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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Ecol. Evol.</journal-id>
<journal-title>Frontiers in Ecology and Evolution</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Ecol. Evol.</abbrev-journal-title>
<issn pub-type="epub">2296-701X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fevo.2024.1409743</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Ecology and Evolution</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Evolution of regulatory mechanisms underlying nutrition-responsive plasticity in insects</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Casasa</surname>
<given-names>Sofia</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2703398"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<institution>Department of Biology, Boston University</institution>, <addr-line>Boston, MA</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Smadar Ben-Tabou De-Leon, University of Haifa, Israel</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Christen Kerry Mirth, Monash University, Australia</p>
<p>Clare C. Rittschof, University of Kentucky, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Sofia Casasa, <email xlink:href="mailto:ascasasa@bu.edu">ascasasa@bu.edu</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>21</day>
<month>06</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1409743</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>03</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>06</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Casasa</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Casasa</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Phenotypic plasticity is a fundamental property of developing organisms and is thought to play an important role in diversification. Plastic responses themselves are remarkably diverse and respond to a wide range of environmental factors. Here I focus on plasticity in response to variation in nutrition in insects since 1) nutrition is a widespread factor that impacts most organisms, and 2) insects are important models to study phenotypic plasticity. First, I provide a brief overview of our current mechanistic understanding of the regulation of nutritionally cued plasticity in insects, in both traditional as well as emerging model systems. Then, I explore evolutionary mechanisms enabling the diversification of regulation across taxa, emphasizing the role of gene duplication and gene regulatory network co-option. Furthermore, I examine nutrition-responsive phenotypes as suites of multiple traits that develop in a coordinated manner. I argue that understanding how these traits are integrated at the molecular level can shed light on the evolution of complex phenotypes. Finally, I discuss potential challenges and opportunities to further our understanding of nutrition-responsive plasticity, its regulation, and its evolution.</p>
</abstract>
<kwd-group>
<kwd>developmental plasticity</kwd>
<kwd>nutrition</kwd>
<kwd>insects</kwd>
<kwd>evolution</kwd>
<kwd>regulatory mechanisms</kwd>
<kwd>polyphenism</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="87"/>
<page-count count="7"/>
<word-count count="3673"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Evolutionary Developmental Biology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Developmental plasticity is a fundamental process that allows organisms to adjust their phenotype during development in response to variable environmental conditions. The degree to which phenotypes respond to environmental factors varies across individuals, populations, and species. Traits may change as a response to an environmental factor in a continuous manner yet in extreme cases, discrete phenotypes, or polyphenisms, are produced (<xref ref-type="bibr" rid="B84">West-Eberhard, 2003</xref>). Various environmental factors often have an effect on development, and in many instances multiple environmental inputs act in a concerted manner to achieve a highly regulated phenotypic response (<xref ref-type="bibr" rid="B69">Shingleton et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B43">Lin et&#xa0;al., 2018</xref>). One of the most widespread environmental factors that can impact development is nutrition (<xref ref-type="bibr" rid="B47">Moczek, 1998</xref>; <xref ref-type="bibr" rid="B35">Karino et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B69">Shingleton et&#xa0;al., 2009</xref>). Plasticity in response to nutrition is present in diverse taxa, from insects to plants and humans (<xref ref-type="bibr" rid="B65">Schlichting, 1986</xref>; <xref ref-type="bibr" rid="B53">Moore et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B77">Teleman et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B76">Tchokponhou&#xe9; et&#xa0;al., 2019</xref>). In some cases, nutrition is the sole environmental factor, whereas in others it acts in concert with a suite of environmental factors that elicit a specific phenotypic response (e.g. in combination with population density, social environment or temperature; <xref ref-type="bibr" rid="B5">Brian, 1979</xref>; <xref ref-type="bibr" rid="B69">Shingleton et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B66">Serobyan et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B19">Deem et&#xa0;al., 2024</xref>).</p>
