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<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article">
<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">Explor Target Antitumor Ther</journal-id>
<journal-id journal-id-type="publisher-id">ETAT</journal-id>
<journal-title-group>
<journal-title>Exploration of Targeted Anti-tumor Therapy</journal-title>
</journal-title-group>
<issn pub-type="epub">2692-3114</issn>
<publisher>
<publisher-name>Open Exploration Publishing</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.37349/etat.2023.00164</article-id>
<article-id pub-id-type="manuscript">1002164</article-id>
<article-categories>
<subj-group>
<subject>Original Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>
<italic>In silico</italic> targeting of colony-stimulating factor-1 receptor: delineating immunotherapy in cancer</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-8152-5586</contrib-id>
<name>
<surname>Azhar</surname>
<given-names>Zahra</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing—original draft</role>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing—review &amp; editing</role>
<role content-type="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role content-type="https://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<xref ref-type="aff" rid="I1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-4738-0173</contrib-id>
<name>
<surname>Grose</surname>
<given-names>Richard P.</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing—review &amp; editing</role>
<xref ref-type="aff" rid="I1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-8462-2880</contrib-id>
<name>
<surname>Raza</surname>
<given-names>Afsheen</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role>
<xref ref-type="aff" rid="I2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="cor1">
<sup>*</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-7789-4530</contrib-id>
<name>
<surname>Raza</surname>
<given-names>Zohaib</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
<role content-type="https://credit.niso.org/contributor-roles/software/">Software</role>
<role content-type="https://credit.niso.org/contributor-roles/validation/">Validation</role>
<xref ref-type="aff" rid="I3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="editor">
<name>
<surname>Cragg</surname>
<given-names>Mark</given-names>
</name>
<role>Academic Editor</role>
<aff>University of Southampton, UK</aff>
</contrib>
</contrib-group>
<aff id="I1">
<sup>1</sup>Centre of Tumour Biology, Barts Cancer Institute, Queen Mary University of London, EC1M 6BQ London, UK</aff>
<aff id="I2">
<sup>2</sup>Department of Biomedical Sciences, College of Health Sciences, Abu Dhabi University, Abu Dhabi 59911, United Arab Emirates</aff>
<aff id="I3">
<sup>3</sup>Department of Chemistry, The University of Adelaide, 5005 Adelaide, South Australia, Australia</aff>
<author-notes>
<corresp id="cor1">
<bold>*Correspondence:</bold> Afsheen Raza<bold>,</bold> Department of Biomedical Sciences, College of Health Sciences, Abu Dhabi University, Abu Dhabi 59911, United Arab Emirates. <email>raza.afsheen@adu.ac.ae</email></corresp>
</author-notes>
<pub-date pub-type="ppub">
<year>2023</year>
</pub-date>
<pub-date pub-type="epub">
<day>31</day>
<month>08</month>
<year>2023</year>
</pub-date>
<volume>4</volume>
<issue>4</issue>
<fpage>727</fpage>
<lpage>742</lpage>
<history>
<date date-type="received">
<day>01</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>23</day>
<month>05</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>© The Author(s) 2023.</copyright-statement>
<license xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>This is an Open Access article licensed under a Creative Commons Attribution 4.0 International License (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, sharing, adaptation, distribution and reproduction in any medium or format, for any purpose, even commercially, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Aim:</title>
<p>Delineate structure-based inhibition of colony-stimulating factor-1 receptor (CSF1R) by small molecule CSF1R inhibitors in clinical development for target identification and potential lead optimization in cancer therapeutics since CSF1R is a novel predictive biomarker for immunotherapy in cancer.</p>
</sec>
<sec>
<title>Methods:</title>
<p>Compounds were <italic>in silico</italic> modelled by induced fit docking protocol in a molecular operating environment (MOE, MOE.v.2015). The 3-dimensional (3D) X-ray crystallized structure of CSF1R kinase (Protein Databank, ID 4R7H) was obtained from Research Collaboratory for Structural Bioinformatics (RSCB) Protein Databank. The 3D conformers of edicotinib, DCC-3014, ARRY-382, BLZ-945, chiauranib, dovitinib, and sorafenib were obtained from PubChem Database. These structures were modelled in Amber10:EHT molecular force field, and quick prep application was used to correct and optimize the structures for missing residues, H-counts, termini capping, and alternates. The binding site was defined within the vicinity of the co-crystallized ligand of CSF1R kinase. The compounds were docked by the triangular matcher placement method and ranked by the London dG scoring function. The docked poses were further refined by the induced fit method. The pose with the lowest binding score (ΔG) was used to model the ligand interaction profile in Discovery Studio Visualizer v17.2. The co-crystallized ligand was docked in its apo conformation, and root-mean-square deviation was computed to validate the docking protocol.</p>
