<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="editorial">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Vet. Sci.</journal-id>
<journal-title>Frontiers in Veterinary Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Vet. Sci.</abbrev-journal-title>
<issn pub-type="epub">2297-1769</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fvets.2023.1224630</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Veterinary Science</subject>
<subj-group>
<subject>Editorial</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Editorial: Application of Omics Technologies to improve robustness and resilience in livestock species</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Fortes</surname> <given-names>Marina Rufino Salinas</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/67119/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Pegolo</surname> <given-names>Sara</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1064119/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>School of Chemistry and Molecular Biosciences, The University of Queensland</institution>, <addr-line>Brisbane, QLD</addr-line>, <country>Australia</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Agronomy, Food, Natural Resources, Animals and Environment, University of Padova</institution>, <addr-line>Padova</addr-line>, <country>Italy</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited and reviewed by: Seyed Abbas Rafat, University of Tabriz, Iran</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Marina Rufino Salinas Fortes <email>m.fortes&#x00040;uq.edu.au</email></corresp>
<corresp id="c002">Sara Pegolo <email>sara.pegolo&#x00040;unipd.it</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>07</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1224630</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>05</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>06</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2023 Fortes and Pegolo.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Fortes and Pegolo</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/44985/application-of-omics-technologies-to-improve-robustness-and-resilience-in-livestock-species" ext-link-type="uri">Editorial on the Research Topic <article-title>Application of Omics Technologies to improve robustness and resilience in livestock species</article-title></related-article>
<kwd-group>
<kwd>livestock (including poultry)</kwd>
<kwd>genomics</kwd>
<kwd>genetics</kwd>
<kwd>selective breeding</kwd>
<kwd>pathogens</kwd>
<kwd>disease resistance</kwd>
</kwd-group>
<counts>
<fig-count count="0"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="16"/>
<page-count count="2"/>
<word-count count="1522"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Livestock Genomics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<p>Omics Technologies, such as genomics, transcriptomics, or metabolomics, are used to provide an understanding of the biological processes underlying phenotypes. They enable the annotation of genomes (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>), the identification of genetic variants (<xref ref-type="bibr" rid="B3">3</xref>), and the elucidation of complex molecular mechanisms (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>). Genomics has also transformed the practice of selective breeding livestock: the classic practice of selective breeding based on purely quantitative models and pedigree information changed to approaches that use genome-wide molecular information (<xref ref-type="bibr" rid="B6">6</xref>&#x02013;<xref ref-type="bibr" rid="B8">8</xref>). This change in practice increased the accuracy of estimated breeding values. The application of Omics Technologies has the potential to improve the robustness and resilience of production animals to various environmental stressors and diseases.</p>
<p>Genomic selection, the practice of selecting animals based on their DNA profile (i.e., genotypes) (<xref ref-type="bibr" rid="B7">7</xref>), is successful in many traits and species. Genomic Selection can further develop to target &#x0201C;robustness&#x0201D; and &#x0201C;resilience&#x0201D; once these traits are defined as phenotypes linked to animal health and welfare (<xref ref-type="bibr" rid="B9">9</xref>). Resilience is the ability of an animal to adapt to various disturbances and return to its &#x0201C;normal&#x0201D; physiological state (<xref ref-type="bibr" rid="B10">10</xref>). Robustness can be defined as the ability to face environmental challenges while maintaining high productivity, without compromising reproduction, health, and welfare (<xref ref-type="bibr" rid="B11">11</xref>). In short, robustness implies that the animal maintains its functionality during a stressor event, which includes resilience. Omics Technologies can improve robustness and resilience by identifying genetic variants associated with disease or parasite resistance (<xref ref-type="bibr" rid="B12">12</xref>). These variants can be used in Genomic Selection, which can target multiple traits to improve overall performance. In addition, genomic data can inform mating systems to promote biodiversity, while selecting for enhanced performance. Genetic biodiversity should have a positive impact on animal resilience to pathogens.</p>
