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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Genet.</journal-id>
<journal-title>Frontiers in Genetics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Genet.</abbrev-journal-title>
<issn pub-type="epub">1664-8021</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1221035</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2023.1221035</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Editorial</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Editorial: Application of epigenomics data to improve human and livestock health</article-title>
<alt-title alt-title-type="left-running-head">Wang et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2023.1221035">10.3389/fgene.2023.1221035</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Xiao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/724214/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yu</surname>
<given-names>Ying</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/26883/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Fang</surname>
<given-names>Lingzhao</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/382023/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Zhimin</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1434012/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Institute of Animal Science and Veterinary Medicine</institution>, <institution>Shandong Academy of Agricultural Sciences</institution>, <addr-line>Jinan</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Konge Larsen ApS</institution>, <addr-line>Kongens Lyngby</addr-line>, <country>Denmark</country>
</aff>
<aff id="aff3">
<sup>3</sup>Laboratory of Animal Genetics and Breeding, <institution>Ministry of Agriculture and Rural Affairs of China</institution>, National Engineering Laboratory of Animal Breeding, <institution>College of Animal Science and Technology</institution>, China Agricultural University, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Center for Quantitative Genetics and Genomics</institution>, Aarhus University, <addr-line>Aarhus</addr-line>, <country>Denmark</country>
</aff>
<aff id="aff5">
<sup>5</sup>Division of Endocrinology and Metabolic Diseases, <institution>The First Affiliated Hospital of Zhengzhou University</institution>, <addr-line>Zhengzhou</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited and reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/21231/overview">Michael E. Symonds</ext-link>, University of Nottingham, United Kingdom</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Xiao Wang, <email>xiaowangzntc@163.com</email>; Ying Yu, <email>yuying@cau.edu.cn</email>; Lingzhao Fang, <email>lingzhao.fang@qgg.au.dk</email>; Zhimin Wang, <email>fccwangzm@zzu.edu.cn</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>26</day>
<month>05</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1221035</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>05</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>05</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Wang, Yu, Fang and Wang.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Wang, Yu, Fang and Wang</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" journal-id="Front. Genet." xlink:href="https://www.frontiersin.org/researchtopic/30533" ext-link-type="uri">Editorial on the Research Topic <article-title>Application of epigenomics data to improve human and livestock health</article-title>
</related-article>
<kwd-group>
<kwd>epigenetics</kwd>
<kwd>epigenomics data</kwd>
<kwd>health improvement</kwd>
<kwd>human</kwd>
<kwd>livestock</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Epigenomics and Epigenetics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<p>With rapid advancements in next-generation sequencing technology, an enormous amount of epigenomic sequencing data is generated and helps us identify the epigenomic biomarkers and interpret biological mechanisms underlying complex health traits in human and livestock.</p>
<p>In Chinese Yorkshire pigs, <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fgene.2022.1028711/full">Wang et al.</ext-link> reported associations of meat quality traits with DNA methylation and identified several candidate genes associated with these traits, such as <italic>NCAM1</italic>, <italic>MED13</italic>, and <italic>TRIM37</italic>. <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fcell.2022.1016955/full">Rodriguez-Casanova et al.</ext-link> identified the promoter hypermethylation of <italic>WNT1</italic> in cfDNA as a potential noninvasive biomarker for luminal B breast cancer that supported the application of Infinium MethylationEpic array to identify new epigenetic noninvasive biomarkers in breast cancer.</p>
<p>Based on the combined RRBS DNA methylome and transcriptome, <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fgene.2022.803477/full">Huang et al.</ext-link> performed a genome-wide comparison of DNA methylation and gene expression in <italic>Clostridium perfringens</italic> (Cp) type C-infected resistant and susceptible piglets. Such integrative analysis identified 168, 198, and 7 mRNAs, showing inverse correlations between methylation and expression with Cp infection, and revealed that the differentially expressed (DE) genes <italic>LBP</italic>, <italic>TBX21</italic>, and <italic>LCN2</italic> were likely involved in the piglets against Cp infection.</p>