</sec>
<sec>
<title>Results:</title>
<p>All 7 CSF1R inhibitors interact with residue Met637 exhibiting selectivity except for edicotinib. The inhibitors maintain CSF1R in an auto-inhibitory conformation by interacting with Asp797 of the Asp-Phe-Gly (DFG) motif and/or hindering the conserved salt bridge formed between Glu633 and Lys616 thus stabilizing the activation loop, or interacting with tryptophan residue (Trp550) in the juxtamembrane domain. DCC-3014, ARRY-382, BLZ-945, and sorafenib bind with the lowest binding energy with CSF1R kinase.</p>
</sec>
<sec>
<title>Conclusions:</title>
<p>Pyrimidines are potent inhibitors that interact with CSF1R residues. DCC-3014 and ARRY-382 exhibit exceptional pharmaceutical potential exhibiting great structural stability and affinity.</p>
</sec>
</abstract>
<kwd-group>
<kwd>Cancer drug development</kwd>
<kwd>tyrosine kinase inhibitors</kwd>
<kwd>drug resistance</kwd>
<kwd>computational modelling</kwd>
<kwd>molecular docking</kwd>
<kwd>target identification</kwd>
<kwd>lead optimization</kwd>
<kwd>targeted cancer therapy</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p id="p-1">Identification of genetic mutations underlying various subtypes of cancer has been an epochal turning point for cancer therapy [<xref ref-type="bibr" rid="B1">1</xref>]. The evolution of molecular taxonomy, based on genome-driven subtyping, or stratifying cancer according to molecular mapping has allowed rational drug design [<xref ref-type="bibr" rid="B2">2</xref>]. The development of targeted lead compounds has been optimized by the growth in big-data predictions as well as modelling and artificial intelligence (AI)-inspired drug discovery [<xref ref-type="bibr" rid="B2">2</xref>]. Molecular docking simulation allows the prediction of interactions of lead compounds with 3-dimensional (3D) conformations of target receptors [<xref ref-type="bibr" rid="B3">3</xref>]. This in turn aids in deciphering target specificity, binding energies, protein interactions, and drug cellular potency as well as predicting drug resistance mechanisms [<xref ref-type="bibr" rid="B2">2</xref>].</p>
<p id="p-2">The colony-stimulating factor-1 receptor (CSF1R/M-CSFR) is a tyrosine kinase receptor (RTKIII) located on the surface of macrophages, which is implicated with aberrant cell signalling and immunomodulation in cancer [<xref ref-type="bibr" rid="B4">4</xref>]. Canonically, CSF1R consists of an extracellular ligand binding domain having five immunoglobulin domains (D1–D5); a hydrophobic membrane-spanning region that connects with a split intracellular kinase domain consisting of a juxtamembrane domain (JMD); ATP binding site; tyrosine kinase domain with a kinase insert in between. The activation loop surrounds the kinase domain and plays a regulatory role in activation (<xref ref-type="fig" rid="fig1">Figure 1</xref>) [<xref ref-type="bibr" rid="B4">4</xref>–<xref ref-type="bibr" rid="B8">8</xref>].</p>
<fig id="fig1" position="float">
<label>Figure 1</label>
<caption>
<p>Structure of CSF1R. Phosphotyrosine residues of activated CSF1R initiating downstream signalling cascades (created with <ext-link xlink:href="https://www.biorender.com/" ext-link-type="uri">BioRender.com</ext-link>). Grb2: growth factor receptor-bound protein 2; Socs1: suppressor of cytokine signalling family protein 1; SFK: SRC-family protein tyrosine kinase; PI3K: phosphatidylinositol 3-kinase</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="etat-04-1002164-g001.tif" />
</fig>
<p id="p-3">Oncogenic variants arising due to translocations or oncogenic viral insertions result in conformational changes in CSF1R, increasing its binding affinity with ligand [colony stimulating factor-1 (CSF1)] or constitutively activating the receptor [<xref ref-type="bibr" rid="B8">8</xref>]. The activation is initiated by receptor dimerization and trans-autophosphorylation which generates phosphotyrosine residues [<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B9">9</xref>]. Each phosphotyrosine residue stimulates one of the downstream signalling cascades such as PI3K-Akt, mitogen-activated protein kinases (MAPK), SFK and signal transducer and activator of transcription (STAT) pathways [<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B11">11</xref>] as explained in <xref ref-type="table" rid="t1">Table 1</xref>. This results in abnormal and uncontrolled cellular proliferation, inhibition of apoptosis, cellular invasion, and metastasis, resulting in poor patient prognosis and outcomes [<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B12">12</xref>].</p>
<table-wrap id="t1">
<label>Table 1</label>
<caption>
<p>Phosphotyrosine residues of CSF1R and their role in oncogenesis</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>
<bold>Phospho-tyrosine residue (CSF1R)</bold>
</th>
<th>
<bold>Mechanism of action</bold>
</th>
<th>
<bold>Cancer</bold>
</th>
<th>
<bold>Manifestation</bold>
</th>
<th>
<bold>References</bold>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>Y561</td>
<td>SFK activation</td>
<td>Lung, breast</td>
<td>Disruption of cell-cell adhesion via loss of E-cadherin resulting in anchorage-independent growth, motility and survival. DNA synthesis and cytoskeletal reorganization.</td>
<td>[<xref ref-type="bibr" rid="B13">13</xref>–<xref ref-type="bibr" rid="B20">20</xref>]</td>
</tr>
<tr>
<td>Y571</td>
<td>Kinase activation</td>
<td>HM (AML, aMPN)</td>
<td>Phosphorylation causes kinase activation. Mutated CSF1R-Y571D results in constitutively activated receptor.</td>
<td>[<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B22">22</xref>]</td>