<p>Insects have emerged as models to understand the regulation and evolution of plasticity, in part due to the feasibility and amenability of tools available, but also due to the enormous diversity of plastic responses they exhibit (<xref ref-type="bibr" rid="B24">Fjerdingstad and Crozier, 2006</xref>; <xref ref-type="bibr" rid="B49">Moczek, 2010</xref>; <xref ref-type="bibr" rid="B11">Casasa et&#xa0;al., 2017</xref>). Insights from <italic>Drosophila</italic> have elucidated many genetic and genomic mechanisms of plasticity, and studies of diverse insect species have continued to reveal the evolution of these responses. In this review, I summarize recent advances on the genetic and genomic mechanisms of developmental plasticity in response to nutrition across diverse insects. Then, I examine how these mechanisms have evolved, focusing on gene duplication, and gene network co-option. Finally, I emphasize the need to study the regulation of complex suites of environmentally sensitive traits, in particular how they are integrated during development.</p>
</sec>
<sec id="s2">
<title>Molecular mechanisms of nutritional plasticity across insects</title>
<p>The insulin/insulin-like growth factor signaling pathway (IIS) is key in regulating phenotypic changes in response to nutrition. This pathway is conserved across organisms, from yeast to vertebrates (<xref ref-type="bibr" rid="B6">Brogiolo et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B4">Barbieri et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B80">Vitali et&#xa0;al., 2018</xref>). In insects, this pathway is known to regulate body size as a function of nutrition, as well as tissue-specific relative size (<xref ref-type="bibr" rid="B75">Stern, 2003</xref>; <xref ref-type="bibr" rid="B68">Shingleton et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B21">Edgar, 2006</xref>; <xref ref-type="bibr" rid="B7">Callier and Nijhout, 2013</xref>; <xref ref-type="bibr" rid="B9">Casasa and Moczek, 2018</xref>). Studies on <italic>Drosophila</italic> have revealed that nutritional conditions during larval development are first detected by cells in the fat body, where the Target of Rapamycin (TOR) pathway detects amino acid levels (reviewed in <xref ref-type="bibr" rid="B39">Koyama and Mirth, 2018</xref>). Consequently, the fat body secretes peptide signals, which are detected by insulin-producing cells in the brain. These cells, in turn, secrete insulin-like peptides (ILPs) into the hemolymph. Across tissues, ILPs bind to the insulin receptor (InR), which activates a signal transduction cascade that promotes growth and proliferation (<xref ref-type="bibr" rid="B6">Brogiolo et&#xa0;al., 2001</xref>).</p>
<p>Beyond <italic>Drosophila</italic>, the IIS pathway has been implicated in mediating nutrition-responsive plasticity across a broad range of insect orders and traits (reviewed in <xref ref-type="bibr" rid="B59">Nijhout and McKenna, 2018</xref>; <xref ref-type="bibr" rid="B83">Weger and Rittschof, 2024</xref>). In the rhinoceros beetle, <italic>Trypoxylus dichotomus</italic> (Coleoptera), growth of exaggerated horns used as weapons depends on nutritional conditions during larval development. This increased sensitivity of horns to nutritional conditions is regulated by the InR, and InR knockdown results in a decrease in horn length (<xref ref-type="bibr" rid="B22">Emlen et&#xa0;al., 2012</xref>). In the butterfly <italic>Precis coenia</italic>, bombyxin, the first discovered insect ILP (discovered in <italic>Bombyx mori</italic>), regulates growth of wing imaginal discs (<xref ref-type="bibr" rid="B58">Nijhout and Grunert, 2002</xref>). In the clonal raider ant, <italic>Ooceraea biroi</italic> (Hymenoptera), the ILP2 is involved in the regulation of reproductive division of labor (<xref ref-type="bibr" rid="B13">Chandra et&#xa0;al., 2018</xref>). Thus, the IIS pathway is a general mechanism that mediates nutrition-responsive plasticity across insects.</p>
<p>In addition to the role of the IIS in mediating nutrition-responsive growth, there are multiple other pathways and insect hormones that have been identified to be involved in this process. For instance, one of the major insect hormones, juvenile hormone (JH), has been implicated in the regulation of stag beetle (<italic>Cyclommatus metallifer</italic>) mandible enlargement (<xref ref-type="bibr" rid="B27">Gotoh et&#xa0;al., 2011</xref>). Moreover, the IIS pathway regulates several downstream pathways and hormones. For example, the IIS pathway is involved in promoting biosynthesis of JH as well as ecdysone, another major insect hormone (<xref ref-type="bibr" rid="B2">Abrisqueta et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B26">Gokhale et&#xa0;al., 2016</xref>). At the same time, these insect hormones also have the ability to regulate the IIS pathway (<xref ref-type="bibr" rid="B15">Colombani et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B46">Mirth et&#xa0;al., 2014</xref>). Overall, the interplay between IIS and other mechanisms is complex, and regulation of nutrition-dependent plasticity involves crosstalk across various hormonal and signaling pathways.</p>
