, linear and cyclic RGD were included as a reference. Binding energy was calculated for each receptor-ligand complex using Grid score and Amber score with distance movable region protocol.</p>
</sec>
<sec>
<title>Results</title>
<p>All TH molecules demonstrated negative free energy, suggesting affinity to the &#x3b1;v&#x3b2;3 integrin. Notably, based on both Grid and Amber scores sulfated forms of 3,3&#x2019; T2 (3,3&#x2019; T2S) and T4 (T4S) demonstrated the highest binding affinity to the integrin, compared to both cyclic RGD and an array of examined TH metabolites. The major thyroid hormones, T3 and T4, showed high affinity to the integrin, which was superior to that of linear RGD. For all hormone metabolites, decarboxylation led to decreased affinity. This corresponds with the observation that the carboxylic group mediates binding to the integrin pocket <italic>via</italic> divalent cations at the metal-ion-dependent adhesion (MIDAS) motif site. A similar reduced affinity was documented for deaminated forms of T3 (triac) and T4 (tetrac). Lastly, the reverse forms of T3, T3S, and T3AM showed higher Amber scores relative to their native form, indicating that iodination at position 5 is associated with increased binding affinity compared to position 5&#x2019;.</p>
</sec>
<sec>
<title>Summary</title>
<p>Three-dimensional docking of various TH metabolites uncovered a structural basis for a differential computational free energy to the &#x3b1;v&#x3b2;3 integrin. These findings may suggest that naturally occurring endogenous TH metabolites may impact integrin-mediate intracellular pathways in physiology and cancer.</p>
</sec>
</abstract>
<kwd-group>
<kwd>thyroid hormones</kwd>
<kwd>binding energy</kwd>
<kwd>integrin</kwd>
<kwd>affinity</kwd>
<kwd><italic>in-silico</italic> docking</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="50"/>
<page-count count="9"/>
<word-count count="4653"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Thyroid hormones (THs) are essential for the normal development of tissues, as well as for the regulation of cellular metabolism, cell structure and membrane transport (<xref ref-type="bibr" rid="B1">1</xref>). Biosynthesis of THs requires several coordinated steps. The prohormone 3,5,3&#x2019;,5&#x2019; -tetraiodothyronine (T4) is synthesized on thyroglobulin (Tg) in thyroid follicles (<xref ref-type="bibr" rid="B2">2</xref>). Iodination of tyrosyl residues and phenolic coupling of the iodotyrosyl residues on Tg by thyroid peroxidase (TPO) forms T4, followed by its proteolytic liberation (<xref ref-type="bibr" rid="B3">3</xref>). After delivery to target tissues, T4 undergo deiodination by iodothyronine deiodinases (DIO1, DIO2, and DIO3) to a variety of active and inactive metabolites (<xref ref-type="bibr" rid="B4">4</xref>). The removal of one iodine atom from the phenolic (outer) ring of T4 produces the biologically active hormone 3,5,3&#x2019;-triodothyronine (T3), whereas removal of an iodine atom from the tyrosyl (inner) ring leads to the formation of a biologically inactive metabolite, 3,3&#x2019;,5&#x2019;-triodothyronine also known as reverse T3 (rT3). DIO1 converts T3 into 3,5 diiodothyronine (3,5 T2), while DIO1/DIO3 converts T3 into 3,3&#x2019; T2. DIO1 and DIO2 also produce 3,3&#x2019;- T2 by deiodination of the phenolic ring of rT3. Both 3,5 T2 and 3,3&#x2019; T2 display thyromimetic activity (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>). A series of further deiodinations produces 3&#x2019;-T1 and T0. THs undergo additional metabolic modifications. The conjugation of the phenolic hydroxy group (4&#x2019;-OH) of T3 and T4 with sulfate and glucuronic acid yields the corresponding sulfated and glucoronidated hormones (<xref ref-type="bibr" rid="B7">7</xref>), serving as inactivating pathways of TH action and enhancing their excretion (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B9">9</xref>). T4 and T3 may further undergo oxidative deamination by transaminase and l-amino acid oxidase to produce their corresponding iodothyroacetic acids, tetrac and triac. Another potential modification, is the removal of the carboxyl group of thyroid hormones (decarboxylation) producing iodothyronamines (TAMs). TAMs may further undergo oxidative deamination by monoamine oxidase to produce the iodothyroacetic acids metabolites. Ether link cleavage by horseradish peroxidase, myeloperoxidase and TPO catalyzes the conversion of T4 into 3,5-diiodotyrosine (DIT) (<xref ref-type="bibr" rid="B10">10</xref>&#x2013;<xref ref-type="bibr" rid="B12">12</xref>). The iodine atom from TAMs, iodothyroacetic acids and sulfated THs can be recycled through deiodination (<xref ref-type="bibr" rid="B13">13</xref>). TH deiodination and the various metabolic alterations were reviewed and illustrated (<xref ref-type="bibr" rid="B14">14</xref>).</p>
<p>TH effects depend on the transcriptional modulation of specific genes, which is mediated <italic>via</italic> nuclear uptake of the biologically active hormone T3, the formation of complexes between T3 and nuclear thyroid hormone receptor (TR) proteins, and the subsequent occupancy of regulatory complexes at thyroid hormone response elements on hormone-responsive genes (<xref ref-type="bibr" rid="B15">15</xref>&#x2013;<xref ref-type="bibr" rid="B17">17</xref>). However, data presented in recent decades support the existence of a number of nongenomic mechanisms of action for the hormone (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>). In 2005, a cell surface receptor for thyroid hormone has been identified on the extracellular domain of the <italic>&#x3b1;</italic>v<italic>&#x3b2;</italic>3 integrin (<xref ref-type="bibr" rid="B20">20</xref>). Integrins are a family of 24 structural proteins found in plasma membranes and are essential regulators of cell&#x2013;cell and cell&#x2013;extracellular matrix (ECM) protein interactions (<xref ref-type="bibr" rid="B21">21</xref>). Integrin &#x3b1;v&#x3b2;3 is one of eight integrins with an Arg&#x2013;Gly&#x2013;Asp (RGD) recognition site that binds ECM proteins containing this sequence, such as vitronectin, fibronectin and osteopontin (<xref ref-type="bibr" rid="B21">21</xref>). The X-ray structure of <italic>&#x3b1;</italic>v<italic>&#x3b2;</italic>3 has been determined in the presence of Mn<sup>2+</sup> as a complex with a cyclic RGD peptide (<xref ref-type="bibr" rid="B22">22</xref>). Structural data have revealed that the extracellular segment of integrin <italic>&#x3b1;</italic>v<italic>&#x3b2;</italic>3 is V shaped with the 4-domain <italic>&#x3b1;</italic>v subunit and the 8-domain <italic>&#x3b2;</italic>3 subunit bent by 135<italic>&#x25e6;</italic> (<xref ref-type="bibr" rid="B22">22</xref>&#x2013;<xref ref-type="bibr" rid="B24">24</xref>). The RGD peptide occupies a shallow crevice between the propeller and <italic>&#x3b2;</italic>A domains in the integrin head. A common structural motif observed for integrins is the presence of a metal binding site, termed metal ion-dependent adhesion site (MIDAS) in the integrin <italic>&#x3b1;</italic> subunit I domain, which binds the divalent cations Mg<sup>2+</sup>/Mn<sup>2+</sup> and Ca<sup>2+</sup>. This site is essential not only for the formation of the integrin heterodimer but also for bridging ligand binding to the integrin. Generally, ligand binding is stimulated by Mg<sup>2+</sup> or Mn<sup>2+</sup> and inhibited by Ca<sup>2+</sup> (<xref ref-type="bibr" rid="B25">25</xref>&#x2013;<xref ref-type="bibr" rid="B27">27</xref>).</p>
<p>Subjected to crystallographic modeling (<xref ref-type="bibr" rid="B28">28</xref>) and mathematical modelling of the kinetics of thyroid hormone-binding (<xref ref-type="bibr" rid="B29">29</xref>) to the extracellular fragment of <italic>&#x3b1;</italic>v<italic>&#x3b2;</italic>3 integrin, the thyroid hormone receptor on integrin &#x3b1;v&#x3b2;3 has been shown to consist of two binding domains. The S1 domain exclusively recognizes T3 and activates PI3K <italic>via</italic> Src kinase. The S2 domain regulates MAPK1 and MAPK2 and binds both T4 and T3. The S2 domain has a higher affinity for T4 than the S1 or S2 sites have for T3. A trophic effect of T4 mediated through the membrane integrin &#x3b1;v&#x3b2;3 has been shown experimentally <italic>in vitro</italic> and <italic>in vivo</italic> in cancer cells, leading to induction of proliferation (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B30">30</xref>&#x2013;<xref ref-type="bibr" rid="B34">34</xref>) and inhibition of apoptosis (<xref ref-type="bibr" rid="B32">32</xref>). Tetrac, the deaminated analogue of T4, blocks thyroid hormone-binding at the integrin and inhibits the ability of thyroid hormone analogues to activate MAPK (<xref ref-type="bibr" rid="B20">20</xref>). Competition data revealed that RGD peptides also block hormone binding by integrin, suggesting that the hormone-binding site is near the RGD recognition site on <italic>&#x3b1;</italic>v<italic>&#x3b2;</italic>3 (<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B35">35</xref>).</p>