<p>As microRNA (miRNA) plays a key role in gene regulation, <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fgene.2022.820464/full">Li et al.</ext-link> found that miR-208b expression increased in C2C12 cells but Mettl8 expression decreased significantly, while Myh4 expression decreased and Myh7 expression increased. <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fgene.2023.1097706/full">Zou et al.</ext-link> identified the common targets and the transcript levels of miR-223-3p, miR-122-5p, and miR-93-5p in polycystic ovarian syndrome (PCOS) rat ovaries.</p>
<p>For circulating miRNAs, miR-1-3p participates in myocardial apoptosis, and its upregulation in circulation is a direct and powerful indicator of fetal ventricular septal defect (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fgene.2022.899034/full">Yang Y. et al.</ext-link>). <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fgene.2022.961142/full">Ma et al.</ext-link> reported the expression of circular RNA (circRNA) circ_0059706 in <italic>de novo</italic> acute myeloid leukemia and its association with prognosis. In animals, circRNAs may interact with miRNAs to further regulate mRNA to regulate sperm motility in Yili geese, including 20 circRNAs, 18 miRNAs, and 177 mRNAs targeting ppy-mir-16, hsa-mir-221-3p, gga-mir-499-5p, etc (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fgene.2022.970097/full">Wu et al.</ext-link>).</p>
<p>The long non-coding RNAs (lncRNAs) are engaged in vital biological regulatory processes. <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fcell.2023.1117637/full">Jiang et al.</ext-link> established a prognostic risk model with 10 lncRNAs and obtained a good predictive accuracy for overall survival of breast cancer individuals in both training and validation cohorts. In cows, <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fgene.2022.949850/full">Yang J. et al.</ext-link> detected 287 DE genes and 70 DE lncRNAs, where lncRNAs adjacent to the somatic cells count and somatic cell score QTLs influenced the mastitis pathogenesis by upregulating the expression of <italic>TLR4</italic>, <italic>NOD2</italic>, <italic>CXCL8</italic>, and <italic>OAS2</italic> genes.</p>
<p>As a dynamic and reversible RNA modification, N6-methyladenine (m<sup>6</sup>A) is involved in a wide range of biological and pathological processes. <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fgene.2023.1113515/full">Gu et al.</ext-link> identified three different m<sup>6</sup>A sub-types including 27 samples in sub-type C1, 21 samples in sub-type C2, and 58 samples in sub-type C3. <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fcell.2023.1136096/abstract">Li et al.</ext-link> identified 1,565 upregulated and 542 downregulated m<sup>6</sup>A methylation peaks with significant changes.</p>
<p>Histone post-translational modification is an essential epigenetic process controlling a variety of biological activities. <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fgene.2022.949252/full">Xie et al.</ext-link> hypothesized that lactylation of histones or non-histone appeared to engage in various biochemical processes to influence the biological reactions of the organism, when lactate reaches a specific level under a certain circumstance.</p>
<p>In summary, our Research Topic gathers the findings of identified epigenetic biomarkers (methylated genes, miRNAs, circRNAs, lncRNAs, and m<sup>6</sup>A) and reveals biological mechanisms using epigenomics data that could be used for further relevant studies.</p>
</body>
<back>
<sec id="s1">
<title>Author contributions</title>
<p>XW conceived the idea for this Research Topic. As guest editors, XW, LF, and YY invited authors and supervised manuscript review. ZW coordinated this Research Topic. XW and ZW wrote the editorial with input from LF and YY. All authors contributed to the article and approved the submitted version.</p>
</sec>
<ack>
<p>The authors would like to thank Dan Hao of the University of Copenhagen for her assistance in designing the theme of this Research Topic.</p>
</ack>
<sec sec-type="COI-statement" id="s2">
<title>Conflict of interest</title>
<p>Author XW was employed by Konge Larsen ApS.</p>
<p>The remaining 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="s3">
<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>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zahoor</surname>
<given-names>Khan M.</given-names>
</name>
<name>
<surname>Mi</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Characterization of peripheral white blood cells transcriptome to unravel the regulatory signatures of bovine subclinical mastitis resistance. Front. Genet. 13:949850</article-title>. <pub-id pub-id-type="doi">10.3389/fgene.2022.949850</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Lian</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Lyu</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Circulating microRNA: Myocardium-derived prenatal biomarker of ventricular septal defects. Front. Genet. 13:899034</article-title>. <pub-id pub-id-type="doi">10.3389/fgene.2022.899034</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>