</tr>
<tr>
<td>Y699</td>
<td>MAPK pathway</td>
<td>PTCL</td>
<td>Triggers the association of adapter proteins such as Grb2, Mona and Socs1 initiates monocyte differentiation. Cell proliferation.</td>
<td>[<xref ref-type="bibr" rid="B23">23</xref>]</td>
</tr>
<tr>
<td>Y708</td>
<td>STAT activation</td>
<td>FDC-P1 cell line</td>
<td>Mediates responses to interferons (IFNs), and activates macrophage cell proliferation.</td>
<td>[<xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B25">25</xref>]</td>
</tr>
<tr>
<td>Y723</td>
<td>PI3K activation</td>
<td>Carcinoma</td>
<td>Mediates p85 subunit of PI3K association with CSF1R. Regulates adhesion, actin polymerization resulting in macrophage motility and invasion.</td>
<td>[<xref ref-type="bibr" rid="B9">9</xref>]</td>
</tr>
<tr>
<td>Y809</td>
<td>Tyrosine kinase activation</td>
<td>Fibroblasts</td>
<td>CSF1-induced autophosphorylation of CSF1R. Serves as a binding site for STAT proteins.</td>
<td>[<xref ref-type="bibr" rid="B10">10</xref>]</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>HM: hematological malignancies; AML: acute myeloid leukemia; aMPN: atypical myeloproliferative neoplasms; PTCL: peripheral T cell lymphoma; FDC-P1: factor dependent continuous-paterson 1</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p id="p-4">CSF1R targeting via CSF1R inhibitors is widely studied in clinical trials [<xref ref-type="bibr" rid="B26">26</xref>]. Preclinical results show excellent <italic>in vitro</italic> and <italic>in vivo</italic> activity based on tumor-associated macrophages (TAMs) depletion, TAM reprogramming as well as inhibition of autocrine and paracrine signalling of supportive stromal cells within the tumour microenvironment (<xref ref-type="fig" rid="fig2">Figure 2</xref>) [<xref ref-type="bibr" rid="B8">8</xref>]. Early phase clinical trials show promising results of CSF1R inhibitors in tenosynovial giant cell tumours (TGCT), advanced solid tumours, pancreatic cancer, and gastrointestinal stromal tumour [<xref ref-type="bibr" rid="B27">27</xref>–<xref ref-type="bibr" rid="B30">30</xref>].</p>
<fig id="fig2" position="float">
<label>Figure 2</label>
<caption>
<p>CSF1R activation results in a change in TAM phenotype. M2 macrophages initiate a pro-tumoral response which aggravates tumorigenesis whereas M1 initiates an anti-tumoral cascade (created with <ext-link xlink:href="https://www.biorender.com/" ext-link-type="uri">BioRender.com</ext-link>). ROS: reactive oxygen species; IL12: interleukin 12</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="etat-04-1002164-g002.tif" />
</fig>
<p id="p-5">This paper discusses the modelling of interacting residues known as hotspots of CSF1R kinase on binding with its inhibitors, to understand the consequences of receptor inactivation and their impact on immunomodulation within tumour microenvironment.</p>
</sec>
<sec id="s2">
<title>Materials and methods</title>
<p id="p-6">Compounds were modelled <italic>in silico</italic> by induced fit docking protocol in the molecular operating environment (MOE, 2015.10). The 3D X-ray crystallized structure of CSF1R kinase (Protein Databank, ID 4R7H) was obtained from Research Collaboratory for Structural Bioinformatics (RSCB) Protein Databank [<xref ref-type="bibr" rid="B31">31</xref>]. The 3D conformers of edicotinib (CID 25230468) [<xref ref-type="bibr" rid="B32">32</xref>], DCC-3014 (CID 86267612) [<xref ref-type="bibr" rid="B33">33</xref>], ARRY-382 (SID 355048354) [<xref ref-type="bibr" rid="B34">34</xref>], BLZ945 (CID 46184986) [<xref ref-type="bibr" rid="B35">35</xref>], chiauranib (CID 49779393) [<xref ref-type="bibr" rid="B36">36</xref>], dovitinib (CID 135398510) [<xref ref-type="bibr" rid="B37">37</xref>] and sorafenib (CID 216239) [<xref ref-type="bibr" rid="B38">38</xref>] were obtained from the National Center for Biotechnology Information (NCBI)-RSCB PubChem Database. These structures were modelled in Amber10:EHT molecular force field and quick prep application was used to correct and optimize the structures for missing residues, H-counts, termini capping, and alternates. Protonate 3D application was used to optimize the protonation state to withstand molecular refinement of a docked pose. The binding site was defined within the vicinity of the co-crystallized ligand of CSF1R/FMS kinase. The compounds were docked by the triangular matcher placement method and ranked by the London dG scoring function. The docked poses were further refined by the induced fit method and scored by GBVI/WSA ΔG scoring function. The pose with the lowest binding score (ΔG) was used to model the ligand interaction profile in Discovery Studio Visualizer v17.2. The co-crystallized ligand was docked in its apo conformation, and root-mean-square deviation was computed to validate the docking protocol.</p>
</sec>
<sec id="s3">
<title>Results</title>