<p>In recent decades, advances in computational methodologies have enabled virtual docking of small molecules to target sites. Using these methods, ligand conformation that best matches the receptor structure is identified, followed by evaluation of energy of binding (<xref ref-type="bibr" rid="B36">36</xref>). The calculated free energy serves as a quantitative predictor of ligand binding affinity (<xref ref-type="bibr" rid="B37">37</xref>). In this work, using <italic>in-silico</italic> docking to the <italic>&#x3b1;</italic>v<italic>&#x3b2;</italic>3 integrin receptor, binding affinity was assessed for 26 thyroid hormones and their metabolites.</p>
</sec>
<sec id="s2">
<title>Methods</title>    <p>A library of 26 thyroid hormones and their metabolites were defined (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure S1</bold></xref>). These include all active forms of thyroid hormones as well as deiodinated, sulfated, decarboxylated and deaminated metabolites. Three dimensional representations of ligands at physiologic pH were retrieved from the ZINC15 compound database (<xref ref-type="bibr" rid="B38">38</xref>), except for reverse T3 sulfate which was retrieved from Pubchem (<ext-link ext-link-type="uri" xlink:href="https://pubchem.ncbi.nlm.nih.gov/compound/133192">https://pubchem.ncbi.nlm.nih.gov/compound/133192#section=3D-Conformer</ext-link>). Linear RGD and cyclic RGD (cRGD) were used as a reference. <italic>In-silico</italic> docking of molecules to the &#x3b1;v&#x3b2;3 receptor RGD binding pocket was performed, based on the three dimensional crystal structure of the integrin (PDB code1L5G) (<xref ref-type="bibr" rid="B23">23</xref>). Briefly, orientations of the ligand relative to a receptor binding cavity were searched using a negative surface image of the target. The image was generated by filling the solvent accessible receptor surface with overlapping spheres and selecting a subset of the spheres to represent the binding site (<xref ref-type="bibr" rid="B39">39</xref>). Ligand atoms and spheres were geometrically matched to sample rigid-body orientational space (<xref ref-type="bibr" rid="B40">40</xref>), and conformational space of the ligand were sampled in the presence of the receptor binding site <italic>via</italic> the anchor-and-grow incremental construction approach (<xref ref-type="bibr" rid="B41">41</xref>) and a grid based score (Grid score) is calculated for each docked molecule (kcal/mol). Next, a more elaborate free energy rescoring step was carried out for each receptor-ligand complex using Amber score. This technique uses the generalized Born/surface area (GB/SA) continuum model for solvation free energy (kcal/mol). Therefore, it provides good estimation of the free energy of the molecules to the receptor with the limitation that configurational entropy effects are ignored. The Amber score is calculated as EComplex &#x2212; (EReceptor + ELigand), where EComplex, EReceptor, and ELigand are molecular mechanics energies combined with the generalized Born and surface area continuum solvation energies (MM-GB/SA) as approximated by the Amber force field (<xref ref-type="bibr" rid="B42">42</xref>). The ligand and residues within 4&#xc5; from the ligand were defined as fully flexible within the ligand-receptor complex, allowing small structural rearrangements to reproduce the so-called &#x201c;induced fit&#x201d; (<xref ref-type="bibr" rid="B43">43</xref>) while performing the scoring. Docking and scoring was performed using UCSF DOCK6 software (<xref ref-type="bibr" rid="B44">44</xref>). Amber score with distance movable protocol and the following parameters were used: amber_score_before_md_minimization_cycles 200, amber_score_md_steps 6000 amber_score_after_md_minimization_cycles 200 doubling the parameters recommended by Brozell et&#xa0;al. to ensure sufficient calculation time (<xref ref-type="bibr" rid="B45">45</xref>). Magnesium (Mg<sup>2+</sup>) atoms were used for MIDAS sites, as its force field parameters are included in DOCK6 package. Protonation state of histidine and other titratable residues was determined using PDB2PQR and if needed amino acids contacting the Mg<sup>2</sup>+ were set to their acidic state manually (<xref ref-type="bibr" rid="B46">46</xref>). Docked structure was prepared and results were inspected using UCSF Chimera, a visualization system for exploratory research and analysis (<xref ref-type="bibr" rid="B47">47</xref>).</p>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<p>The crystal structure of extracellular segment of the integrin &#x3b1;v&#x3b2;3, in complex with cyclic pentapeptide ligand Arg-Gly-Asp-[D-Phe]-[<italic>N-methyl</italic>-Val-] that mimics the natural Arg-Gly-Asp ligand, was used for the docking calculations. Evaluation of the docking procedure was carried out by docking the cyclic pentapeptide ligand to its binding site in the integrin. <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref> presents the crystallographic structure of the Arg-Gly-Asp ligand (carbon atoms colored gold) in the integrin &#x3b1;v&#x3b2;3 binding site vs. the docked structure (carbon atoms colored cyan). The Arg and Asp ligand side chains are marked with orange arrowhead. The carboxyl groups of crystallographic and docked structure are almost overlapping and interact with the Mg<sup>2+</sup> atoms (green sphere). Both arginine side chains of the crystallographic and docked structure contact Asp218 and their nitrogen atoms are 3.6&#xc5; apart. The calculated docking Grid score is -81.85 and the rescoring step with Amber force field resulted in Amber score of -58.30. The negative scores indicate good affinity of the RGD ligand to the integrin binding site. In comparison the cyclic RGD, the linear RGD molecule displays a significantly lower amber score (-33.82). The overall good overlap between the crystallographic and docked structure and the accepted scores indicate the ability of the DOCK6 package and the parameters we used to correctly dock and score ligand to the integrin binding site.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Docking of the cyclic pentapeptide ligand Arg-Gly-Asp-[D-Phe]-[N-methyl-Val-] to integrin &#x3b1;V&#x3b2;3. Integrin&#x2019;s binding site backbone (ribbons) and side chains (sticks) are colored gray with oxygen atoms in red and nitrogen in blue. The crystallography and docked structures of the cyclic peptide Arg-Gly-Asp-[D-Phe]-[<italic>N-methyl</italic>-Val-] are shown using stick representations with carbon atoms colored gold and cyan, respectively. Oxygen, nitrogen, and hydrogen atoms are colored red, blue and white, respectively. Mg<sup>2+</sup> atoms are shown as green spheres. Ligand side chains Arg and Asp are marked with orange arrowhead.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-13-895240-g001.tif"/>
</fig>
<p>We next performed docking to a library of 26 thyroid hormones and their metabolites and two RGD ligands (cyclic and linear peptides). The free energies for the molecules in our model are summarized in <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>. The best four scoring molecules (lowest Amber score) are depicted in <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2A</bold></xref>, and the worst four scoring molecules (highest Amber score) are depicted in <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2B</bold></xref>. The prohormone T4 and the biologically active hormone T3, are among top scoring compounds, substantiating previously published work which positioned both molecules as key &#x3b1;v&#x3b2;3 integrin ligands (<xref ref-type="bibr" rid="B17">17</xref>). Notably, all the best four ranking molecules have a carboxyl group attached to the inner ring <italic>via</italic> two-carbon linker, while all the worst four ranking molecules are missing this group. The docked structure of sulfated T4 (T4S) with an amber score of -69.37 and decarboxylated T4 (T4AM) with an amber score of -21.19, are presented in <xref ref-type="fig" rid="f3"><bold>Figures&#xa0;3A, B</bold></xref>, respectively. T4S interacts with one Mg<sub>2+</sub> atom of the MIDAS sites through the carboxylic group and with another Mg<sup>2+</sup> atom through the sulfate group, while T4AM does not closely interact with any of the Mg<sup>2+</sup> atoms. This results in a reverse binding orientation of the two molecules. The docked structures of the best four scoring molecules are depicted in <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3C</bold></xref> using wire representation, while the negatively charged oxygens of the carboxylic and sulfate groups are presented as red spheres. These negatively charges oxygens form electrostatic interactions with the Mg<sup>2+</sup> atoms at the MIDAS site (green spheres). Thus, our model demonstrates the central role of metal ions as essential to thyroid hormones binding. Support that the negatively charged sulfates increase binding affinity to the integrin is provided by the higher amber score for sulfated T4 (T4S) and 3,3&#x2019;T2 (3,3&#x2019;T2S) in comparison to the non-sulfated hormones (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>). However, an exception was observed for T3S, in which amber score was higher compared to the non-sulfated metabolite, with the carboxylic group flipped away from the MIDAS site. Docking for T4 and T3 compared to their sulfated forms is depicted in <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Grid Amber score for thyroid hormone metabolites.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Molecule</th>
<th valign="top" align="center">Grid_Score kcal/mol</th>