</sec>
<sec id="s3">
<title>Evolution of the mechanisms regulating nutrition-responsive plasticity</title>
<p>Developmentally plastic responses exhibit remarkable diversity across multiple levels of biological organization. Within populations, different traits display different sensitivities to nutritional levels. For instance, sexually selected traits are often extremely sensitive to variation in nutrition and result in exaggerated morphologies in high nutrition males and more moderate ones in low nutrition males (e.g. horns in rhinoceros beetles, <xref ref-type="bibr" rid="B22">Emlen et&#xa0;al., 2012</xref>). Many other traits scale proportionally to body size and are therefore moderately sensitive to nutrition (e.g. wings, legs, etc.; <xref ref-type="bibr" rid="B70">Shingleton et&#xa0;al., 2007</xref>, <xref ref-type="bibr" rid="B71">2008</xref>). Finally, there are traits that are insensitive or buffered from variation in nutrition (e.g. male genitalia; <xref ref-type="bibr" rid="B20">Eberhard, 2009</xref>). These traits display low levels of phenotypic variation across a nutritional gradient, regardless of overall body size. Across populations and species, plastic responses are also diverse (<xref ref-type="bibr" rid="B10">Casasa and Moczek, 2019</xref>). For example, in the red-shouldered soapberry bug, distinct populations vary in the proportion of short- and long-wing morphs (<xref ref-type="bibr" rid="B23">Fawcett et&#xa0;al., 2018</xref>). Similarly, closely related species of onthophagine horned beetles differ in relative horn length and degree of plasticity in response to nutrition. While some species exhibit a moderate degree of horn plasticity, others display either an exaggerated degree or have entirely lost horns and plasticity (<xref ref-type="bibr" rid="B11">Casasa et&#xa0;al., 2017</xref>, <xref ref-type="bibr" rid="B12">2020</xref>). Together, the evolution of plasticity, either in terms of increase or loss of plasticity, greatly contributes to diversity within and among species.</p>
<p>Recently, significant progress has been made in elucidating the molecular and developmental mechanisms that regulate plastic responses in many non-model insects (<xref ref-type="bibr" rid="B22">Emlen et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B86">Xu et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B9">Casasa and Moczek, 2018</xref>; <xref ref-type="bibr" rid="B23">Fawcett et&#xa0;al., 2018</xref>). These insights are paving the way to our understanding of how these mechanisms have evolved. Here I focus on two mechanisms that have contributed to the evolution of the underpinning of nutritionally plastic responses. First, I discuss the role of gene duplication in the evolution of nutrition-responsive plasticity. Then I review our current understanding of the role of gene co-option and gene regulatory network co-option in the evolution of plastic responses.</p>
<p>The duplication of key genes that regulate nutrition-responsive plasticity has contributed to the evolution of the mechanisms underlying plastic responses. The most prominent example is the duplication of the <italic>InR</italic>. Most insect taxa possess two <italic>InR</italic> copies, including ants (<xref ref-type="bibr" rid="B44">Lu and Pietrantonio, 2011</xref>), bees (<xref ref-type="bibr" rid="B18">de Azevedo and Hartfelder, 2008</xref>), brown planthoppers (<xref ref-type="bibr" rid="B86">Xu et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B87">Xu and Zhang, 2017</xref>), horned beetles (<xref ref-type="bibr" rid="B9">Casasa and Moczek, 2018</xref>), and red flour beetles (<xref ref-type="bibr" rid="B64">Sang et&#xa0;al., 2016</xref>). Recent phylogenetic analyses revealed that this duplication occurred around 400 million years ago within basal Insecta and a few losses occurred thereafter, including in Diptera and Lepidoptera (<xref ref-type="bibr" rid="B40">Kremer et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B74">Smykal et&#xa0;al., 2020</xref>). Wingless insects such as silverfish (Zygentoma), some of the most basal insects studied, have a single <italic>InR</italic> copy, whereas basal-winged insects such as mayflies (Ephemeroptera) possess two. Interestingly, other non-insect taxa, including sponges, nematodes and vertebrates, have undergone independent duplications of the <italic>InR</italic> (<xref ref-type="bibr" rid="B74">Smykal et&#xa0;al., 2020</xref>).</p>