<p id="p-7">CSF1R kinase is a key target of small molecule CSF1R and multikinase inhibitors currently in clinical trials [<xref ref-type="bibr" rid="B39">39</xref>]. Kinases are dynamic proteins having a wide range of conformations governed by their activation state [<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B3">3</xref>]. The kinase domain has a bi-lobal kinase fold archetypal of protein kinase [<xref ref-type="bibr" rid="B3">3</xref>]. The conserved Asp-Phe-Gly (DFG) motif plays a regulatory role in catalysis, ATP, and substrate binding. It exists in two conformations depending on the activation state of the protein [<xref ref-type="bibr" rid="B3">3</xref>]. Activated kinase has a DFG-in conformation in which the aspartic acid is towards the B-phosphate of bound ATP to facilitate the catalytically significant Mg<sup>2+</sup> ion; whereas phenylalanine points away from ATP, safely beneath the alpha-helix C [<xref ref-type="bibr" rid="B3">3</xref>]. In the DFG-out conformation, aspartic acid and phenylalanine switch places, hindering aspartic acid from interacting with ATP, and rendering the kinase inactive [<xref ref-type="bibr" rid="B3">3</xref>]. Structurally, tryptophan residue (Trp550) interacts with the carbonyl group of Asp796 which stabilizes the DFG-out conformation of the activation loop, thus maintaining CSF1R in a catalytically inactive state [<xref ref-type="bibr" rid="B3">3</xref>]. Moreover, some drugs act by breaking conserved salt bridges (Glu633 and Lys613), which are critical for catalytic activity [<xref ref-type="bibr" rid="B3">3</xref>].</p>
<p id="p-8">Most Food and Drug Administration (FDA)-approved ATP-competitive small molecule inhibitors either bind to the catalytic active site or maintain an inactive enzyme conformation [<xref ref-type="bibr" rid="B3">3</xref>]. Since the CSF1R kinase domain has been implicated in CSF1R inhibition via pexidartinib (Protein Databank, ID 4R7H) [<xref ref-type="bibr" rid="B40">40</xref>], novel small molecule CSF1R inhibitors were docked within the same vicinity of the receptor. Pexidartinib has received FDA approval for advanced TGCT [<xref ref-type="bibr" rid="B41">41</xref>]. It forms hydrogen bonds with tyrosine residue (Tyr546) and Trp550 in the JMD of the kinase, whereas the pyridine nitrogen atom along with a network of hydrogen bonds, maintains an inactive state with a potent inhibitory concentration [half maximal inhibitory concentration (IC<sub>50</sub>) = 3 nmol/L] [<xref ref-type="bibr" rid="B41">41</xref>].</p>
<p id="p-9">This study identified mechanisms adopted for increased target specificity and cellular potency, which is highlighted in <xref ref-type="table" rid="t2">Table 2</xref>. The binding energies are mentioned in <xref ref-type="table" rid="t3">Table 3</xref> which elucidates structural stability required in deriving pharmacokinetic parameters. Furthermore, the structural analysis of drugs interacting with CSF1R kinase delineated active amino acid binding sites of CSF1R as an approach towards relevant lead optimization, to reduce time wasted in identifying leads against intractable targets (<xref ref-type="fig" rid="fig3">Figure 3</xref>).</p>
<p id="p-10">The word cloud illustrates the frequency of CSF1R residues targeted by drugs under study. Met637 and Leu588 are specificity markers of CSF1R and are shown as the largest within the word cloud ascertaining remarkable target specificity and precision therapy exhibited by the inhibitors under study. Subsequently, Val596, Ala614, Leu785, and Ile636 form a hydrophobic pocket which makes a favorable niche for DCC-3014 and dovitinib primarily, whereas, ARRY-382, sorafenib, and BLZ-945 interact with most of the residues of the hydrophobic pocket.</p>
<table-wrap id="t2">
<label>Table 2</label>
<caption>
<p>Significant interacting residues of CSF1R and their functions</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>
<bold>Interacting binding sites</bold>
</th>
<th>
<bold>Functions</bold>
</th>
<th>
<bold>References</bold>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>Thr663</td>
<td>Gatekeeper residue</td>
<td>[<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B42">42</xref>]</td>
</tr>
<tr>
<td>Cys666</td>
<td>ATP binding site residue</td>
<td>[<xref ref-type="bibr" rid="B26">26</xref>]</td>
</tr>
<tr>
<td>Tyr546, Trp550</td>
<td>Regulates JMD to maintain an autoinhibitory state</td>
<td>[<xref ref-type="bibr" rid="B39">39</xref>]</td>
</tr>
<tr>
<td>Asp796</td>
<td>Form the DFG-motif, regulates the activation loop to maintain an autoinhibitory conformation</td>
<td>[<xref ref-type="bibr" rid="B8">8</xref>]</td>
</tr>
<tr>
<td>Met637, Leu588</td>
<td>Residues of CSF1R specificity</td>
<td>[<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B42">42</xref>]</td>
</tr>
<tr>
<td>Lys616, Glu633</td>
<td>Forms salt bridge regulating activation</td>
<td>[<xref ref-type="bibr" rid="B34">34</xref>]</td>
</tr>
<tr>
<td>Leu640, Ile646, Leu769, Leu785, Val596, Cys774, Ile794</td>
<td>Forms a hydrophobic pocket</td>
<td>[<xref ref-type="bibr" rid="B34">34</xref>]</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="t3">
<label>Table 3</label>
<caption>
<p>Binding energies (kcal/mol) of CSF1R inhibitors with CSF1R kinase</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>
<bold>CSF1R inhibitors</bold>
</th>
<th>
<bold>Binding energy ∆G (kcal/mol)</bold>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>DCC-3014</td>
<td>–10.64</td>
</tr>
<tr>
<td>ARRY-382</td>
<td>–10.26</td>
</tr>
<tr>
<td>Sorafenib</td>
<td>–10.24</td>
</tr>
<tr>
<td>BLZ-945</td>
<td>–9.58</td>
</tr>
<tr>
<td>Chiauranib</td>
<td>–8.49</td>
</tr>
<tr>
<td>Dovitinib</td>
<td>–8.38</td>
</tr>
<tr>
<td>Edicotinib</td>
<td>–7.35</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="fig3" position="float">
<label>Figure 3</label>
<caption>
<p>Word cloud illustrating the correlation of CSF1R amino acid residue and its interaction with CSF1R inhibitors. All 7 inhibitors interacted with Leu588 and subsequently with Met637 determining target specificity</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="etat-04-1002164-g003.tif" />
</fig>
</sec>
<sec id="s4">
<title>Discussion</title>