<th valign="top" align="center">Amber_Score kcal/mol</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">ZINC000031706818 (3,3&#x2019; T2S, sulfated)<sup>1</sup>
</td>
<td valign="top" align="center">-68.63</td>
<td valign="top" align="center">-76.90</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000096077628 (T4S, sulfated)</td>
<td valign="top" align="center">-76.41</td>
<td valign="top" align="center">-69.37</td>
</tr>
<tr>
<td valign="top" align="left">RGDc<sup>2</sup>
</td>
<td valign="top" align="center">-81.85</td>
<td valign="top" align="center">-58.30</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000003830999 (3,3&#x2019;, 5 T3, triiodothyronine)</td>
<td valign="top" align="center">-53.40</td>
<td valign="top" align="center">-51.72</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000003830993 (T4, thyroxine)</td>
<td valign="top" align="center">-51.76</td>
<td valign="top" align="center">-42.96</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000004097417 (reverse T3)</td>
<td valign="top" align="center">-53.19</td>
<td valign="top" align="center">-42.84</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000085552312 (T3S, sulfated)</td>
<td valign="top" align="center">-65.81</td>
<td valign="top" align="center">-42.20</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000013681007 (3T1AM, decarboxylated)</td>
<td valign="top" align="center">-40.60</td>
<td valign="top" align="center">-41.22</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000085627494 (3&#x2019;,5&#x2019; T2)</td>
<td valign="top" align="center">-59.25</td>
<td valign="top" align="center">-40.80</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000016051523 (3,3&#x2019; T2)</td>
<td valign="top" align="center">-52.95</td>
<td valign="top" align="center">-40.33</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000013681015 (3&#x2019;,5&#x2019; T2AM, decarboxylated)</td>
<td valign="top" align="center">-42.16</td>
<td valign="top" align="center">-37.02</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000006092925 (3&#x2019;-T1)</td>
<td valign="top" align="center">-51.31</td>
<td valign="top" align="center">-35.13</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000002387178 (3-T1)</td>
<td valign="top" align="center">-45.79</td>
<td valign="top" align="center">-35.01</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000003922521 (RGD)<sup>3</sup>
</td>
<td valign="top" align="center">-89.10</td>
<td valign="top" align="center">-33.82</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000008681598 (tetrac, deaminated)</td>
<td valign="top" align="center">-63.63</td>
<td valign="top" align="center">-29.13</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000004258247 (3,5 T2)</td>
<td valign="top" align="center">-46.02</td>
<td valign="top" align="center">-28.90</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000000001575 (MIT - 3 iodotyrosine)</td>
<td valign="top" align="center">-45.15</td>
<td valign="top" align="center">-28.58</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000003861723 (DIT - 3,5 Diiodothyrosine)</td>
<td valign="top" align="center">-54.26</td>
<td valign="top" align="center">-25.85</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000028569157 (T3AM, decarboxylated)</td>
<td valign="top" align="center">-43.49</td>
<td valign="top" align="center">-25.64</td>
</tr>
<tr>
<td valign="top" align="left">reverse T3S (reverse T3, sulfated)</td>
<td valign="top" align="center">-67.65</td>
<td valign="top" align="center">-24.77</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000000403598 (T0 - thyronine)</td>
<td valign="top" align="center">-46.88</td>
<td valign="top" align="center">-24.42</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000004217580 (triac, deaminated)</td>
<td valign="top" align="center">-61.18</td>
<td valign="top" align="center">-24.15</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000013681013 (3,3&#x2019;-T2AM, decarboxylated)</td>
<td valign="top" align="center">-45.96</td>
<td valign="top" align="center">-23.61</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000013681010 (3,5 T2AM, decarboxylated)</td>
<td valign="top" align="center">-41.32</td>
<td valign="top" align="center">-23.17</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000013681005 (T0AM, decarboxylated)</td>
<td valign="top" align="center">-39.78</td>
<td valign="top" align="center">-22.47</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000028567742 (reverse T3AM, decarboxylated)</td>
<td valign="top" align="center">-44.74</td>
<td valign="top" align="center">-22.23</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000013681017 (3&#x2019;-T1AM, decarboxylated)</td>
<td valign="top" align="center">-43.50</td>
<td valign="top" align="center">-22.21</td>
</tr>
<tr>
<td valign="top" align="left">ZINC000095606811 (T4AM &#x2013; decarboxylated)</td>
<td valign="top" align="center">-44.02</td>
<td valign="top" align="center">-21.19</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p><sup>1</sup>ZINC database ID and common name in parentheses are given for each molecule whenever possible.</p>
</fn>
<fn>
<p><sup>2</sup>cyclic pentapeptide Arg-Gly-Asp-{D-Phe}-{N-methyl-Val-}s.</p>
</fn>
<fn>
<p><sup>3</sup>linear Arg-Gly-Asp peptide.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Two-dimensional structure of molecules having the best and worst Amber score. <bold>(A)</bold> The four molecules showing the best (lowest) Amber score. <bold>(B)</bold> The four molecules showing the worst (highest) Amber score.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-13-895240-g002.tif"/>
</fig>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Docking structures of high and low scoring molecules in the integrin &#x3b1;v&#x3b2;3 RGD binding site. Integrin&#x2019;s binding site backbone (ribbons) and side chains (sticks) are colored gray with oxygen atoms in red and nitrogen in blue. <bold>(A)</bold> Stick representation of T4S (ZINC000096077628) docked pose in the RGD binding site. T4S form electrostatic interaction with one Mg<sup>2+</sup> atom of the MIDAS sites through the carboxylic group and with another Mg<sup>2+</sup> atom through the sulfate group. <bold>(B)</bold> T4AM (decarboxylated thyroxine, ZINC000095606811) docked pose does not form electrostatic interactions with Mg<sup>2+</sup> atoms. <bold>(C)</bold> Docked poses of the four molecules showing the lowest Amber score. The molecules are depicted using wire representation and the negatively charged oxygens of the carboxylic and sulfate groups are presented as red spheres. The Mg<sup>2+</sup> atom is shown as green sphere and docked structures are colored as follows: 3,3&#x2019; T2S carbon (cyan), T4S carbon (orchid), T3 carbon (green), thyroxine (orange), nitrogen (blue), oxygen (red), hydrogen (white), iodine (purple), and sulfur (yellow). For clarity the oxygen atoms are presents as smaller spheres compared to the Mg<sup>2+</sup> atoms although their actual atomic radius is larger.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-13-895240-g003.tif"/>
</fig>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Docking structures of T4, T3 to the integrin &#x3b1;v&#x3b2;3 binding site in comparison to their sulfated forms. Integrin&#x2019;s binding site backbone (ribbons) and side chains (sticks) are colored gray with oxygen atoms in red and nitrogen in blue. Comparison between the docked structure of T3 (ZINC000003830999), T4 (ZINC000003830993), sulfated T3 (ZINC000031706818) and sulfated T4 (ZINC000096077628) in the &#x3b1;v&#x3b2;3 binding site. The molecules are depicted using stick representation. The Mg<sup>2+</sup> atom is shown as green sphere and docked structures are colored as follows: carbon (cyan), nitrogen (blue), oxygen (red), hydrogen (white), iodine (purple), and sulfur (yellow).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-13-895240-g004.tif"/>
</fig>