<p>The extent to which <italic>InR</italic> duplication contributes to the potential origin and diversification of plastic responses is taxon-specific. In Hemiptera, there have been multiple duplication events of both the <italic>InR1</italic> and <italic>InR2</italic>, in some cases leading to as many as four copies of <italic>InR2</italic> (some cicadellids; <xref ref-type="bibr" rid="B74">Smykal et&#xa0;al., 2020</xref>). The two <italic>InR</italic> copies in the brown planthopper <italic>Nilaparvata lugens</italic> are the primary regulators of wing polyphenism (<xref ref-type="bibr" rid="B86">Xu et&#xa0;al., 2015</xref>), where food quality and population density are the main environmental cues that induce short- and long-winged morphologies (<xref ref-type="bibr" rid="B43">Lin et&#xa0;al., 2018</xref>). Interestingly, <italic>InR1</italic> has a canonical role, whereas <italic>InR2</italic> has the opposing effect and negatively regulates <italic>InR1</italic> (<xref ref-type="bibr" rid="B86">Xu et&#xa0;al., 2015</xref>). Across other hemipteran species the regulation of wing polyphenism has diverged from that of <italic>N. lugens</italic>. For instance, in the linden bug <italic>Pyrrhocoris apterus InR1</italic> was duplicated. Functional genetic analyses revealed that although the role of <italic>InR2</italic> seems conserved across species, <italic>InR1a</italic> plays a similar role to <italic>InR2</italic> in <italic>N. lugens</italic> (<xref ref-type="bibr" rid="B74">Smykal et&#xa0;al., 2020</xref>). In contrast to these studies, where InR plays a key role in the regulation of wing polyphenism, a similar phenotypic response operates differently in the red-shouldered soapberry bug <italic>J. haematoloma.</italic> In this species, knockdown of the Forkhead Box O (Foxo) transcription factor, a negative growth regulator downstream of the InR, results in a shift in frequency towards a larger proportion of short-winged individuals. Thus, Foxo is the main regulator of wing polyphenism in <italic>J. haematoloma</italic> and acts in the opposite manner compared to <italic>N. lugens</italic> (<xref ref-type="bibr" rid="B23">Fawcett et&#xa0;al., 2018</xref>). Beyond Hemiptera, <italic>InR</italic> has also duplicated in termites, cockroaches and stick insects, and expression of the three paralogs differs among termite castes of three species (<xref ref-type="bibr" rid="B40">Kremer et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B74">Smykal et&#xa0;al., 2020</xref>). Yet whether different <italic>InR</italic> copies have a role in termite caste determination has yet to be functionally tested. In <italic>Onthophagus</italic> horned beetles neither of the two <italic>InR</italic> copies seem to have a role in the regulation of the male horn polyphenism (<xref ref-type="bibr" rid="B9">Casasa and Moczek, 2018</xref>), although in the rhinoceros beetle <italic>Trypoxylus dichotomus</italic>, the single <italic>InR</italic> does play a role in regulating horn growth in response to nutrition (<xref ref-type="bibr" rid="B22">Emlen et&#xa0;al., 2012</xref>).</p>
<p>Additional cases of gene duplications underlying plastic responses have been found in eusocial Hymenoptera, in which caste polyphenism is also nutritionally cued. A study using the honeybee <italic>Apis mellifera</italic> found that caste-biased genes often correspond to genes that had been duplicated compared to non-duplicated ones, and expression levels were similarly higher for duplicated genes, suggesting that duplicated genes play an important role in caste determination and probably contributed to its evolution (<xref ref-type="bibr" rid="B14">Chau and Goodisman, 2017</xref>). Moreover, in the harvester ant <italic>Pogonomyrmex barbatus</italic>, the gene <italic>vitellogenin</italic> (<italic>Vg</italic>) has undergone duplication followed by subfunctionalization, where the two paralogs exhibit caste- and behavior-specific expression (<xref ref-type="bibr" rid="B16">Corona et&#xa0;al., 2013</xref>).</p>
<p>Gene duplication is by no means required for the evolution of developmental plasticity. A growing body of evidence also suggests existing developmental pathways can be redeployed in novel ways to produce diverse plastic traits, including polyphenic traits (<xref ref-type="bibr" rid="B51">Moczek and Nagy, 2005</xref>; <xref ref-type="bibr" rid="B37">Kijimoto et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B28">Gotoh et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B55">Morandin et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B9">Casasa and Moczek, 2018</xref>; <xref ref-type="bibr" rid="B34">Kapheim et&#xa0;al., 2020</xref>). Above, I discussed the role that key pathways, such as IIS and TOR, have in the regulation of plasticity. These pathways have an ancestral role translating a nutrition cue into a phenotypic response, yet they have been co-opted in the context of providing a nutritional sensor to novel traits or traits that ancestrally did not exhibit high nutrition responsiveness. For instance, <italic>Onthophagus</italic> beetle head horns are novel traits that respond to a nutritional gradient in a discontinuous manner (polyphenism; <xref ref-type="bibr" rid="B48">Moczek, 