Gene co-expression network analysis reveals perirenal adipose tissue as an important target of prenatal malnutrition in sheep
We have previously demonstrated that pre- and early postnatal malnutrition in sheep induced depot- and sex-specific changes in adipose morphological features, metabolic outcomes, and transcriptome in adulthood, with perirenal (PER) as the major target followed by subcutaneous (SUB) adipose tissue. W...
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creator | Ahmad, Sharmila Drag, Markus Hodal Salleh, Suraya Mohamad Cai, Zexi Nielsen, Mette Olaf |
description | We have previously demonstrated that pre- and early postnatal malnutrition in sheep induced depot- and sex-specific changes in adipose morphological features, metabolic outcomes, and transcriptome in adulthood, with perirenal (PER) as the major target followed by subcutaneous (SUB) adipose tissue. We aimed to identify co-expressed and hub genes in SUB and PER to identify the underlying molecular mechanisms contributing to the early nutritional programming of adipose-related phenotypic outcomes. Transcriptomes of SUB and PER of male and female adult sheep with different pre- and early postnatal nutrition histories were used to construct networks of co-expressed genes likely to be functionally associated with pre-and early postnatal nutrition histories, and phenotypic traits using Weighted Gene Co-expression Network Analysis. The modules from PER showed enrichment of cell cycle regulation, gene expression, transmembrane transport, and metabolic processes associated with both sexes' prenatal nutrition. In SUB (only males), a module of enriched adenosine diphosphate metabolism and development correlated with prenatal nutrition. Sex-specific module enrichments were found in PER, such as chromatin modification in the male network, but histone modification and mitochondria- and oxidative phosphorylation-related functions in the female network. These sex-specific modules correlated with prenatal nutrition and adipocyte size distribution patterns. Our results point to PER as a primary target of prenatal malnutrition compared to SUB, which played only a minor role. The prenatal programming of gene expression and cell cycle, potentially through epigenetic modifications, might be underlying mechanisms responsible for observed changes in PER expandability and adipocyte-size distribution patterns in adulthood in both sexes. |
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We aimed to identify co-expressed and hub genes in SUB and PER to identify the underlying molecular mechanisms contributing to the early nutritional programming of adipose-related phenotypic outcomes. Transcriptomes of SUB and PER of male and female adult sheep with different pre- and early postnatal nutrition histories were used to construct networks of co-expressed genes likely to be functionally associated with pre-and early postnatal nutrition histories, and phenotypic traits using Weighted Gene Co-expression Network Analysis. The modules from PER showed enrichment of cell cycle regulation, gene expression, transmembrane transport, and metabolic processes associated with both sexes' prenatal nutrition. In SUB (only males), a module of enriched adenosine diphosphate metabolism and development correlated with prenatal nutrition. Sex-specific module enrichments were found in PER, such as chromatin modification in the male network, but histone modification and mitochondria- and oxidative phosphorylation-related functions in the female network. These sex-specific modules correlated with prenatal nutrition and adipocyte size distribution patterns. Our results point to PER as a primary target of prenatal malnutrition compared to SUB, which played only a minor role. The prenatal programming of gene expression and cell cycle, potentially through epigenetic modifications, might be underlying mechanisms responsible for observed changes in PER expandability and adipocyte-size distribution patterns in adulthood in both sexes.</description><identifier>EISSN: 1531-2267</identifier><identifier>PMID: 37458462</identifier><language>eng</language><publisher>United States</publisher><ispartof>Physiological genomics, 2023-07</ispartof><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/37458462$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Ahmad, Sharmila</creatorcontrib><creatorcontrib>Drag, Markus Hodal</creatorcontrib><creatorcontrib>Salleh, Suraya Mohamad</creatorcontrib><creatorcontrib>Cai, Zexi</creatorcontrib><creatorcontrib>Nielsen, Mette Olaf</creatorcontrib><title>Gene co-expression network analysis reveals perirenal adipose tissue as an important target of prenatal malnutrition in sheep</title><title>Physiological genomics</title><addtitle>Physiol Genomics</addtitle><description>We have previously demonstrated that pre- and early postnatal malnutrition in sheep induced depot- and sex-specific changes in adipose morphological features, metabolic outcomes, and transcriptome in adulthood, with perirenal (PER) as the major target followed by subcutaneous (SUB) adipose tissue. We aimed to identify co-expressed and hub genes in SUB and PER to identify the