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<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>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fendo.2024.1388849</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Endocrinology</subject>
<subj-group>
<subject>Editorial</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Editorial: Macromolecular interactions in signaling pathways: from classical approaches to virtual reality</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Leopoldo</surname>
<given-names>Marcello</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Contino</surname>
<given-names>Marialessandra</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/131066"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Maudsley</surname>
<given-names>Stuart</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/69984"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Vrecl</surname>
<given-names>Milka</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
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<uri xlink:href="https://loop.frontiersin.org/people/31624"/>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of Pharmacy - Drug Sciences, University of Bari Aldo Moro</institution>, <addr-line>Bari</addr-line>, <country>Italy</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Receptor Biology Lab, University of Antwerp</institution>, <addr-line>Antwerp</addr-line>, <country>Belgium</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Veterinary Faculty, Institute of Preclinical Sciences, University of Ljubljana</institution>, <addr-line>Ljubljana</addr-line>, <country>Slovenia</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited and Reviewed by: Pierre De Meyts, Universit&#xe9; catholique de Louvain, Belgium</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Milka Vrecl, <email xlink:href="mailto:milka.vrecl@vf.uni-lj.si">milka.vrecl@vf.uni-lj.si</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>02</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1388849</elocation-id>
<history>
<date date-type="received">
<day>20</day>
<month>02</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>02</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Leopoldo, Contino, Maudsley and Vrecl</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Leopoldo, Contino, Maudsley and Vrecl</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>    <related-article id="RA1" related-article-type="commentary-article" xlink:href="https://www.frontiersin.org/researchtopic/18466" ext-link-type="uri">Editorial on the Research Topic <article-title>Macromolecular interactions in signaling pathways: from classical approaches to virtual reality</article-title>
</related-article>
<kwd-group>
<kwd>GPCRs</kwd>
<kwd>signal transduction</kwd>
<kwd>protein-protein interactions</kwd>
<kwd>dimerization</kwd>
<kwd>internalization</kwd>
</kwd-group>
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<page-count count="2"/>
<word-count count="580"/>
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<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Molecular and Structural Endocrinology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<p>This Research Topic aimed to provide an overview of methodological approaches to the study of protein-protein interactions (PPIs) and to shed light on the complex architecture of the transmembrane receptor signaling interactome that enables the propagation, amplification, and modulation of signals that ultimately lead to cellular responses. The focus was on advances in biophysical methods for monitoring PPIs in living cells, receptor oligomerization, bioinformatics, and computational tools for predicting PPIs, as well as experimental challenges and future trends in PPI research. A selection of review and original research articles was compiled focusing on homo-/heteromerization of G protein-coupled receptors (GPCRs) (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fendo.2022.931573">Dale et&#xa0;al.</ext-link>; <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fendo.2022.825195">Nemoto et&#xa0;al.</ext-link>; <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fendo.2022.892668">Treppiedi et&#xa0;al.</ext-link>) and methodological challenges in the study of constitutively active orphan GPCRs (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fendo.2022.862940">Mavri et&#xa0;al.</ext-link>). The review article by <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fendo.2022.931573">Dale et&#xa0;al.</ext-link> discusses the importance of GPCR heteromerization for receptor pharmacology and physiology, the methodological approaches for monitoring heteromer formation/identification and the criteria that a heteromer must meet to be recognized as physiologically relevant. In addition, methods for validation of heteromers are presented to detect: <italic>i</italic>) proximity of receptor promoters, <italic>ii</italic>) distinct biochemical properties of heteromers, and <italic>iii</italic>) disruption of heteromer function. The study by <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fendo.2022.825195">Nemoto et&#xa0;al.</ext-link> then reports on the development of a user-friendly and freely accessible GPCR&#x2013;GPCR interacting pair predictor (GGIP) web server (https://protein.b.dendai.ac.jp/GGIP/). The article also discusses examples of applications for GGIP, with a focus on analyzing disease-associated mutations that potentially affect GPCR&#x2013;GPCR interactions. The third article dealing with homo-/heteromerization of GPCRs is from <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fendo.2022.892668">Treppiedi et&#xa0;al.</ext-link> and examines the existence and physiological significance of homo- and heteromerization of somatostatin receptors (SSTs) in the pituitary gland, including the role of the SST<sub>2</sub>- and SST<sub>5</sub>-binding partner, i.e. the actin-binding protein filamin A (FLNA), in this process. They employed the proximity ligation assay for <italic>in situ</italic> visualization and quantification of SST<sub>2</sub>/SST<sub>5</sub> dimerization in rat pituitary GH-secreting (GH3) cells and in human melanoma cells, A7 (FLNA-expressing) and M2 (FLNA-deficient). In all three cell lines, SST<sub>2</sub>/SST<sub>5</sub> homo- and heteromerization was observed, with FLNA regulating the formation of heterodimers and the SST<sub>2</sub> and SST<sub>5</sub> agonist-induced intracellular trafficking.</p>
<p>Finally, the original article by <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fendo.2022.862940">Mavri et&#xa0;al.</ext-link> reports a comprehensive characterization of BILF1 encoded by human Epstein-Barr virus (EBV) and BILF1 receptors encoded by three porcine lymphotropic herpesviruses (PLHV1-3). Using different cell lines (human embryonic kidney 293 (HEK-293), porcine kidney 15 (PK-15) and CRISPR/Cas9-modified HEK-293A pan-knockout cells) and experimental <italic>in vitro</italic> approaches, PLHVs were characterized with respect to their localization, constitutive signaling and internalization as well as their ability to downregulate MHC-I. PLHV1 was also detected in lymphatic tissue from pigs with post-transplant lymphoproliferative disease (PTLD), providing initial evidence that pigs infected with PLHV1 could serve as an <italic>in vivo</italic> model for the study of PTLD.</p>
<p>Taken together, it can be summarized that proximity-based biophysical methods continue to be extensively employed in PPI research. In addition, there is a burgeoning trend towards utilizing&#xa0;computational methods for predicting interacting partners&#xa0;as&#xa0;well&#xa0;as different cell-based assays to validate potential interaction&#xa0;partners in an appropriate physiological environment. Unfortunately, integration of <italic>in vitro, in cellula</italic> and <italic>in vivo</italic> models along with AI (artificial intelligence) was not sufficiently addressed in this Research Topic.</p>
<sec id="s1" sec-type="author-contributions">
<title>Author contributions</title>
<p>ML: Writing &#x2013; review &amp; editing. MC: Writing &#x2013; review &amp; editing. SM: Writing &#x2013; review &amp; editing. MV: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgments</title>
<p>ML, MV and MC participated in the European COST Action CA 18133 (ERNEST) and this collection was compiled in cooperation with ERNEST.</p>
</ack>
<sec id="s2" 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>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec id="s3" 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>
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