2003</xref>). One of the components of the IIS pathway, Foxo, is key in mediating this growth response (<xref ref-type="bibr" rid="B9">Casasa and Moczek, 2018</xref>). While Foxo&#x2019;s role in negatively regulating growth is conserved, it has been redeployed in the regulation of a novel trait. Likewise, genes and gene regulatory networks that were ancestrally not directly involved in the regulation of plasticity are known to have been co-opted in the regulation and evolution of plastic traits. Examples of this include the role of <italic>doublesex (dsx)</italic> &#x2014; a gene that encodes for a sex determination transcription factor &#x2014; in the regulation of exaggerated, nutrition sensitive male stag beetle mandibles (<xref ref-type="bibr" rid="B28">Gotoh et&#xa0;al., 2014</xref>), and the role of Hedgehog signaling pathway &#x2014; involved in anterior/posterior axis determination &#x2014; in the evolution of novel and polyphenic beetle head horns (<xref ref-type="bibr" rid="B36">Kijimoto and Moczek, 2016</xref>). In contrast to IIS and TOR signaling pathways, which are well known to be directly involved in nutrient responsiveness (<xref ref-type="bibr" rid="B39">Koyama and Mirth, 2018</xref>), Dsx and Hedgehog signaling pathways are not (<xref ref-type="bibr" rid="B31">Ingham and McMahon, 2001</xref>; <xref ref-type="bibr" rid="B62">Price et&#xa0;al., 2015</xref>; but see <xref ref-type="bibr" rid="B3">Agrawal and L&#xe9;opold, 2015</xref>). Instead, these examples showcase how the latter pathways display novel contributions to exaggerated nutritional responses (<xref ref-type="bibr" rid="B28">Gotoh et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B36">Kijimoto and Moczek, 2016</xref>).</p>
<p>Gene duplication and neofunctionalization offer an intuitive explanation for the evolution of plasticity and emergence of polyphenisms, yet the genetic mechanisms giving rise to co-option of existing pathways during the evolution of plastic traits are less clear. Generally, network co-option can occur through changes in key regulators, either in regulatory regions or protein coding sequences, that lead to recruitment of many effector genes and their regulatory elements (<xref ref-type="bibr" rid="B79">True and Carroll, 2002</xref>; <xref ref-type="bibr" rid="B45">McQueen and Rebeiz, 2020</xref>). While the precise mechanisms that led to redeployment of <italic>dsx</italic> and Hedgehog signaling pathway in the evolution of novel plastic responses have not been fully elucidated, this process was likely facilitated by pre-existing connections and these pathways&#x2019; canonical roles in insect somatic sex differentiation (i.e. sexual dimorphisms), and patterning and cell proliferation, respectively (<xref ref-type="bibr" rid="B31">Ingham and McMahon, 2001</xref>; <xref ref-type="bibr" rid="B30">Hopkins and Kopp, 2021</xref>). Moreover, in instances where the same trait has independently evolved, similar pathways have been recruited, albeit in some instances different components of the same pathway act as the primary regulators. For example, head horns in <italic>Onthophagus</italic> beetles and thoracic horns in the rhinoceros beetle <italic>T. dichotomus</italic> are thought to have evolved independently. In both systems the IIS pathway plays a key role, yet in <italic>Onthophagus</italic> beetles <italic>Foxo</italic> is the main IIS regulator, whereas in <italic>T. dichotomus InR</italic> is the key IIS horn growth regulator (<xref ref-type="bibr" rid="B22">Emlen et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B9">Casasa and Moczek, 2018</xref>). This further suggests that pre-existing connections related to the pathway&#x2019;s canonical role could facilitate redeployment of the same pathways in similar contexts. Future studies delving into network architecture and rewiring of gene networks during evolution of plastic traits can shed light on the process by which gene networks are co-opted during evolution of these traits. Collectively, gene duplication, in addition to gene and gene regulatory network co-option have emerged as important processes in the evolution of nutrition-responsive plasticity, and future studies will continue to provide insights into the precise mechanisms orchestrating plastic trait evolution.</p>
</sec>
<sec id="s4">
<title>Regulation of nutritionally cued plasticity and the evolution complex phenotypes</title>