<p>In this Research Topic, there are five articles that showcase Omics Technologies applied to livestock research. The technologies featured include transcriptomics, metabolomics, and the development of a data-driven approach to improve animal husbandry. In their paper proposing the new data-driven approach to animal health and welfare, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fvets.2023.1125806">Thomann et al.</ext-link> explored their methods in all of the most common livestock species: cattle, sheep, goats, pigs, and poultry. Other articles in this Research Topic focused on sheep, goats, and chickens, exploring species-specific Omics data. Overall, the research presented in this Research Topic contributes to the annotation of animal genomes.</p>
<p>Three articles report on transcriptome data of small ruminants, which are relevant to the functional annotation of the genomes in less studied species and breeds. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fvets.2023.1159921">Hosseini et al.</ext-link> studied the transcriptome of adipose tissue in fat-tail sheep. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2023.1111426">Dixon et al.</ext-link> studied sheep&#x00027;s response to nematode infections, discovering genes linked to parasite burden. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fvets.2022.1055866">Zhao et al.</ext-link> studied adipose tissue gene expression in newborn goats because fat protects them against the cold. These are examples of transcriptomics being used to identify gene expression patterns associated with specific traits. Such information can be used to elucidate molecular mechanisms underpinning complex traits and ultimately lead to breeding more robust and resilient livestock.</p>
<p>Metabolomics can provide insight into the biochemical pathways involved in various physiological processes. For example, it can identify metabolic pathways that are important for growth and development. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2022.1071562">Li et al.</ext-link> used a metabolomics approach to study bone quality in chickens, a trait that affects productivity. Recently, Dehau et al. reviewed the applications of Omics to poultry (<xref ref-type="bibr" rid="B13">13</xref>).</p>
<p>To fulfill its full potential, Omics Technologies will be applied to animals, including humans and plants (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>). Improved crops lead to feed and food security. As we use Omics to target animal welfare, hoping to breed livestock that is resilient and less susceptible to disease, it is possible to draw parallels with the use of Omics in human health (<xref ref-type="bibr" rid="B16">16</xref>). In this context, the article from <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fvets.2022.1055866">Zhao et al.</ext-link> pointed out the possibility to translate the results among different species. Therefore, the integration of Omics approaches is promising for livestock production, crops, and personalized medicine. Integration of Omics data to enhance livestock production benefits from international collaborations and large consortium efforts, such as FAANG (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). The accumulation of knowledge about genome function creates opportunities to address the issues related to livestock disease and pathogens.</p>
<sec sec-type="author-contributions" id="s1">
<title>Author contributions</title>
<p>MF and SP edited this Research Topic together and co-authored the editorial text. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<ack><p>We thank Guilherme J. M. Rosa who introduced us to each other facilitating the creation of this Research Topic.</p>
</ack>
<sec sec-type="COI-statement" id="conf1">
<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 sec-type="disclaimer" id="s2">
<title>Publisher&#x00027;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>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Andersson</surname> <given-names>L</given-names></name> <name><surname>Archibald</surname> <given-names>AL</given-names></name> <name><surname>Bottema</surname> <given-names>CD</given-names></name> <name><surname>Brauning</surname> <given-names>R</given-names></name> <name><surname>Burgess</surname> <given-names>SC</given-names></name> <name><surname>Burt</surname> <given-names>DW</given-names></name> <etal/></person-group>. <article-title>Coordinated international action to accelerate genome-to-phenome with FAANG, the Functional Annotation of Animal Genomes project</article-title>. <source>Genome Biol.</source> (<year>2015</year>) <volume>16</volume>:<fpage>57</fpage>. <pub-id pub-id-type="doi">10.1186/s13059-015-0622-4</pub-id><pub-id pub-id-type="pmid">25854118</pub-id></citation></ref>
<ref id="B2">