<p id="p-11">DCC-3014, ARRY-382, BLZ-945, and sorafenib (multikinase inhibitor) bind CSF1R kinase with the lowest binding energies, exhibiting strong structural stability (<xref ref-type="table" rid="t2">Table 2</xref>) making them promising leads. Contrary to its fame in trials as a potent, oral brain penetrant CSF1R inhibitor, edicotinib exhibits weak binding at CSF1R kinase releasing a high binding energy. This warrants further investigation as it implicates an alternate mechanism of action. The CSF1R inhibitors with the lowest binding energies are the most stable [<xref ref-type="bibr" rid="B43">43</xref>] and thus, the most potent binders of the kinase domain of CSF1R.</p>
<p id="p-12">Evidence suggests quinolone derivatives, carboxamides, and pyrimidines are potent inhibitors [<xref ref-type="bibr" rid="B39">39</xref>] which are in concordance with the findings of the <italic>in silico</italic> study performed (<xref ref-type="fig" rid="fig4">Figures 4</xref>–<xref ref-type="fig" rid="fig10">10</xref>). The binding affinities varied and significant molecular interactions with essential residues have been highlighted as a strategic approach for targeted cancer drug development. Similarly, 7 CSF1R inhibitors were docked to analyze their molecular mechanism of action which has been described in detail below.</p>
<sec id="t4-1">
<title>DCC 3014: vimseltinib</title>
<p id="p-13">TGCT is a morbid benign tumour that rarely metastasizes in lungs and lymph nodes resulting in death within a median of 21.5 months post-diagnosis of malignancy. Where pexidartinib has received FDA approval for TGCT, it is implicated with drug-limiting liver toxicity. This led to drug screening and the discovery of DCC-3014 which inhibits CSF1R with an IC<sub>50</sub> of 3.7 nmol/L [<xref ref-type="bibr" rid="B44">44</xref>]. Human osteoclast precursor cells require CSF1 or receptor activator of nuclear factor kappa B ligand for differentiation [<xref ref-type="bibr" rid="B44">44</xref>]. In an <italic>in vitro</italic> assay, DCC-3014 blocked osteoclast differentiation and maturation with an IC<sub>50</sub> of 9.3 nmol/L [<xref ref-type="bibr" rid="B44">44</xref>]. The drug exhibits a safe and efficacious pharmacokinetic profile. It is highly aqueous with minimal inhibition of drugs interacting with cytochrome P450 (CYP) enzymes or human Ether-à-go-go-Related Gene (hERG) channel, marking its stability in liver microsomes and low risk of QT interval (Q and T electrical rhythm of the heart) prolongation [<xref ref-type="bibr" rid="B44">44</xref>]. Proven pre-clinical efficacy has encouraged further investigation where it has shown a decline in the tumour burden of TGCT patients [<xref ref-type="bibr" rid="B45">45</xref>]. It disrupts autocrine and paracrine signalling between inflammatory and TGCT cells [<xref ref-type="bibr" rid="B45">45</xref>].</p>
<p id="p-14">A dose escalation study for TGCT has shown 30 mg for 5 days as a loading dose with a repetition of 30 mg twice weekly in cycles of 28 days to decrease non-classical monocytes [<xref ref-type="bibr" rid="B45">45</xref>]. Symptomatic improvements were observed in terms of pain, swelling, and range of motion [<xref ref-type="bibr" rid="B45">45</xref>]. Vimseltinib is currently being evaluated in phase I/II as a single agent for TGCT and solid tumours and in combination with anti-programmed death ligand 1 (PD-L1) antibodies against advanced or metastatic sarcomas [<xref ref-type="bibr" rid="B45">45</xref>].</p>
<p id="p-15">Amongst all 7 kinase inhibitors, DCC-3014 binds with the lowest binding energy, having the most stable conformation and proving to be the most promising lead compound in the venture of drug development (<xref ref-type="fig" rid="fig4">Figure 4</xref>). Named vimseltinib, findings of phase I clinical trials demonstrate it to be a well-tolerated oral drug in patients with advanced sarcoma and TGCT [<xref ref-type="bibr" rid="B44">44</xref>]. DCC-3014 interacts with Met637, exhibiting exceptional target specificity. The kinase selectivity pocket differs by a single residue at Met637 for CSF1R and Leu644 for tyrosine-protein kinase KIT (c-KIT) [<xref ref-type="bibr" rid="B14">14</xref>]. The drug targets the JMD and maintains the kinase in an autoinhibitory conformation by binding with Trp550 which stabilizes the activation loop in a DFG-out conformation [<xref ref-type="bibr" rid="B44">44</xref>]. Vimseltinib (DCC-3014) is thus termed a selective switch-control CSF1R inhibitor [<xref ref-type="bibr" rid="B44">44</xref>]. Moreover, it is not a substrate of the P-glycoprotein efflux pump as it strongly binds with Cys666 which is a residue of the ATP binding site, thus evading one of the most significant drug resistance mechanisms, making it a promising drug candidate against cancers overexpressing CSF1R.</p>
<fig id="fig4" position="float">
<label>Figure 4</label>
<caption>
<p>Docked structure of CSF1R kinase domain with small molecule multikinase inhibitor, DCC-3014 (left: 2D and right: 3D) in which interacting residues are depicted as balls colored according to the type of interaction. H: hydrogen</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="etat-04-1002164-g004.tif" />
</fig>
</sec>
<sec id="t4-2">
<title>ARRY-382</title>
<p id="p-16">ARRY-382 is being evaluated for ovarian cancer, triple-negative breast cancer, head and neck squamous cell cancer, bladder cancer, metastatic colorectal cancer, pancreatic ductal adenocarcinoma, gastric cancer, advanced unresectable melanoma, advanced PD-L1 positive non-small cell lung cancer (NSCLC). Having a maximum tolerated dose (MTD) of 300 mg in combination with pembrolizumab, the trial has reported limited clinical benefits in addition to patients experiencing dose-limiting toxicities exhibiting an increase in transaminases (10.5–83.3%) and increased creatine phosphokinase (18.2–50.0%) [<xref ref-type="bibr" rid="B46">46</xref>].</p>