<p>Several nutritionally responsive phenotypes are composed of multiple traits that are well integrated to function in a coordinated manner (<xref ref-type="bibr" rid="B29">Hallgr&#xed;msson et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B38">Klingenberg, 2005</xref>; <xref ref-type="bibr" rid="B72">Simpson et&#xa0;al., 2011</xref>). This is particularly conspicuous in polyphenisms, where alternative morphologies display different suites of traits (<xref ref-type="bibr" rid="B54">Moran, 1992</xref>; <xref ref-type="bibr" rid="B57">Nijhout, 1999</xref>). Namely, morphologically variable traits are typically accompanied by behavioral differentiation. For instance, castes in <italic>Atta</italic> can be distinguished morphologically based on size, mandible and leg length, among other traits. Behaviorally, each caste is characterized by a distinct combination of tasks (e.g. fungal gardening, brood care, leaf-harvesting, etc.) at specific frequencies (<xref ref-type="bibr" rid="B56">Muratore et&#xa0;al., 2023</xref>). In <italic>Onthophagus</italic> beetles, large males display large horns accompanied by a fighter behavior; whereas small males are morphologically hornless and display a sneaker behavior (<xref ref-type="bibr" rid="B50">Moczek and Emlen, 2000</xref>). Thus, morphological, physiological, and behavioral traits are predicted to be coordinated during development to form complex phenotypes. Yet, in many cases, how behavioral and morphological plasticity are coordinated at the molecular level is unclear and likely involves complex regulatory mechanisms.</p>
<p>Understanding how trait integration is regulated is critical since this poses distinct evolutionary consequences. One possibility is that traits are regulated through separate developmental modules (i.e. behavioral trait-specific module and morphological trait-specific module) and integrated through key components that link the different modules (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>; <xref ref-type="bibr" rid="B38">Klingenberg, 2005</xref>; <xref ref-type="bibr" rid="B82">Wagner et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B63">Rittschof and Robinson, 2016</xref>). Modularity has been proposed to reduce the effects of pleiotropy and enhance evolvability (<xref ref-type="bibr" rid="B81">Wagner and Altenberg, 1996</xref>). Therefore, this scenario would allow evolutionary flexibility since traits and modules could evolve independently without disruption of one another (<xref ref-type="bibr" rid="B38">Klingenberg, 2005</xref>). If instead, traits are inherently integrated such that they cannot be dissociated (i.e. same module acts on both behavior and morphology; <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>), then evolutionary changes on this module would result in a change in both trait types (correlated traits; <xref ref-type="bibr" rid="B82">Wagner et&#xa0;al., 2007</xref>). The first scenario could result in rapid trait coevolution: as a behavioral trait evolves, a change in morphological traits that matches this behavior could follow if advantageous. This in turn could feedback and result in further behavioral changes, reciprocally coevolving in a runaway manner. Trait decoupling across different levels (e.g. physical, molecular) has indeed been proposed to facilitate diversification (<xref ref-type="bibr" rid="B25">Fr&#xe9;d&#xe9;rich et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B61">Powell et&#xa0;al., 2020</xref>). In addition, the environmentally responsive nature of these traits could facilitate this process since plasticity can fuel evolution (<xref ref-type="bibr" rid="B60">Pfennig et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B52">Moczek et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B33">Jones and Robinson, 2018</xref>). This process could theoretically occur in the second scenario as well yet constraints imposed by pleiotropy could limit the extent to which this can occur (<xref ref-type="bibr" rid="B8">Carroll, 2005</xref>; <xref ref-type="bibr" rid="B85">Williams et&#xa0;al., 2023</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Regulation of trait integration under two scenarios. <bold>(A)</bold> Traits could be regulated through separate developmental modules (behavioral trait-specific, orange; or morphological-trait specific, blue) linked by key components. This scenario can result in evolutionary flexibility (see main text). <bold>(B)</bold> Alternatively, traits could be regulated by the same developmental module, where diverse components can be trait-specific (behavioral trait-specific, orange; morphological-trait specific, blue), yet are tightly interlinked among themselves and with components that contribute to both trait types (brown).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-12-1409743-g001.tif"/>
</fig>
<p>Together, providing a regulatory understanding of trait integration across nutritionally plastic phenotypes is key to further understand how complex traits evolve. As discussed above, gene duplication and gene network co-option are key processes that play a role in the evolution of plastic traits. While developmental modules can, at least in part, consist of duplicated genes or co-opted gene networks, co-option has been proposed to result in loss of tissue specificity and potentially limit evolution, particularly, the ability of traits to evolve in an independent manner (<xref ref-type="bibr" rid="B45">McQueen and Rebeiz, 2020</xref>). Given that several studies have implicated gene and gene network co-option in the evolution of plastic traits (<xref ref-type="bibr" rid="B51">Moczek and Nagy, 2005</xref>; <xref ref-type="bibr" rid="B37">Kijimoto et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B28">Gotoh et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B55">Morandin et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B9">Casasa and Moczek, 2018</xref>; <xref ref-type="bibr" rid="B34">Kapheim et&#xa0;al., 2020</xref>), identifying the gene regulatory network architecture of plastic traits, focusing on both morphological and behavioral traits, will be a critical first step. Moreover, evaluating the extent to which the modules underlying these traits overlap and the strength of module integration, can help elucidate how these complex phenotypes evolve.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusions and future directions</title>