<label>2.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tuggle</surname> <given-names>CK</given-names></name> <name><surname>Giuffra</surname> <given-names>E</given-names></name> <name><surname>White</surname> <given-names>SN</given-names></name> <name><surname>Clarke</surname> <given-names>L</given-names></name> <name><surname>Zhou</surname> <given-names>H</given-names></name> <name><surname>Ross</surname> <given-names>PJ</given-names></name> <etal/></person-group>. <article-title>GO-FAANG meeting: a gathering on functional annotation of animal genomes</article-title>. <source>Anim Genet.</source> (<year>2016</year>) <volume>47</volume>:<fpage>528</fpage>&#x02013;<lpage>33</lpage>. <pub-id pub-id-type="doi">10.1111/age.12466</pub-id><pub-id pub-id-type="pmid">27453069</pub-id></citation></ref>
<ref id="B3">
<label>3.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xiang</surname> <given-names>R</given-names></name> <name><surname>MacLeod</surname> <given-names>IM</given-names></name> <name><surname>Daetwyler</surname> <given-names>HD</given-names></name> <name><surname>de Jong</surname> <given-names>G</given-names></name> <name><surname>O&#x00027;Connor</surname> <given-names>E</given-names></name> <name><surname>Schrooten</surname> <given-names>C</given-names></name> <etal/></person-group>. <article-title>Genome-wide fine-mapping identifies pleiotropic and functional variants that predict many traits across global cattle populations</article-title>. <source>Nat Commun.</source> (<year>2021</year>) <volume>12</volume>:<fpage>860</fpage>. <pub-id pub-id-type="doi">10.1038/s41467-021-21001-0</pub-id><pub-id pub-id-type="pmid">33558518</pub-id></citation></ref>
<ref id="B4">
<label>4.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Canovas</surname> <given-names>A</given-names></name> <name><surname>Reverter</surname> <given-names>A</given-names></name> <name><surname>DeAtley</surname> <given-names>KL</given-names></name> <name><surname>Ashley</surname> <given-names>RL</given-names></name> <name><surname>Colgrave</surname> <given-names>ML</given-names></name> <name><surname>Fortes</surname> <given-names>MRS</given-names></name> <etal/></person-group>. <article-title>Multi-tissue omics analyses reveal molecular regulatory networks for puberty in composite beef cattle</article-title>. <source>PLoS ONE.</source> (<year>2014</year>) <volume>9</volume>:<fpage>e102551</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0102551</pub-id><pub-id pub-id-type="pmid">25048735</pub-id></citation></ref>
<ref id="B5">
<label>5.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fortes</surname> <given-names>MRS</given-names></name> <name><surname>Zacchi</surname> <given-names>LF</given-names></name> <name><surname>Nguyen</surname> <given-names>LT</given-names></name> <name><surname>Raidan</surname> <given-names>F</given-names></name> <name><surname>Weller</surname> <given-names>MMDCA</given-names></name> <name><surname>Choo</surname> <given-names>JJY</given-names></name> <etal/></person-group>. <article-title>Pre- and post-puberty expression of genes and proteins in the uterus of Bos indicus heifers: the luteal phase effect post-puberty</article-title>. <source>Anim Genet.</source> (<year>2018</year>) <volume>49</volume>:<fpage>539</fpage>&#x02013;<lpage>49</lpage>. <pub-id pub-id-type="doi">10.1111/age.12721</pub-id><pub-id pub-id-type="pmid">30192028</pub-id></citation></ref>
<ref id="B6">
<label>6.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Meuwissen</surname> <given-names>T</given-names></name> <name><surname>van den Berg</surname> <given-names>I</given-names></name> <name><surname>Goddard</surname> <given-names>M</given-names></name></person-group>. <article-title>On the use of whole-genome sequence data for across-breed genomic prediction and fine-scale mapping of QTL</article-title>. <source>Genet Sel Evol.</source> (<year>2021</year>) <volume>53</volume>:<fpage>19</fpage>. <pub-id pub-id-type="doi">10.1186/s12711-021-00607-4</pub-id><pub-id pub-id-type="pmid">33637049</pub-id></citation></ref>
<ref id="B7">
<label>7.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Meuwissen</surname> <given-names>THE</given-names></name> <name><surname>Hayes</surname> <given-names>BJ</given-names></name> <name><surname>Goddard</surname> <given-names>ME</given-names></name></person-group>. <article-title>Prediction of total genetic value using genome-wide dense marker maps</article-title>. <source>Genetics.</source> (<year>2001</year>) <volume>157</volume>:<fpage>1819</fpage>&#x02013;<lpage>29</lpage>. <pub-id pub-id-type="doi">10.1093/genetics/157.4.1819</pub-id><pub-id pub-id-type="pmid">11290733</pub-id></citation></ref>
<ref id="B8">
<label>8.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Garrick</surname> <given-names>DJ</given-names></name></person-group>. <article-title>The nature, scope and impact of genomic prediction in beef cattle in the United States</article-title>. <source>Genet Sel Evol</source>. (<year>2011</year>) <volume>43</volume>:<fpage>17</fpage>. <pub-id pub-id-type="doi">10.1186/1297-9686-43-17</pub-id><pub-id pub-id-type="pmid">21569623</pub-id></citation></ref>
<ref id="B9">