<p>We further observed that thyroid hormones have increased affinity compared to their reverse form. Reverse T3 (rT3) is the metabolically inactive form of T3. In our calculation we show that the Amber score of T3 is -51.72 while that of reverse T3 is -42.84. Thus, reverse T3 has a smaller affinity to integrin &#x3b1;v&#x3b2;3 binding site compared with that of T3. The docking poses of T3 (cyan) and reverse T3 (pink) are presented in <xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5A</bold></xref>, demonstrating different binding conformations. Despite the different poses, there is a steric clash between the T3 and reverse T3 docked structures. Thus, a competitive binding of the two hormones to the integrin &#x3b1;v&#x3b2;3 binding site is postulated. Similarly, the Amber score of T3S is -42.20 and that of reverse T3S is -24.77 and the Amber score of T3AM is -25.64 and that of reverse T3AM -22.23. That is, in general iodination in positions 3,5, and 3&#x2019; increase the affinity of the hormone compared to iodination at positions 3, 3&#x2019;, and 5&#x2019;. <xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5B</bold></xref> shows the docked structures of T3 (cyan), T3S (pink), and T3AM (green). These three molecules have different binding poses to the integrin &#x3b1;v&#x3b2;3 site, making the hypothesis that iodination in positions 3,5, and 3&#x2019; results in a better fit of these molecules to the binding site less likely. Another possible explanation is that iodination in positions 3,5, and 3&#x2019;results in improved intrinsic binding ability. Space filling model of T3 and reverse T3 are presented in <xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5C</bold></xref>. The two iodine atoms in positions 3 and 5 of T3 on the inner ring tether the outer ring and restrict its rotation ability, along the single bonds connecting the two rings, as their size is comparable to the size of the ring itself. While the two iodine atoms in position 3&#x2019; and 5&#x2019; of the outer ring do not restrict its rotation ability along the single bonds connecting the two rings. Thus, iodine atoms at positions 3 and 5 rigidify the hormones. If this rigidification locks the molecules in their bound conformation it can increase their affinity to the receptor.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>T3 and reverse T3 docked structures. Integrin&#x2019;s binding site backbone (ribbons) and side chains (sticks) are colored gray with oxygen atoms in red and nitrogen in blue. <bold>(A)</bold> The docked structure of T3 (ZINC000003830999) and reverse T3 (ZINC000004097417) in the &#x3b1;v&#x3b2;3 binding site. Atom coloring scheme is as follows: T3 carbon (cyan), reverse T3 carbon (pink), iodine (purple), oxygen (red), nitrogen (blue), and hydrogen (white). <bold>(B)</bold> Docked structures of T3, T3S (pink), and T3AM (green). Carbon colors are: T3 (cyan), T3S (pink), and T3AM (green). <bold>(C)</bold> Space filling model of T3 and reverse T3.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-13-895240-g005.tif"/>
</fig>
<p>Lastly, the deaminated forms of T3 (triac) and T4 (tetrac) display higher amber scores compared to the native hormones (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>). In details, while T3 and T4 have amber scores of -51.72 and -42.96, respectively, the calculated score of triac and tetrac was -24.15 and -29.13, respectively. This suggests a role for the amine group in the interaction with the integrin receptor. <xref ref-type="fig" rid="f6"><bold>Figures&#xa0;6A, B</bold></xref> show in close up the anime and carboxyl groups of T4 and T3, respectively. The carboxylic group of T4 contact Mg<sup>2+</sup> atom while the amine group form hydrogen bond with the backbone carbonyl of N215. Similarly, the carboxyl group of T3 contact another Mg<sup>2+</sup> atom while the amine group form electrostatic interaction with N313. Thus, the two groups contribute to the binding affinity of T4 and T3.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Close up of the amine and carboxylic groups of T3 and T4 docked structures. Integrin&#x2019;s binding site backbone (ribbons) and side chains (sticks) are colored gray with oxygen atoms in red and nitrogen in blue. <bold>(A)</bold> T4 amine group forms hydrogen bond with N215 backbone carbonyl while the carboxyl group form electrostatic interaction with Mg<sup>2+</sup> atom. <bold>(B)</bold> Similarly, T3 amine group form electrostatic interaction with N313 and the carboxyl group with Mg<sup>2+</sup>. Docked structures are colored as follows: carbon (cyan), nitrogen (blue) oxygen (red), hydrogen (white), and iodine (purple).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-13-895240-g006.tif"/>
</fig>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>For many years thyroid hormones were considered to act <italic>via</italic> genomic actions, initiated by direct binding of the biologically active hormone T3 to its nuclear thyroid receptors (<xref ref-type="bibr" rid="B15">15</xref>). For these activities, T4 has significant lower affinities and is considered merely a prohormone. This dogma was challenged once a discrete binding site for both T3 and T4 was discovered upon a membrane receptor with multiple roles in physiology and malignancies, namely the &#x3b1;v&#x3b2;3 integrin (<xref ref-type="bibr" rid="B17">17</xref>). This discovery was the first to demonstrate that small molecules can serve as ligands for this integrin. Since then, ample preclinical data in cell lines and animal models confirmed an array of functional consequences for this novel non-genomic signaling pathway (<xref ref-type="bibr" rid="B48">48</xref>). This highlights the importance of developing drugs targeting the hormone binding site upon the integrin.</p>
<p>Direct attachment of both T3 and T4 was validated not only by binding experiments with purified &#x3b1;v&#x3b2;3 protein (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B49">49</xref>), but also by computational modeling. In this current study the binding conformations of the various hormone metabolites relative to the RGD binding pocket, revealed that T3 and its decarboxylated (T3AM) and sulfated (T3S) forms bind at close proximity to the RGD pocket. The results for T3 are supported by experimental work indicating that RGD hinders T3 binding to its exclusive S1 site upon the &#x3b1;v&#x3b2;3 integrin (<xref ref-type="bibr" rid="B49">49</xref>). In contrast, T4 and rT3, which similarly affects cancer proliferation <italic>via</italic> the integrin (<xref ref-type="bibr" rid="B50">50</xref>), are located at a different binding pocket which is farther from the RGD site. Notably, decarboxylated T4 (T4AM) binding also overlaps with a site close to the RGD pocket, while its sulfated form (T4S) intersects with both the RGD and T4 sites. Combined with their low calculated free energy and expected lack of activity (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B9">9</xref>), this suggests that the sulfated forms of T4 and T3 may act as novel potential blockers for the RGD and hormone integrin sites. Cody at al. mapped binding of T4 and its deaminated form, tetrac, to the RGD site in the integrin pocket (<xref ref-type="bibr" rid="B35">35</xref>). This preliminary modeling study also indicated that due to the smaller overall length of the thyroid hormone compared with the RGD peptide, the hormone can occupy the RGD binding site, mostly by interacting with the &#x3b2;A domain in the extracellular domain of the integrin, and not <italic>via</italic> the Arg recognition site in the &#x3b1;v propeller domain. A later study further combined quantum mechanical-molecular mechanical (QM/MM) molecular dynamics simulations and characterized the intermolecular interactions for T3, T4, tetrac and a series of hormone analogues (<xref ref-type="bibr" rid="B27">27</xref>). These data revealed that T3, T4 and tetrac may occupy two alternate sites in the integrin RGD binding pocket. In one orientation of the T4, the 4&#x2019;-hydroxyphenyl ring occupies a binding pocket deeper within the crevice between the &#x3b1;v&#x3b2;3 domains, while in the other binding mode, the phenolic ring occupies the interface between the integrin &#x3b1;v&#x3b2;3 domains. For T3 the tyrosyl moiety may lay along the Arg side chain of the cyclic RGD peptide, or places the 4&#x2019;-phenolic ring in a different binding pocket than observed for T4. The results for tetrac reveal one orientation which aligns similar to T3 along the side chain of Arg in the RGD peptide binding site, while in the other binding mode tetrac&#x2019;s phenolic ring binds deeper within the RGD binding pocket, similar to that of T4.</p>
<p>The biological thyroid hormones, T3 and T4, were among the molecules with the lowest calculated interaction energy with &#x3b1;v&#x3b2;3. This, together with the observation that the majority of T3 and T4 catabolized metabolites display significantly reduced binding affinity to the integrin, substantiates that the major integrin ligands are the native thyroid hormones. Based on the calculated free energy, T3 has higher affinity to the integrin compared to T4. These results are in accord with Freindorf et&#xa0;al., who suggested that an additional iodine atom in T4 may affect its interaction with the protein (<xref ref-type="bibr" rid="B27">27</xref>). However, as the prohormone T4 is produced at significantly higher physiological concentrations compared to T3 (<xref ref-type="bibr" rid="B13">13</xref>), it is positioned as the major endogenous ligand for the &#x3b1;v&#x3b2;3 integrin. This was confirmed by binding assays using physiological and supra physiological concentrations of both hormones (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B49">49</xref>).</p>
