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<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.2023.1223931</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: Insights in systems endocrinology: 2021</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Seldin</surname>
<given-names>M.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/321710"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Stefanovski</surname>
<given-names>D.</given-names>
</name>
<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/567855"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>The Department of Biological Chemistry, University of California, Irvine</institution>, <addr-line>Irvine, CA</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Clinical Studies - New Bolton Center, School of Veterinary Medicine, University of Pennsylvania</institution>, <addr-line>Philadelphia, PA</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited and Reviewed by: Ruth Andrew, University of Edinburgh, United Kingdom</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: M. Seldin, <email xlink:href="mailto:mseldin3@gmail.com">mseldin3@gmail.com</email>; D. Stefanovski, <email xlink:href="mailto:sdarko@vet.upenn.edu">sdarko@vet.upenn.edu</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>07</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1223931</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>05</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>06</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Seldin and Stefanovski</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Seldin and Stefanovski</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/research-topics/27761" ext-link-type="uri">Editorial on the Research Topic <article-title>Insights in systems endocrinology: 2021</article-title>
</related-article>
<kwd-group>
<kwd>systems biology</kwd>
<kwd>big data</kwd>
<kwd>machine learning</kwd>
<kwd>mathematical modeling</kwd>
<kwd>systems endocrinology</kwd>
</kwd-group>
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<fig-count count="0"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="0"/>
<page-count count="2"/>
<word-count count="346"/>
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<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Systems Endocrinology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<p>Systems endocrinology is a rapidly growing field that leverages novel methodologies such as systems biology, big data, and machine learning to broaden our understanding of the complex interaction of hormones and their action on regulating normal physiological function as well as the etiology of complex diseases such as diabetes, obesity, heart disease, and many others. With this Research Topic of Systems Endocrinology, we attempted to illustrate the breadth of the field. Starting from the top level (populations of individuals) and ending on the molecular level, this Research Topic highlights the work of four international groups.</p>
<p>Starting from the most extensive system level (multiple cohorts of subjects), the article by <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fendo.2023.1144838">Zhou et&#xa0;al.</ext-link> presents the systematic review and meta-analysis of studies dealing with the effects of SGLT2i in comparison to other antihyperglycemic drugs and their impact on hepatic fibrosis and steatosis. This study highlighted the diversity of drug responsiveness, where liver outcomes differed in categories such as patient age. Then, moving down to the level of a single endocrine system, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fendo.2022.966305">Morettini et&#xa0;al.</ext-link> present a novel model of the effect of amino acids on insulin kinetics. Here, the authors implemented a simple model to capture glucose tolerance test dynamics in response to amino acid changes, where AA-mediated increases in insulin secretion were not predicted to be significantly impacted by T2D status. Expanding on models of metabolic homeostasis, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fendo.2022.1044775">Shi et&#xa0;al.</ext-link> performed a pathway-informed analysis of potential resveratrol target genes which were relevant for impacting preeclampsia. By integrating several datasets using gene ontology, keg, PPI and molecular docking approaches, several key driver pathways were elucidated, such as RAGE and HIF1a. Finally, to capture the complexity of inter-organ signaling in the context of large-scale datasets, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fendo.2022.949061">Bankier and Michoel</ext-link> present an elegant review detailing usage of eQTLs in guiding hormone signaling and tissue coordination.</p>
<p>In sum, these studies reflect the diversity of approaches and methods to utilize systems-based approaches in investigation of endocrinology.</p>
<sec id="s1" sec-type="author-contributions">
<title>Author contributions</title>
<p>All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication.</p>
</sec>
</body>
<back>
<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>
</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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