<p id="p-17">ARRY-382 exhibits promising pharmaceutical potential (IC<sub>50</sub> = 9 nmol/L) [<xref ref-type="bibr" rid="B47">47</xref>] as it interacts with Cys666, Thr663, and Met637. Where Met637 interaction indicates high target specificity, strong interaction with Cys666 shows that it also evades the p-glycoprotein efflux pump. Thr663 is known to be a gatekeeper residue [<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B42">42</xref>]. The drug interacts with Trp550 as well as Tyr665, exhibiting similar efficacy as well as the mechanism of action of the prototypic CSF1R inhibitor—pexidartinib [<xref ref-type="bibr" rid="B39">39</xref>]. Additionally, it binds with Asp796 which stabilizes the DFG-out conformation of the activation loop, further stabilizing the autoinhibitory conformation of CSF1R kinase. The van der Waals forces are generated by the hydrophobic pocket formed by Val596, Ala614, Lys616, Val647, Thr663, and Leu785 [<xref ref-type="bibr" rid="B47">47</xref>]. The salt bridge is not conserved amongst Glu633 and Lys616, which causes CSF1R to be catalytically inactive (<xref ref-type="fig" rid="fig5">Figure 5</xref>).</p>
<fig id="fig5" position="float">
<label>Figure 5</label>
<caption>
<p>Docked structure of CSF1R kinase domain with small molecule multikinase inhibitor, ARRY-382 (left: 2D and right: 3D)</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="etat-04-1002164-g005.tif" />
</fig>
</sec>
<sec id="t4-3">
<title>Sorafenib</title>
<p id="p-18">Sorafenib interacts with Met637, exhibiting ligand-binding specificity. However, it maintains an autoinhibitory conformation by interacting with different residues forming a hydrophobic pocket of Val647, Val596, and Ala614. It forms a strong Pi-sigma bond with Leu588 and Met637 which are residues determining surface specificity. It regulates the activation loop to maintain CSF1R kinase in an autoinhibitory conformation by forming a conventional hydrogen bond with the Asp670. It evades the P-glycoprotein efflux pump, exhibiting great cellular potency, which is determined via its Pi-Pi interactions with Tyr665 (<xref ref-type="fig" rid="fig6">Figure 6</xref>).</p>
<fig id="fig6" position="float">
<label>Figure 6</label>
<caption>
<p>Docked structure of CSF1R kinase domain with small molecule multikinase inhibitor, sorafenib (left: 2D and right: 3D)</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="etat-04-1002164-g006.tif" />
</fig>
<p id="p-19">Being a multikinase inhibitor, sorafenib inhibits cell proliferation as well as angiogenesis by inhibiting rapidly accelerated fibrosarcoma (RAF), vascular endothelial growth factor (VEGF), and platelet-derived growth factor (PDGF) pathways in addition to CSF1R. Associated with wide-ranging adverse effects, it showed 3 months longer median survival for hepatocellular carcinoma (HCC) than those given placebo [<xref ref-type="bibr" rid="B48">48</xref>], however, recent phase III trial has given camrelizumab (C) plus rivoceranib precedence over sorafenib for HCC based on significantly prolonged progression-free survival (PFS), overall survival (OS) and overall response rate (ORR) [<xref ref-type="bibr" rid="B49">49</xref>]. Nevertheless, it received FDA approval in 2006 for renal cell carcinoma after exhibiting a two-fold increase in PFS [<xref ref-type="bibr" rid="B50">50</xref>].</p>
</sec>
<sec id="t4-4">
<title>BLZ-945</title>
<p id="p-20">Sotuletinib (BLZ945) is a brain-penetrant, oral CSF1R inhibitor that has demonstrated a reduction in TAM recruitment, tumour growth, and resistance to programmed cell death 1 (PD-1) inhibitors in animal models of intracranial glioblastoma multiforme (GBM). Recommended phase II dose (RP2D) is 1,200 mg/day (4 days on/10 days off) for single-agent BLZ945. The MTD was 700 mg/day (4 days on/10 days off) for BLZ945 + spartalizumab (anti-PD-1 antibody) in patients having cancers with upregulated TAMs including GBM and pancreatic cancer [<xref ref-type="bibr" rid="B51">51</xref>]. Dose-limiting toxicities (DLTs) included elevated hepatic enzymes whereas grade 3 adverse events increased in the combination arm as opposed to monotherapy [<xref ref-type="bibr" rid="B51">51</xref>]. The drug causes TAM depletion concomitant with CD8<sup>+</sup> infiltration which has been observed in breast cancer cell lines as well as cervical cancer cell lines [<xref ref-type="bibr" rid="B51">51</xref>].</p>
<p id="p-21">The most potent CSF1R inhibitor BLZ-945 (IC<sub>50</sub> = 1.2 nmol/L) exhibits carbon-hydrogen (C-H) interaction with gatekeeper residue Thr663 and ATP-binding site residue Cys666. An <italic>in vivo</italic> study demonstrated that CSF1R inhibitors show exceptional cellular potency [50% effective concentration (EC<sub>50</sub>) = 0.104–0.245 µmol/L] [<xref ref-type="bibr" rid="B52">52</xref>]. These drugs have a p-glycoprotein efflux ratio &lt; 2, suggesting that these are not substrates of p-glycoprotein [multidrug resistance protein 1 (MDR-1)]. Therefore, the drug is being analyzed in a positron emission tomography (PET) imaging technique of CSF1R in the brain [<xref ref-type="bibr" rid="B52">52</xref>]. BLZ-945 forms a Pi-sulphur bond with Met637, highlighting its distinct selectivity and inhibitory potential. However, prolonged exposure has shown resistance that develops due to hyperactivation of PI3K which can be overcome using combination therapy [<xref ref-type="bibr" rid="B53">53</xref>]. Moreover, it interacts within the hydrophobic pocket formed by Val596, Ala614, Val647, Leu785, as well as Lys616. The Glu633 and Lys616 salt bridge is not conserved which maintains CSF1R in an inactive conformation. Moreover, it forms an alkyl bond with Phe797 of the DFG motif which stabilizes the activation loop in an inactive state (<xref ref-type="fig" rid="fig7">Figure 7</xref>).</p>