<p>The best ranking molecules in our model are carboxylated, while the worst ranking molecules lack this group. This result may be explained by the interaction of the carboxylic group with the Mg<sup>2+</sup> atom in the integrin MIDAS site, which is absent in the decarboxylated compounds. Moreover, the top binding compounds were sulfated forms of 3,3&#x2019; T2 (T2S) and T4 (T4S). <italic>In silico</italic> docking for these best scoring compounds demonstrated that the negatively charged oxygen of the sulfate group interacts with another Mg<sup>2+</sup> atom of the MIDAS sites. This may also explain the reverse orientation between sulfated T4 (T4S) and decarboxylated T4 (T4AM), as well as that of sulfated T3 in comparison to the non-sulfated form. The addition of sulfate at position 4&#x2019; enable the molecule to bind <italic>via</italic> its negatively charge sulfate and carboxylic groups with the Mg<sup>2+</sup> atoms. Removal of these two negative groups at T4AM results in a change of orientation that moves the positively charged amine group away from the Mg<sup>2+</sup> atoms and bring it close to Asp218 and Asp219 to contacts these negatively charges amino acids. Collectively, our results provide support that the metal ions in the &#x3b1;v&#x3b2;3 integrin domain are essential to thyroid hormone binding. This is in accordance with the well-defined characteristic of integrins, in which ligand binding is dependent upon bivalent cations (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>). However, the effect of sulfate on interaction with the integrin MIDAS domain should be further elucidated, as sulfated T3 did not display increased affinity compared to the non-sulfated hormone. We further observed that iodine localization in the hormones affects binding affinity to the integrin. Reverse forms of T3, sulfated T3 and decarboxylated T3 demonstrated significantly higher free energy compared to their native forms. Based on space filling model for T3 and reverse T3 we identified that the iodine atoms in positions 3 and 5 on the inner ring restrict rotation ability and rigidify and locks the hormone bound conformation. This results in increased affinity to the integrin receptor. In contrast, the two iodine atoms in position 3&#x2019; and 5&#x2019; of the outer ring, observed in the reverse forms, do not display such capabilities. Lastly, the deaminated forms of T3 (triac) and T4 (tetrac) present lower affinity to the integrin compared with the native hormones. This observation, which was reported before by Freindorf et&#xa0;al. (<xref ref-type="bibr" rid="B27">27</xref>), stresses the importance of the NH2 group in the interaction between the ligands and the integrin.</p>
<p>To conclude, by performing a comprehensive three-dimensional docking for thyroid hormone and an array of naturally occurring endogenous metabolites, we have identified that their binding to the &#x3b1;v&#x3b2;3 integrin is affected by several structure-related characteristics. As the involvement of the thyroid hormone-integrin axis in cancer progression and inhibition is gaining more attention, this study may lead to better understanding of the tumor promoting effects of various thyroid dysfunction conditions, as well as to the development of effective inhibitors to the integrin site.</p>
</sec>
<sec id="s5">
<title>Author&#x2019;s Note</title>
<p>This article is dedicated to the memory of Dr Eilon Krashin, a brilliant physician, researcher and a friend.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Material</bold></xref>. Further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author Contributions</title>
<p>DT, EK, and OA-F designed this study. DT performed the docking. DT, ME, PD, VC, and OA-F wrote, read and approved the manuscript.</p>
</sec>
<sec id="s8" 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="s9" 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>
</body>
<back>
<sec id="s10" sec-type="supplementary-material">
<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/fendo.2022.895240/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fendo.2022.895240/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM1" mimetype="application/pdf"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Moeller</surname> <given-names>L</given-names>
</name>
<name>
<surname>Fuhrer</surname> <given-names>D</given-names>
</name>
</person-group>. <article-title>Thyroid Hormone, Thyroid Hormone Receptors, and Cancer: A Clinical Perspective</article-title>. <source>Endocrine-Related Cancer</source> (<year>2013</year>) <volume>20</volume>:<page-range>R19&#x2013;29</page-range>. doi: <pub-id pub-id-type="doi">10.1530/ERC-12-0219</pub-id>
</citation>
</ref>
<ref id="B2">
<label>2</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Saber-Lichtenberg</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Brix</surname> <given-names>K</given-names>
</name>
<name>
<surname>Schmitz</surname> <given-names>A</given-names>
</name>
<name>
<surname>Heuser</surname> <given-names>JE</given-names>
</name>
<name>
<surname>Wilson</surname> <given-names>JH</given-names>
</name>
<name>
<surname>Lorand</surname> <given-names>L</given-names>
</name>
<etal/>
</person-group>. <article-title>Covalent Cross-Linking of Secreted Bovine Thyroglobulin by Transglutaminase</article-title>. <source>FASEB J</source> (<year>2000</year>) <volume>14</volume>:<page-range>1005&#x2013;14</page-range>. doi: <pub-id pub-id-type="doi">10.1096/fasebj.14.7.1005</pub-id>
</citation>
</ref>
<ref id="B3">
<label>3</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ekholm</surname> <given-names>R</given-names>
</name>
</person-group>. <article-title>Biosynthesis of Thyroid Hormones</article-title>. <source>Int Rev Cytol</source> (<year>1990</year>) <volume>120</volume>:<page-range>243&#x2013;88</page-range>. doi: <pub-id pub-id-type="doi">10.1016/S0074-7696(08)61602-2</pub-id>
</citation>
</ref>
<ref id="B4">
<label>4</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname> <given-names>SY</given-names>
</name>
<name>
<surname>Green</surname> <given-names>WL</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>WS</given-names>
</name>
<name>
<surname>Hays</surname> <given-names>MT</given-names>
</name>
<name>
<surname>Chopra</surname> <given-names>IJ</given-names>
</name>
</person-group>. <article-title>Alternate Pathways of Thyroid Hormone Metabolism</article-title>. <source>Thyroid</source> (<year>2005</year>) <volume>15</volume>:<page-range>943&#x2013;58</page-range>. doi: <pub-id pub-id-type="doi">10.1089/thy.2005.15.943</pub-id>
</citation>
</ref>
<ref id="B5">
<label>5</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lanni</surname> <given-names>A</given-names>
</name>
<name>
<surname>Moreno</surname> <given-names>M</given-names>
</name>
<name>
<surname>Cioffi</surname> <given-names>M</given-names>
</name>
<name>
<surname>Goglia</surname> <given-names>F</given-names>
</name>
</person-group>. <article-title>Effect of 3, 3&#x2032;-Di-Iodothyronine and 3, 5-Di-Iodothyronine on Rat Liver Mitochondria</article-title>. <source>J Endocrinol</source> (<year>1993</year>) <volume>136</volume>:<fpage>59</fpage>&#x2013;<lpage>64</lpage>. doi: <pub-id pub-id-type="doi">10.1677/joe.0.1360059</pub-id>
</citation>
</ref>
<ref id="B6">
<label>6</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Senese</surname> <given-names>R</given-names>
</name>
<name>
<surname>De Lange</surname> <given-names>P</given-names>
</name>
<name>
<surname>Petito</surname> <given-names>G</given-names>
</name>
<name>
<surname>Moreno</surname> <given-names>M</given-names>
</name>
<name>
<surname>Goglia</surname> <given-names>F</given-names>
</name>
<name>
<surname>Lanni</surname> <given-names>A</given-names>
</name>
</person-group>. <article-title>3, 5-Diiodothyronine: A Novel Thyroid Hormone Metabolite and Potent Modulator of Energy Metabolism</article-title>. <source>Front Endocrinol</source> (<year>2018</year>) <volume>9</volume>:<elocation-id>427</elocation-id>. doi: <pub-id pub-id-type="doi">10.3389/fendo.2018.00427</pub-id>
</citation>
</ref>
<ref id="B7">
<label>7</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Visser</surname> <given-names>TJ</given-names>
</name>
</person-group>. <article-title>Role of Sulfation in Thyroid Hormone Metabolism</article-title>. <source>Chemico-biological Interact</source> (<year>1994</year>) <volume>92</volume>:<fpage>293</fpage>&#x2013;<lpage>303</lpage>. doi: <pub-id pub-id-type="doi">10.1016/0009-2797(94)90071-X</pub-id>
</citation>
</ref>
<ref id="B8">
<label>8</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rikke</surname> <given-names>BA</given-names>
</name>
<name>
<surname>Roy</surname> <given-names>AK</given-names>
</name>
</person-group>. <article-title>Structural Relationships Among Members of the Mammalian Sulfotransferase Gene Family</article-title>. <source>Biochim Biophys Acta</source> (<year>1996</year>) <volume>1307</volume>:<page-range>331&#x2013;8</page-range>. doi: <pub-id pub-id-type="doi">10.1016/0167-4781(96)00065-6</pub-id>
</citation>
</ref>
<ref id="B9">
<label>9</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Falany</surname> <given-names>CN</given-names>
</name>
</person-group>. <article-title>Sulfation and Sulfotransferases. Introduction: Changing View of Sulfation and the Cytosolic Sulfotransferases</article-title>. <source>FASEB J</source> (<year>1997</year>) <volume>11</volume>:<fpage>1</fpage>&#x2013;<lpage>2</lpage>. doi: <pub-id pub-id-type="doi">10.1096/fasebj.11.1.9034159</pub-id>
</citation>
</ref>
<ref id="B10">
<label>10</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jolin</surname> <given-names>T</given-names>
</name>
<name>
<surname>Morreale De Escobar</surname> <given-names>G</given-names>
</name>
</person-group>. <article-title>Deiodination of L-thyroxine and its Activity on the Oxidation <italic>In Vitro</italic> of Reduced Nicotinamide-Adenine Dinucleotide by Peroxidase Plus Hydrogen Peroxide</article-title>. <source>Biochem J</source> (<year>1971</year>) <volume>125</volume>:<page-range>869&#x2013;78</page-range>. doi: <pub-id pub-id-type="doi">10.1042/bj1250869</pub-id>
</citation>
</ref>
<ref id="B11">
<label>11</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Burger</surname> <given-names>AG</given-names>