<label>9.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chakraborty</surname> <given-names>D</given-names></name> <name><surname>Sharma</surname> <given-names>N</given-names></name> <name><surname>Kour</surname> <given-names>S</given-names></name> <name><surname>Sodhi</surname> <given-names>SS</given-names></name> <name><surname>Gupta</surname> <given-names>MK</given-names></name> <name><surname>Lee</surname> <given-names>SJ</given-names></name> <etal/></person-group>. <article-title>Applications of omics technology for livestock selection and improvement</article-title>. <source>Front Genet.</source> (<year>2022</year>) <volume>13</volume>:<fpage>774113</fpage>. <pub-id pub-id-type="doi">10.3389/fgene.2022.774113</pub-id><pub-id pub-id-type="pmid">35719396</pub-id></citation></ref>
<ref id="B10">
<label>10.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Urruty</surname> <given-names>N</given-names></name> <name><surname>Tailliez-Lefebvre</surname> <given-names>D</given-names></name> <name><surname>Huyghe</surname> <given-names>C</given-names></name></person-group>. <article-title>Stability, robustness, vulnerability and resilience of agricultural systems. A review</article-title>. <source>Agron Sustain Dev.</source> (<year>2016</year>) <volume>36</volume>:<fpage>5</fpage>. <pub-id pub-id-type="doi">10.1007/s13593-015-0347-5</pub-id><pub-id pub-id-type="pmid">23908229</pub-id></citation></ref>
<ref id="B11">
<label>11.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Colditz</surname> <given-names>IG</given-names></name> <name><surname>Hine</surname> <given-names>BC</given-names></name></person-group>. <article-title>Resilience in farm animals: biology, management, breeding and implications for animal welfare</article-title>. <source>Anim Prod Sci.</source> (<year>2016</year>) <volume>56</volume>:<fpage>1961</fpage>&#x02013;<lpage>83</lpage>. <pub-id pub-id-type="doi">10.1071/AN15297</pub-id></citation>
</ref>
<ref id="B12">
<label>12.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Porto Neto</surname> <given-names>LR</given-names></name> <name><surname>Jonsson</surname> <given-names>NN</given-names></name> <name><surname>D&#x00027;Occhio</surname> <given-names>MJ</given-names></name> <name><surname>Barendse</surname> <given-names>W</given-names></name></person-group>. <article-title>Molecular genetic approaches for identifying the basis of variation in resistance to tick infestation in cattle</article-title>. <source>Vet Parasitol.</source> (<year>2011</year>) <volume>180</volume>:<fpage>165</fpage>&#x02013;<lpage>72</lpage>. <pub-id pub-id-type="doi">10.1016/j.vetpar.2011.05.048</pub-id><pub-id pub-id-type="pmid">21700395</pub-id></citation></ref>
<ref id="B13">
<label>13.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dehau</surname> <given-names>T</given-names></name> <name><surname>Ducatelle</surname> <given-names>R</given-names></name> <name><surname>Van Immerseel</surname> <given-names>F</given-names></name> <name><surname>Goossens</surname> <given-names>E</given-names></name></person-group>. <article-title>Omics technologies in poultry health and productivity&#x02014;Part 1: current use in poultry research</article-title>. <source>Avian Pathol.</source> (<year>2022</year>) <volume>51</volume>:<fpage>407</fpage>&#x02013;<lpage>17</lpage>. <pub-id pub-id-type="doi">10.1080/03079457.2022.2086447</pub-id><pub-id pub-id-type="pmid">35675291</pub-id></citation></ref>
<ref id="B14">
<label>14.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yang</surname> <given-names>Y</given-names></name> <name><surname>Saand</surname> <given-names>MA</given-names></name> <name><surname>Huang</surname> <given-names>L</given-names></name> <name><surname>Abdelaal</surname> <given-names>WB</given-names></name> <name><surname>Zhang</surname> <given-names>J</given-names></name> <name><surname>Wu</surname> <given-names>Y</given-names></name> <etal/></person-group>. <article-title>Applications of multi-omics technologies for crop improvement</article-title>. <source>Front Plant Sci.</source> (<year>2021</year>) <volume>12</volume>:<fpage>563953</fpage>. <pub-id pub-id-type="doi">10.3389/fpls.2021.563953</pub-id><pub-id pub-id-type="pmid">34539683</pub-id></citation></ref>
<ref id="B15">
<label>15.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Matasci</surname> <given-names>N</given-names></name> <name><surname>Hung</surname> <given-names>LH</given-names></name> <name><surname>Yan</surname> <given-names>Z</given-names></name> <name><surname>Carpenter</surname> <given-names>EJ</given-names></name> <name><surname>Wickett</surname> <given-names>NJ</given-names></name> <name><surname>Mirarab</surname> <given-names>S</given-names></name> <etal/></person-group>. <article-title>Data access for the 1,000 Plants (1KP) project</article-title>. <source>Gigascience.</source> (<year>2014</year>) <volume>3</volume>:<fpage>17</fpage>. <pub-id pub-id-type="doi">10.1186/2047-217X-3-17</pub-id><pub-id pub-id-type="pmid">25625010</pub-id></citation></ref>
<ref id="B16">
<label>16.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Karczewski</surname> <given-names>KJ</given-names></name> <name><surname>Snyder</surname> <given-names>MP</given-names></name></person-group>. <article-title>Integrative omics for health and disease</article-title>. <source>Nat Rev Genet.</source> (<year>2018</year>) <volume>19</volume>:<fpage>299</fpage>&#x02013;<lpage>310</lpage>. <pub-id pub-id-type="doi">10.1038/nrg.2018.4</pub-id><pub-id pub-id-type="pmid">29479082</pub-id></citation></ref>
</ref-list> 
</back>
</article> 