<fig id="fig7" position="float">
<label>Figure 7</label>
<caption>
<p>Docked structure of CSF1R kinase domain with small molecule multikinase inhibitor, BLZ-945 (left: 2D and right: 3D)</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="etat-04-1002164-g007.tif" />
</fig>
</sec>
<sec id="t4-5">
<title>Chiauranib</title>
<p id="p-22">Chiauranib inhibits tumor angiogenesis, tumor cell mitosis, and chronic inflammatory microenvironment by targeting angiogenesis-related kinases [VEGF receptor 2 (VEGFR2), VEGFR1, VEGFR3, PDGF receptor alpha (PDGFRα), and c-KIT], mitosis-related kinase Aurora B and chronic inflammation related kinase CSF1R [<xref ref-type="bibr" rid="B54">54</xref>]. Chiauranib binds with Met637 and Leu588, exhibiting specificity, and Cys666, depicting evasion of drug resistance via p-glycoprotein efflux pump. Exhibiting exceptional specificity, it has limited off-kinase effects demonstrating better clinical safety and efficacy against relapsed or refractory small cell lung cancer (SCLC). Currently, in the phase 3 trial for SCLC, the drug is being examined at an oral dose of 500 mg once daily, 21 days as a cycle until disease progression (NCT04830813). It interacts within the hydrophobic pocket formed by Val596, Phe797, Leu785, Glu633, and Val647 and maintains CSF1R kinase in a DFG-out conformation by binding with Phe797, stabilizing it in an autoinhibitory conformation. Pi-Pi interactions with Trp550 stabilize the activation loop in an inactive conformation, making it a potent inhibitor (<xref ref-type="fig" rid="fig8">Figure 8</xref>). Recent phase III trials suggest a single-digit nanomolar range of IC<sub>50</sub> [<xref ref-type="bibr" rid="B55">55</xref>].</p>
<fig id="fig8" position="float">
<label>Figure 8</label>
<caption>
<p>Docked structure of CSF1R kinase domain with small molecule multikinase inhibitor, chiauranib (left: 2D and right: 3D)</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="etat-04-1002164-g008.tif" />
</fig>
</sec>
<sec id="t4-6">
<title>Dovitinib</title>
<p id="p-23">Dovitinib is a multi-kinase inhibitor that interacts with Met637, indicating its avidity for CSF1R. It forms a hydrogen bond with the activation loop residue Asp796, thus stabilizing the DFG-out conformation (<xref ref-type="fig" rid="fig9">Figure 9</xref>) which is essential for maintaining an autoinhibitory state of the protein. Moreover, interactions with Thr663 and Cys666 have been observed, indicative of its promising therapeutic potential in terms of exhibiting better cellular potency as well as evading resistance mechanisms. It exhibits similar interactions of the aforementioned kinase inhibitors forming a hydrophobic pocket by Leu785, Ala614, Val695, Val647, and Ile636. Moreover, the salt bridge interaction is hindered rendering the catalytic activity ineffective whereas the hydrophobic interaction aids prolonged drug-receptor binding.</p>
<fig id="fig9" position="float">
<label>Figure 9</label>
<caption>
<p>Docked structure of CSF1R kinase domain with small molecule multikinase inhibitor, dovitinib (left: 2D and right: 3D)</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="etat-04-1002164-g009.tif" />
</fig>
<p id="p-24">Recent evidence shows dovitinib inhibits topoisomerase I and II by adjusting within the minor groove of the DNA and preventing decatenation elicited by topoisomerase [<xref ref-type="bibr" rid="B56">56</xref>]. The findings have been confirmed via molecular docking as well as DNA cleavage assays. Currently, in the phase III trial for renal cell carcinoma and phase II trial for breast cancer, dovitinib has shown promising potential for solid tumours with an IC<sub>50</sub> of 36 nmol/L against CSF1R [<xref ref-type="bibr" rid="B57">57</xref>]. <italic>In vitro</italic> studies declared dovitinib as an intense anti-proliferative agent against glioma [<xref ref-type="bibr" rid="B57">57</xref>]. However, clinical trials have reported various adverse effects due to which the drug has not been FDA-approved yet.</p>
</sec>
<sec id="t4-7">
<title>Edicotinib</title>
<p id="p-25">Edicotinib (JNJ-40346527), chiauranib, and sorafenib are carboxamides that are in clinical trials for various cancers. Chiauranib and sorafenib are multikinase inhibitors whereas edicotinib is a selective CSF1R inhibitor. Surprisingly, edicotinib interacts via alkyl bonds (<xref ref-type="fig" rid="fig10">Figure 10</xref>) with no interaction with residues determining specificity (Met637) or therapeutic potential (Thr663, Cys666). Edicotinib has an IC<sub>50</sub> of 3.2 nmol/L which is contrary to the results exhibited by molecular docking [<xref ref-type="bibr" rid="B58">58</xref>]. This suggests that the brain-penetrant CSF1R inhibitor edicotinib binds at a site other than the kinase domain of CSF1R warranting further investigation.</p>
<fig id="fig10" position="float">
<label>Figure 10</label>
<caption>
<p>Docked structure of CSF1R kinase domain with small molecule multikinase inhibitor, edicotinib (left: 2D and right: 3D)</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="etat-04-1002164-g010.tif" />