</name>
<name>
<surname>Engler</surname> <given-names>D</given-names>
</name>
<name>
<surname>Buergi</surname> <given-names>U</given-names>
</name>
<name>
<surname>Weissel</surname> <given-names>M</given-names>
</name>
<name>
<surname>Steiger</surname> <given-names>G</given-names>
</name>
<name>
<surname>Ingbar</surname> <given-names>SH</given-names>
</name>
<etal/>
</person-group>. <article-title>Ether Link Cleavage is the Major Pathway of Iodothyronine Metabolism in the Phagocytosing Human Leukocyte and Also Occurs <italic>In Vivo</italic> in the Rat</article-title>. <source>J Clin Invest</source> (<year>1983</year>) <volume>71</volume>:<page-range>935&#x2013;49</page-range>. doi: <pub-id pub-id-type="doi">10.1172/JCI110848</pub-id>
</citation>
</ref>
<ref id="B12">
<label>12</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kubota</surname> <given-names>K</given-names>
</name>
<name>
<surname>Uchimura</surname> <given-names>H</given-names>
</name>
<name>
<surname>Mitsuhashi</surname> <given-names>T</given-names>
</name>
<name>
<surname>Chiu</surname> <given-names>SC</given-names>
</name>
<name>
<surname>Kuzuya</surname> <given-names>N</given-names>
</name>
<name>
<surname>Ito</surname> <given-names>K</given-names>
</name>
<etal/>
</person-group>. <article-title>Peroxidatic Degradation and Ether Link Cleavage of Thyroxine in a Particulate Fraction of Human Thyroid</article-title>. <source>Life Sci</source> (<year>1985</year>) <volume>36</volume>:<page-range>1033&#x2013;9</page-range>. doi: <pub-id pub-id-type="doi">10.1016/0024-3205(85)90488-6</pub-id>
</citation>
</ref>
<ref id="B13">
<label>13</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mondal</surname> <given-names>S</given-names>
</name>
<name>
<surname>Raja</surname> <given-names>K</given-names>
</name>
<name>
<surname>Schweizer</surname> <given-names>U</given-names>
</name>
</person-group>. <article-title>Chemistry and Biology in the Biosynthesis and Action of Thyroid Hormones</article-title>. <source>Angew Chem Int Ed Engl</source> (<year>2016</year>) <volume>55</volume>:<page-range>7606&#x2013;30</page-range>. doi: <pub-id pub-id-type="doi">10.1002/anie.201601116</pub-id>
</citation>
</ref>
<ref id="B14">
<label>14</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>K&#xf6;hrle</surname> <given-names>J</given-names>
</name>
</person-group>. <article-title>The Colorful Diversity of Thyroid Hormone Metabolites</article-title>. <source>Eur Thyroid J</source> (<year>2019</year>) <volume>8</volume>:<page-range>115&#x2013;29</page-range>. doi: <pub-id pub-id-type="doi">10.1159/000497141</pub-id>
</citation>
</ref>
<ref id="B15">
<label>15</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brent</surname> <given-names>GA</given-names>
</name>
</person-group>. <article-title>Mechanisms of Thyroid Hormone Action</article-title>. <source>J Clin Invest</source> (<year>2012</year>) <volume>122</volume>:<page-range>3035&#x2013;43</page-range>. doi: <pub-id pub-id-type="doi">10.1172/JCI60047</pub-id>
</citation>
</ref>
<ref id="B16">
<label>16</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Abdalla</surname> <given-names>SM</given-names>
</name>
<name>
<surname>Bianco</surname> <given-names>AC</given-names>
</name>
</person-group>. <article-title>Defending Plasma T3 is a Biological Priority</article-title>. <source>Clin Endocrinol</source> (<year>2014</year>) <volume>81</volume>:<page-range>633&#x2013;41</page-range>. doi: <pub-id pub-id-type="doi">10.1111/cen.12538</pub-id>
</citation>
</ref>
<ref id="B17">
<label>17</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Davis</surname> <given-names>PJ</given-names>
</name>
<name>
<surname>Goglia</surname> <given-names>F</given-names>
</name>
<name>
<surname>Leonard</surname> <given-names>JL</given-names>
</name>
</person-group>. <article-title>Nongenomic Actions of Thyroid Hormone</article-title>. <source>Nat Rev Endocrinol</source> (<year>2016</year>) <volume>12</volume>:<page-range>111&#x2013;21</page-range>. doi: <pub-id pub-id-type="doi">10.1038/nrendo.2015.205</pub-id>
</citation>
</ref>
<ref id="B18">
<label>18</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cheng</surname> <given-names>SY</given-names>
</name>
<name>
<surname>Leonard</surname> <given-names>JL</given-names>
</name>
<name>
<surname>Davis</surname> <given-names>PJ</given-names>
</name>
</person-group>. <article-title>Molecular Aspects of Thyroid Hormone Actions</article-title>. <source>Endocr Rev</source> (<year>2010</year>) <volume>31</volume>:<page-range>139&#x2013;70</page-range>. doi: <pub-id pub-id-type="doi">10.1210/er.2009-0007</pub-id>
</citation>
</ref>
<ref id="B19">
<label>19</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Davis</surname> <given-names>PJ</given-names>
</name>
<name>
<surname>Davis</surname> <given-names>FB</given-names>
</name>
<name>
<surname>Mousa</surname> <given-names>SA</given-names>
</name>
<name>
<surname>Luidens</surname> <given-names>MK</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>HY</given-names>
</name>
</person-group>. <article-title>Membrane Receptor for Thyroid Hormone: Physiologic and Pharmacologic Implications</article-title>. <source>Annu Rev Pharmacol Toxicol</source> (<year>2011</year>) <volume>51</volume>:<fpage>99</fpage>&#x2013;<lpage>115</lpage>. doi: <pub-id pub-id-type="doi">10.1146/annurev-pharmtox-010510-100512</pub-id>
</citation>
</ref>
<ref id="B20">
<label>20</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bergh</surname> <given-names>JJ</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>HY</given-names>
</name>
<name>
<surname>Lansing</surname> <given-names>L</given-names>
</name>
<name>
<surname>Mohamed</surname> <given-names>SN</given-names>
</name>
<name>
<surname>Davis</surname> <given-names>FB</given-names>
</name>
<name>
<surname>Mousa</surname> <given-names>S</given-names>
</name>
<etal/>
</person-group>. <article-title>Integrin alphaVbeta3 Contains a Cell Surface Receptor Site for Thyroid Hormone That is Linked to Activation of Mitogen-Activated Protein Kinase and Induction of Angiogenesis</article-title>. <source>Endocrinology</source> (<year>2005</year>) <volume>146</volume>:<page-range>2864&#x2013;71</page-range>. doi: <pub-id pub-id-type="doi">10.1210/en.2005-0102</pub-id>
</citation>
</ref>
<ref id="B21">
<label>21</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Plow</surname> <given-names>EF</given-names>
</name>
<name>
<surname>Haas</surname> <given-names>TA</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>L</given-names>
</name>
<name>
<surname>Loftus</surname> <given-names>J</given-names>
</name>
<name>
<surname>Smith</surname> <given-names>JW</given-names>
</name>
</person-group>. <article-title>Ligand Binding to Integrins</article-title>. <source>J Biol Chem</source> (<year>2000</year>) <volume>275</volume>:<page-range>21785&#x2013;8</page-range>. doi: <pub-id pub-id-type="doi">10.1074/jbc.R000003200</pub-id>
</citation>
</ref>
<ref id="B22">
<label>22</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xiong</surname> <given-names>JP</given-names>
</name>
<name>
<surname>Stehle</surname> <given-names>T</given-names>
</name>
<name>
<surname>Diefenbach</surname> <given-names>B</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>R</given-names>
</name>
<name>
<surname>Dunker</surname> <given-names>R</given-names>
</name>
<name>
<surname>Scott</surname> <given-names>DL</given-names>
</name>
<etal/>
</person-group>. <article-title>Crystal Structure of the Extracellular Segment of Integrin Alpha Vbeta3</article-title>. <source>Science</source> (<year>2001</year>) <volume>294</volume>:<page-range>339&#x2013;45</page-range>. doi: <pub-id pub-id-type="doi">10.1126/science.1064535</pub-id>
</citation>
</ref>
<ref id="B23">
<label>23</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xiong</surname> <given-names>JP</given-names>
</name>
<name>
<surname>Stehle</surname> <given-names>T</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>R</given-names>
</name>
<name>
<surname>Joachimiak</surname> <given-names>A</given-names>
</name>
<name>
<surname>Frech</surname> <given-names>M</given-names>
</name>
<name>
<surname>Goodman</surname> <given-names>SL</given-names>
</name>
<etal/>
</person-group>. <article-title>Crystal Structure of the Extracellular Segment of Integrin Alpha Vbeta3 in Complex With an Arg-Gly-Asp Ligand</article-title>. <source>Science</source> (<year>2002</year>) <volume>296</volume>:<page-range>151&#x2013;5</page-range>. doi: <pub-id pub-id-type="doi">10.1126/science.1069040</pub-id>
</citation>
</ref>
<ref id="B24">
<label>24</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Arnaout</surname> <given-names>MA</given-names>
</name>
<name>
<surname>Mahalingam</surname> <given-names>B</given-names>
</name>
<name>
<surname>Xiong</surname> <given-names>JP</given-names>
</name>
</person-group>. <article-title>Integrin Structure, Allostery, and Bidirectional Signaling</article-title>. <source>Annu Rev Cell Dev Biol</source> (<year>2005</year>) <volume>21</volume>:<fpage>381</fpage>&#x2013;<lpage>410</lpage>. doi: <pub-id pub-id-type="doi">10.1146/annurev.cellbio.21.090704.151217</pub-id>
</citation>
</ref>
<ref id="B25">
<label>25</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pelletier</surname> <given-names>AJ</given-names>
</name>
<name>