<p>Here I described the molecular mechanisms that underlie nutritionally cued plasticity in insects, and some of the major mechanisms by which these underpinnings have evolved. In the process, I have identified some gaps in our knowledge. Beyond these gaps, some key challenges remain. First, we need to fully understand how genomic variation contributes to the diversity of nutritionally responsive phenotypes and how this variation translates into a phenotypic response (from gene expression to behavior and morphology). Exploring the genetic variation of nutritionally cued responses from a population genomics perspective can further our understanding of how these responses evolve and allow us to identify key genomic regions involved. Second, nutritionally cued plastic responses are complex in insects and often involve thousands of genes, yet how these genes interact in a gene regulatory network remains largely unknown (but see <xref ref-type="bibr" rid="B1">Abouheif and Wray, 2002</xref>; <xref ref-type="bibr" rid="B73">Sinha et&#xa0;al., 2020</xref>). While this has been particularly challenging for non-model insect systems, the emergence of new technologies such as single-cell RNA sequencing and ATAC-seq (Assay for Transposase-Accessible Chromatin) now offer a more sensitive analysis of the molecular mechanisms underlying nutritionally cued plasticity and allow reconstruction of gene regulatory networks (<xref ref-type="bibr" rid="B41">Li et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B78">Traniello et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B17">Davidson and Moczek, 2024</xref>). Leveraging current knowledge on model insect systems and taking a comparative approach paring model with emerging model systems has proven to be particularly powerful (<xref ref-type="bibr" rid="B42">Li-Byarlay et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B67">Sheng et&#xa0;al., 2020</xref>). Hence, comparative studies utilizing these new technologies will further provide valuable insights on the extent of network co-option and gene regulatory network rewiring during the evolution of plastic traits. Third, our understanding of the mechanisms and evolution of nutritionally cued plasticity is incomplete without considering how organismal traits are integrated at the molecular level. Detailed functional genetic analyses in insects with complex, environmentally sensitive traits, and assessing different trait types (e.g. behavioral or morphological traits), would facilitate answering these questions and enable us to better understand how complex phenotypes evolve.</p>
<p>Finally, it is important to emphasize that we live in a rapidly changing world, where organisms continuously experience new nutritional environments. For instance, a shift in geographic distribution of insects as a result of climate change can impact their encounters with new nutritional environments (<xref ref-type="bibr" rid="B32">Janes et&#xa0;al., 2014</xref>). Thus, understanding how the regulation of plasticity has evolved will provide the basis to further investigate the impact of climate change on plastic responses. Doing so will enable a more accurate prediction of key aspects in the regulation of plasticity, particularly those that could pose challenges for certain species in the future. Together, insect studies have provided valuable insights into the mechanistic understanding of phenotypic plasticity. With the development of novel technologies and the increase in development of tractable insect systems, the time is ripe to expand integrative studies on the regulatory mechanisms of plasticity and their evolution.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>SC: Conceptualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This manuscript was supported by start-up funds from Boston University.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>I would like to thank the journal editors for the opportunity to contribute this work. I would also like to thank Sarah Davies, James Traniello, and two anonymous reviewers for valuable comments and feedback on the paper.</p>
</ack>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The author declares 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>
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