</fig>
<p id="p-26">Targeted receptor inhibition and drug efficacy is determined via various pharmacokinetic factors including binding energy and IC<sub>50</sub>. Binding energy highlights drug-receptor binding, structural affinity, and/or lead-target conformational stability. It determines the strength of interaction between the lead molecule and target receptor, thereby playing an essential role in lead optimization and subsequently, drug development. It is calculated via various computational methods and requires apt simulations to derive accurate results.</p>
<p id="p-27">IC<sub>50</sub> is validated by <italic>in vitro</italic> methods using cell lines. Determining the correlation between <italic>in silico</italic> binding energies and IC<sub>50</sub> values is governed by the accuracy of computational methods employed as well as cell line authenticity. Generally, a strong correlation between IC<sub>50</sub> and binding energies is suggestive of the accuracy of computational methods employed in predicting binding energies, which conforms with the findings of this study, thus validating the methodology. DCC-3014 (vimseltinib), ARRY-382, and BLZ-945 are selective CSF1R inhibitors having the lowest binding energies which elucidates their strong structural affinity and conformational stability with the target kinase. The concomitant IC<sub>50</sub> values are in concordance with the predicted binding energies which confirm the reliability of the docking methodology elicited.</p>
<p id="p-28">In conclusion, molecular docking comprises three major steps, namely target identification, lead generation elicited via high throughput screening, and lead optimization. Similar to the results of <italic>in vitro</italic> and <italic>in vivo</italic> analysis, <italic>in silico</italic> analysis cannot be solely used for determining drug efficacy, however, computational modelling can predict the promising potential of leads in a time-efficient and cost-effective manner.</p>
<p id="p-29">The <italic>in silico</italic> findings evaluate target receptor CSF1R kinase binding sites and subsequently elucidate the downstream effects emerging due to drug inhibition by interacting with particular amino acid residues forming these sites. The authenticity and reliability of the computational docking employed have been refined via docking protocols, as well as by a comparative analysis elicited between <italic>in silico</italic> findings and results reported by peer-reviewed <italic>in vitro</italic> studies as well as clinical trials. The study analysis concludes that Met637-bound drugs with the lowest binding energies show exceptional conformational stability and have lesser off-site adverse effects. Similarly, molecular drug interactions with the hydrophobic pocket of CSF1R formed by Val596, Ala614, Val647, Leu785, and Lys616 help determine pharmacodynamic parameters including potency, dosing and administration. According to this study, the leads DCC-3014, ARRY-382 and BLZ-945 exhibit promising potential as pharmaceutical drugs based on their pharmacokinetic and pharmacodynamic properties analysed computationally.</p>
<p id="p-30">This study contributes to a better understanding of CSF1R kinase aberrancy in cancer, the promising potential in targeting it, and subsequently reprogramming TAMs to disrupt the tumour microenvironment.</p>
</sec>
</sec>
</body>
<back>
<glossary>
<title>Abbreviation</title>
<def-list>
<def-item>
<term>3D</term>
<def>
<p>3-dimensional</p>
</def>
</def-item>
<def-item>
<term>CSF1</term>
<def>
<p>colony stimulating factor-1</p>
</def>
</def-item>
<def-item>
<term>CSF1R</term>
<def>
<p>colony-stimulating factor-1 receptor</p>
</def>
</def-item>
<def-item>
<term>DFG</term>
<def>
<p>Asp-Phe-Gly</p>
</def>
</def-item>
<def-item>
<term>FDA</term>
<def>
<p>Food and Drug Administration</p>
</def>
</def-item>
<def-item>
<term>IC<sub>50</sub></term>
<def>
<p>half maximal inhibitory concentration</p>
</def>
</def-item>
<def-item>
<term>JMD</term>
<def>
<p>juxtamembrane domain</p>
</def>
</def-item>
<def-item>
<term>Socs1</term>
<def>
<p>suppressor of cytokine signalling family protein 1</p>
</def>
</def-item>
<def-item>
<term>STAT</term>
<def>
<p>signal transducer and activator of transcription</p>
</def>
</def-item>
<def-item>
<term>TAMs</term>
<def>
<p>tumor-associated macrophages</p>
</def>
</def-item>
<def-item>
<term>TGCT</term>
<def>
<p>tenosynovial giant cell tumour</p>
</def>
</def-item>
<def-item>
<term>VEGFR2</term>
<def>
<p>vascular endothelial growth factor receptor 2</p>
</def>
</def-item>
</def-list>
</glossary>
<sec id="s5">
<title>Declarations</title>
<sec>
<title>Author contributions</title>
<p>ZA: Conceptualization, Writing—original draft, Writing—review &amp; editing, Investigation, Methodology. RPG: Supervision, Writing—review &amp; editing. AR: Project administration. ZR: Data curation, Software, Validation.</p>
</sec>
<sec sec-type="COI-statement">
<title>Conflicts of interest</title>
<p>The authors declare that they have no conflicts of interest.</p>
</sec>
<sec>
<title>Ethical approval</title>
<p>Not applicable.</p>
</sec>
<sec>
<title>Consent to participate</title>
<p>Not applicable.</p>
</sec>
<sec>
<title>Consent to publication</title>
<p>Not applicable.</p>
</sec>
<sec sec-type="data-availability">
<title>Availability of data and materials</title>
<p>Not applicable.</p>
</sec>
<sec>
<title>Funding</title>
<p>Not applicable.</p>
</sec>
<sec>
<title>Copyright</title>
<p>© The Author(s) 2023.</p>
</sec>
</sec>
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