<surname>Kunicki</surname> <given-names>T</given-names>
</name>
<name>
<surname>Quaranta</surname> <given-names>V</given-names>
</name>
</person-group>. <article-title>Activation of the Integrin &#x3b1;v&#x3b2;3 Involves a Discrete Cation-Binding Site That Regulates Conformation (&#x2217;)</article-title>. <source>J Biol Chem</source> (<year>1996</year>) <volume>271</volume>:<page-range>1364&#x2013;70</page-range>. doi: <pub-id pub-id-type="doi">10.1074/jbc.271.3.1364</pub-id>
</citation>
</ref>
<ref id="B26">
<label>26</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cierniewska-Cieslak</surname> <given-names>A</given-names>
</name>
<name>
<surname>Cierniewski</surname> <given-names>CS</given-names>
</name>
<name>
<surname>Bledzka</surname> <given-names>K</given-names>
</name>
<name>
<surname>Papierak</surname> <given-names>M</given-names>
</name>
<name>
<surname>Michalec</surname> <given-names>L</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>L</given-names>
</name>
<etal/>
</person-group>. <article-title>Identification and Characterization of Two Cation Binding Sites in the Integrin Beta 3 Subunit</article-title>. <source>J Biol Chem</source> (<year>2002</year>) <volume>277</volume>:<page-range>11126&#x2013;34</page-range>. doi: <pub-id pub-id-type="doi">10.1074/jbc.M112388200</pub-id>
</citation>
</ref>
<ref id="B27">
<label>27</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Freindorf</surname> <given-names>M</given-names>
</name>
<name>
<surname>Furlani</surname> <given-names>TR</given-names>
</name>
<name>
<surname>Kong</surname> <given-names>J</given-names>
</name>
<name>
<surname>Cody</surname> <given-names>V</given-names>
</name>
<name>
<surname>Davis</surname> <given-names>FB</given-names>
</name>
<name>
<surname>Davis</surname> <given-names>PJ</given-names>
</name>
</person-group>. <article-title>Combined QM/MM Study of Thyroid and Steroid Hormone Analogue Interactions With &#x3b1;v&#x3b2;3 Integrin</article-title>. <source>J BioMed Biotechnol</source> (<year>2012</year>) <volume>2012</volume>:<fpage>959057</fpage>. doi: <pub-id pub-id-type="doi">10.1155/2012/959057</pub-id>
</citation>
</ref>
<ref id="B28">
<label>28</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lin</surname> <given-names>HY</given-names>
</name>
<name>
<surname>Cody</surname> <given-names>V</given-names>
</name>
<name>
<surname>Davis</surname> <given-names>FB</given-names>
</name>
<name>
<surname>Hercbergs</surname> <given-names>AA</given-names>
</name>
<name>
<surname>Luidens</surname> <given-names>MK</given-names>
</name>
<name>
<surname>Mousa</surname> <given-names>SA</given-names>
</name>
<etal/>
</person-group>. <article-title>Identification and Functions of the Plasma Membrane Receptor for Thyroid Hormone Analogues</article-title>. <source>Discovery Med</source> (<year>2011</year>) <volume>11</volume>:<page-range>337&#x2013;47</page-range>.</citation>
</ref>
<ref id="B29">
<label>29</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lin</surname> <given-names>HY</given-names>
</name>
<name>
<surname>Landersdorfer</surname> <given-names>CB</given-names>
</name>
<name>
<surname>London</surname> <given-names>D</given-names>
</name>
<name>
<surname>Meng</surname> <given-names>R</given-names>
</name>
<name>
<surname>Lim</surname> <given-names>CU</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>C</given-names>
</name>
<etal/>
</person-group>. <article-title>Pharmacodynamic Modeling of Anti-Cancer Activity of Tetraiodothyroacetic Acid in a Perfused Cell Culture System</article-title>. <source>PloS Comput Biol</source> (<year>2011</year>) <volume>7</volume>:<fpage>e1001073</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pcbi.1001073</pub-id>
</citation>
</ref>
<ref id="B30">
<label>30</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Davis</surname> <given-names>FB</given-names>
</name>
<name>
<surname>Tang</surname> <given-names>HY</given-names>
</name>
<name>
<surname>Shih</surname> <given-names>A</given-names>
</name>
<name>
<surname>Keating</surname> <given-names>T</given-names>
</name>
<name>
<surname>Lansing</surname> <given-names>L</given-names>
</name>
<name>
<surname>Hercbergs</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>Acting <italic>Via</italic> a Cell Surface Receptor, Thyroid Hormone Is a Growth Factor for Glioma Cells</article-title>. <source>Cancer Res</source> (<year>2006</year>) <volume>66</volume>:<page-range>7270&#x2013;5</page-range>. doi: <pub-id pub-id-type="doi">10.1158/0008-5472.CAN-05-4365</pub-id>
</citation>
</ref>
<ref id="B31">
<label>31</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lin</surname> <given-names>HY</given-names>
</name>
<name>
<surname>Tang</surname> <given-names>HY</given-names>
</name>
<name>
<surname>Shih</surname> <given-names>A</given-names>
</name>
<name>
<surname>Keating</surname> <given-names>T</given-names>
</name>
<name>
<surname>Cao</surname> <given-names>G</given-names>
</name>
<name>
<surname>Davis</surname> <given-names>PJ</given-names>
</name>
<etal/>
</person-group>. <article-title>Thyroid Hormone Is a MAPK-dependent Growth Factor for Thyroid Cancer Cells and is Anti-Apoptotic</article-title>. <source>Steroids</source> (<year>2007</year>) <volume>72</volume>:<page-range>180&#x2013;7</page-range>. doi: <pub-id pub-id-type="doi">10.1016/j.steroids.2006.11.014</pub-id>
</citation>
</ref>
<ref id="B32">
<label>32</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lin</surname> <given-names>HY</given-names>
</name>
<name>
<surname>Tang</surname> <given-names>HY</given-names>
</name>
<name>
<surname>Keating</surname> <given-names>T</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>YH</given-names>
</name>
<name>
<surname>Shih</surname> <given-names>A</given-names>
</name>
<name>
<surname>Hammond</surname> <given-names>D</given-names>
</name>
<etal/>
</person-group>. <article-title>Resveratrol Is Pro-Apoptotic and Thyroid Hormone is Anti-Apoptotic in Glioma Cells: Both Actions Are Integrin and ERK Mediated</article-title>. <source>Carcinogenesis</source> (<year>2008</year>) <volume>29</volume>:<page-range>62&#x2013;9</page-range>. doi: <pub-id pub-id-type="doi">10.1093/carcin/bgm239</pub-id>
</citation>
</ref>
<ref id="B33">
<label>33</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Luidens</surname> <given-names>MK</given-names>
</name>
<name>
<surname>Mousa</surname> <given-names>SA</given-names>
</name>
<name>
<surname>Davis</surname> <given-names>FB</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>HY</given-names>
</name>
<name>
<surname>Davis</surname> <given-names>PJ</given-names>
</name>
</person-group>. <article-title>Thyroid Hormone and Angiogenesis</article-title>. <source>Vascul Pharmacol</source> (<year>2010</year>) <volume>52</volume>:<page-range>142&#x2013;5</page-range>. doi: <pub-id pub-id-type="doi">10.1016/j.vph.2009.10.007</pub-id>
</citation>
</ref>
<ref id="B34">
<label>34</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Davis</surname> <given-names>PJ</given-names>
</name>
<name>
<surname>Glinsky</surname> <given-names>GV</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>HY</given-names>
</name>
<name>
<surname>Leith</surname> <given-names>JT</given-names>
</name>
<name>
<surname>Hercbergs</surname> <given-names>A</given-names>
</name>
<name>
<surname>Tang</surname> <given-names>HY</given-names>
</name>
<etal/>
</person-group>. <article-title>Cancer Cell Gene Expression Modulated From Plasma Membrane Integrin &#x3b1;v&#x3b2;3 by Thyroid Hormone and Nanoparticulate Tetrac</article-title>. <source>Front Endocrinol (Lausanne)</source> (<year>2014</year>) <volume>5</volume>:<elocation-id>240</elocation-id>. doi: <pub-id pub-id-type="doi">10.3389/fendo.2014.00240</pub-id>
</citation>
</ref>
<ref id="B35">
<label>35</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cody</surname> <given-names>V</given-names>
</name>
<name>
<surname>Davis</surname> <given-names>PJ</given-names>
</name>
<name>
<surname>Davis</surname> <given-names>FB</given-names>
</name>
</person-group>. <article-title>Molecular Modeling of the Thyroid Hormone Interactions With &#x3b1;v&#x3b2;3 Integrin</article-title>. <source>Steroids</source> (<year>2007</year>) <volume>72</volume>:<page-range>165&#x2013;70</page-range>. doi: <pub-id pub-id-type="doi">10.1016/j.steroids.2006.11.008</pub-id>
</citation>
</ref>
<ref id="B36">
<label>36</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kitchen</surname> <given-names>DB</given-names>
</name>
<name>
<surname>Decornez</surname> <given-names>H</given-names>
</name>
<name>
<surname>Furr</surname> <given-names>JR</given-names>
</name>
<name>
<surname>Bajorath</surname> <given-names>J</given-names>
</name>
</person-group>. <article-title>Docking and Scoring in Virtual Screening for Drug Discovery: Methods and Applications</article-title>. <source>Nat Rev Drug Discovery</source> (<year>2004</year>) <volume>3</volume>:<page-range>935&#x2013;49</page-range>. doi: <pub-id pub-id-type="doi">10.1038/nrd1549</pub-id>
</citation>
</ref>
<ref id="B37">
<label>37</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wan</surname> <given-names>S</given-names>
</name>
<name>
<surname>Bhati</surname> <given-names>AP</given-names>
</name>
</person-group>. <article-title>Rapid, Accurate, Precise and Reproducible Ligand-Protein Binding Free Energy Prediction</article-title>. <source>Interface Focus</source> (<year>2020</year>) <volume>10</volume>:<fpage>20200007</fpage>. doi: <pub-id pub-id-type="doi">10.1098/rsfs.2020.0007</pub-id>
</citation>
</ref>
<ref id="B38">
<label>38</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sterling</surname> <given-names>T</given-names>
</name>
<name>
<surname>Irwin</surname> <given-names>JJ</given-names>
</name>
</person-group>. <article-title>Zinc 15&#x2013;Ligand Discovery for Everyone</article-title>. <source>J Chem Inf Model</source> (<year>2015</year>) <volume>55</volume>:<page-range>2324&#x2013;37</page-range>. doi: <pub-id pub-id-type="doi">10.1021/acs.jcim.5b00559</pub-id>
</citation>
</ref>
<ref id="B39">
<label>39</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kuntz</surname> <given-names>ID</given-names>
</name>
<name>
<surname>Blaney</surname> <given-names>JM</given-names>
</name>
<name>
<surname>Oatley</surname> <given-names>SJ</given-names>
</name>
<name>
<surname>Langridge</surname> <given-names>R</given-names>
</name>
<name>
<surname>Ferrin</surname> <given-names>TE</given-names>
</name>
</person-group>. <article-title>A Geometric Approach to Macromolecule-Ligand Interactions</article-title>. <source>J Mol Biol</source> (<year>1982</year>) <volume>161</volume>:<page-range>269&#x2013;88</page-range>. doi: <pub-id pub-id-type="doi">10.1016/0022-2836(82)90153-X</pub-id>
</citation>
</ref>
<ref id="B40">
<label>40</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ewing</surname> <given-names>TJ</given-names>
</name>
<name>
<surname>Kuntz</surname> <given-names>ID</given-names>
</name>
</person-group>. <article-title>Critical Evaluation of Search Algorithms for Automated Molecular Docking and Database Screening</article-title>. <source>J Comput Chem</source> (<year>1997</year>) <volume>18</volume>:<page-range>1175&#x2013;89</page-range>. doi: <pub-id pub-id-type="doi">10.1002/(SICI)1096-987X(19970715)18:9&lt;1175::AID-JCC6&gt;3.0.CO;2-O</pub-id>
</citation>
</ref>
<ref id="B41">
<label>41</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ewing</surname> <given-names>TJ</given-names>
</name>
<name>
<surname>Makino</surname> <given-names>S</given-names>
</name>
<name>
<surname>Skillman</surname> <given-names>AG</given-names>
</name>
<name>
<surname>Kuntz</surname> <given-names>ID</given-names>
</name>
</person-group>. <article-title>Dock 4.0: Search Strategies for Automated Molecular Docking of Flexible Molecule Databases</article-title>. <source>J Comput Aided Mol Des</source> (<year>2001</year>) <volume>15</volume>:<page-range>411&#x2013;28</page-range>. doi: <pub-id pub-id-type="doi">10.1023/A:1011115820450</pub-id>
</citation>
</ref>
<ref id="B42">
<label>42</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Graves</surname> <given-names>AP</given-names>
</name>
<name>
<surname>Shivakumar</surname> <given-names>DM</given-names>
</name>
<name>
<surname>Boyce</surname> <given-names>SE</given-names>
</name>
<name>
<surname>Jacobson</surname> <given-names>MP</given-names>
</name>
<name>
<surname>Case</surname> <given-names>DA</given-names>
</name>
<name>
<surname>Shoichet</surname> <given-names>BK</given-names>
</name>
</person-group>. <article-title>Rescoring Docking Hit Lists for Model Cavity Sites: Predictions and Experimental Testing</article-title>. <source>J Mol Biol</source> (<year>2008</year>) <volume>377</volume>:<page-range>914&#x2013;34</page-range>. doi: <pub-id pub-id-type="doi">10.1016/j.jmb.2008.01.049</pub-id>
</citation>
</ref>
<ref id="B43">
<label>43</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xu</surname> <given-names>M</given-names>
</name>
<name>
<surname>Lill</surname> <given-names>MA</given-names>
</name>
</person-group>. <article-title>Induced Fit Docking, and the Use of QM/MM Methods in Docking</article-title>. <source>Drug Discovery Today Technol</source> (<year>2013</year>) <volume>10</volume>:<page-range>e411&#x2013;418</page-range>. doi: <pub-id pub-id-type="doi">10.1016/j.ddtec.2013.02.003</pub-id>
</citation>
</ref>
<ref id="B44">
<label>44</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lang</surname> <given-names>PT</given-names>
</name>
<name>
<surname>Brozell</surname> <given-names>SR</given-names>
</name>
<name>
<surname>Mukherjee</surname> <given-names>S</given-names>
</name>
<name>
<surname>Pettersen</surname> <given-names>EF</given-names>
</name>
<name>
<surname>Meng</surname> <given-names>EC</given-names>
</name>
<name>
<surname>Thomas</surname> <given-names>V</given-names>
</name>
<etal/>
</person-group>. <article-title>DOCK 6: Combining Techniques to Model RNA-small Molecule Complexes</article-title>. <source>Rna</source> (<year>2009</year>) <volume>15</volume>:<page-range>1219&#x2013;30</page-range>. doi: <pub-id pub-id-type="doi">10.1261/rna.1563609</pub-id>
</citation>
</ref>
<ref id="B45">
<label>45</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brozell</surname> <given-names>SR</given-names>
</name>
<name>
<surname>Mukherjee</surname> <given-names>S</given-names>
</name>
<name>
<surname>Balius</surname> <given-names>TE</given-names>
</name>
<name>
<surname>Roe</surname> <given-names>DR</given-names>
</name>
<name>
<surname>Case</surname> <given-names>DA</given-names>
</name>
<name>
<surname>Rizzo</surname> <given-names>RC</given-names>
</name>
</person-group>. <article-title>Evaluation of DOCK 6 as a Pose Generation and Database Enrichment Tool</article-title>. <source>J Comput Aided Mol Des</source> (<year>2012</year>) <volume>26</volume>:<page-range>749&#x2013;73</page-range>. doi: <pub-id pub-id-type="doi">10.1007/s10822-012-9565-y</pub-id>
</citation>
</ref>
<ref id="B46">
<label>46</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dolinsky</surname> <given-names>TJ</given-names>
</name>
<name>
<surname>Nielsen</surname> <given-names>JE</given-names>
</name>
<name>
<surname>Mccammon</surname> <given-names>JA</given-names>
</name>
<name>
<surname>Baker</surname> <given-names>NA</given-names>
</name>
</person-group>. <article-title>PDB2PQR: An Automated Pipeline for the Setup of Poisson-Boltzmann Electrostatics Calculations</article-title>. <source>Nucleic Acids Res</source> (<year>2004</year>) <volume>32</volume>:<page-range>W665&#x2013;667</page-range>. doi: <pub-id pub-id-type="doi">10.1093/nar/gkh381</pub-id>
</citation>
</ref>
<ref id="B47">
<label>47</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pettersen</surname> <given-names>EF</given-names>
</name>
<name>
<surname>Goddard</surname> <given-names>TD</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>CC</given-names>
</name>
<name>
<surname>Couch</surname> <given-names>GS</given-names>
</name>
<name>
<surname>Greenblatt</surname> <given-names>DM</given-names>
</name>
<name>
<surname>Meng</surname> <given-names>EC</given-names>
</name>
<etal/>
</person-group>. <article-title>Ucsf Chimera&#x2013;A Visualization System for Exploratory Research and Analysis</article-title>. <source>J Comput Chem</source> (<year>2004</year>) <volume>25</volume>:<page-range>1605&#x2013;12</page-range>. doi: <pub-id pub-id-type="doi">10.1002/jcc.20084</pub-id>
</citation>
</ref>
<ref id="B48">
<label>48</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Davis</surname> <given-names>PJ</given-names>
</name>
<name>
<surname>Mousa</surname> <given-names>SA</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>H-Y</given-names>
</name>
</person-group>. <article-title>Nongenomic Actions of Thyroid Hormone: The Integrin Component</article-title>. <source>Physiol Rev</source> (<year>2021</year>) <volume>101</volume>:<page-range>319&#x2013;52</page-range>. doi: <pub-id pub-id-type="doi">10.1152/physrev.00038.2019</pub-id>
</citation>
</ref>
<ref id="B49">
<label>49</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lin</surname> <given-names>H-Y</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>M</given-names>
</name>
<name>
<surname>Tang</surname> <given-names>H-Y</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>C</given-names>
</name>
<name>
<surname>Luidens</surname> <given-names>MK</given-names>
</name>
<name>
<surname>Mousa</surname> <given-names>SA</given-names>
</name>
<etal/>
</person-group>. <article-title>L-Thyroxine vs. 3, 5, 3&#x2032;-triiodo-L-thyronine and Cell Proliferation: Activation of Mitogen-Activated Protein Kinase and Phosphatidylinositol 3-Kinase</article-title>. <source>Am J Physiology-Cell Physiol</source> (<year>2009</year>) 296(5):<page-range>C980&#x2013;91</page-range>. doi: <pub-id pub-id-type="doi">10.1152/ajpcell.00305.2008</pub-id>
</citation>
</ref>
<ref id="B50">
<label>50</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lin</surname> <given-names>HY</given-names>
</name>
<name>
<surname>Tang</surname> <given-names>HY</given-names>
</name>
<name>
<surname>Leinung</surname> <given-names>M</given-names>
</name>
<name>
<surname>Mousa</surname> <given-names>SA</given-names>
</name>
<name>
<surname>Hercbergs</surname> <given-names>A</given-names>
</name>
<name>
<surname>Davis</surname> <given-names>PJ</given-names>
</name>
</person-group>. <article-title>Action of Reverse T3 on Cancer Cells</article-title>. <source>Endocr Res</source> (<year>2019</year>) <volume>44</volume>:<page-range>148&#x2013;52</page-range>. doi: <pub-id pub-id-type="doi">10.1080/07435800.2019.1600536</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>