underlying molecular mechanisms contributing to the early nutritional programming of adipose-related phenotypic outcomes. Transcriptomes of SUB and PER of male and female adult sheep with different pre- and early postnatal nutrition histories were used to construct networks of co-expressed genes likely to be functionally associated with pre-and early postnatal nutrition histories, and phenotypic traits using Weighted Gene Co-expression Network Analysis. The modules from PER showed enrichment of cell cycle regulation, gene expression, transmembrane transport, and metabolic processes associated with both sexes' prenatal nutrition. In SUB (only males), a module of enriched adenosine diphosphate metabolism and development correlated with prenatal nutrition. Sex-specific module enrichments were found in PER, such as chromatin modification in the male network, but histone modification and mitochondria- and oxidative phosphorylation-related functions in the female network. These sex-specific modules correlated with prenatal nutrition and adipocyte size distribution patterns. Our results point to PER as a primary target of prenatal malnutrition compared to SUB, which played only a minor role. The prenatal programming of gene expression and cell cycle, potentially through epigenetic modifications, might be underlying mechanisms responsible for observed changes in PER expandability and adipocyte-size distribution patterns in adulthood in both sexes.</description><issn>1531-2267</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><recordid>eNqFjstqAkEQRRtBfER_QeoHBpyX416MfoB7qcRSS2e6m6oao4v8e0bQdVYXLuc-em6UlnmaZNmiGrqx6mU-T4tqWQ7cMK-KclksspH73ZAn-A4J3aOQKgcPnuwnyBXQY_1QVhC6EdYKkYSFOhfwwDEogbFqS4DawcBNDGLoDQzlRAbhCPHJW5dosPatCdtzgT3omShOXP_YFdP0pR9u9rnerbZJbL8aOuyjcIPy2L__5v8Cf9ghTn4</recordid><startdate>20230717</startdate><enddate>20230717</enddate><creator>Ahmad, Sharmila</creator><creator>Drag, Markus Hodal</creator><creator>Salleh, Suraya Mohamad</creator><creator>Cai, Zexi</creator><creator>Nielsen, Mette Olaf</creator><scope>NPM</scope></search><sort><creationdate>20230717</creationdate><title>Gene co-expression network analysis reveals perirenal adipose tissue as an important target of prenatal malnutrition in sheep</title><author>Ahmad, Sharmila ; Drag, Markus Hodal ; Salleh, Suraya Mohamad ; Cai, Zexi ; Nielsen, Mette Olaf</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-pubmed_primary_374584623</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Ahmad, Sharmila</creatorcontrib><creatorcontrib>Drag, Markus Hodal</creatorcontrib><creatorcontrib>Salleh, Suraya Mohamad</creatorcontrib><creatorcontrib>Cai, Zexi</creatorcontrib><creatorcontrib>Nielsen, Mette Olaf</creatorcontrib><collection>PubMed</collection><jtitle>Physiological genomics</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Ahmad, Sharmila</au><au>Drag, Markus Hodal</au><au>Salleh, Suraya Mohamad</au><au>Cai, Zexi</au><au>Nielsen, Mette Olaf</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Gene co-expression network analysis reveals perirenal adipose tissue as an important target of prenatal malnutrition in sheep</atitle><jtitle>Physiological genomics</jtitle><addtitle>Physiol Genomics</addtitle><date>2023-07-17</date><risdate>2023</risdate><eissn>1531-2267</eissn><abstract>We have previously demonstrated that pre- and early postnatal malnutrition in sheep induced depot- and sex-specific changes in adipose morphological features, metabolic outcomes, and transcriptome in adulthood, with perirenal (PER) as the major target followed by subcutaneous (SUB) adipose tissue. We aimed to identify co-expressed and hub genes in SUB and PER to identify the underlying molecular mechanisms contributing to the early nutritional programming of adipose-related phenotypic outcomes. Transcriptomes of SUB and PER of male and female adult sheep with different pre- and early postnatal nutrition histories were used to construct networks of co-expressed genes likely to be functionally associated with pre-and early postnatal nutrition histories, and phenotypic traits using Weighted Gene Co-expression Network Analysis. The modules from PER showed enrichment of cell cycle regulation, gene expression, transmembrane transport, and metabolic processes associated with both sexes' prenatal nutrition. In SUB (only males), a module of enriched adenosine diphosphate metabolism and development correlated with prenatal nutrition. Sex-specific module enrichments were found in PER, such as chromatin modification in the male network, but histone modification and mitochondria- and oxidative phosphorylation-related functions in the female network. These sex-specific modules correlated with prenatal nutrition and adipocyte size distribution patterns. Our results point to PER as a primary target of prenatal malnutrition compared to SUB, which played only a minor role. The prenatal programming of gene expression and cell cycle, potentially through epigenetic modifications, might be underlying mechanisms responsible for observed changes in PER expandability and adipocyte-size distribution patterns in adulthood in both sexes.</abstract><cop>United States</cop><pmid>37458462</pmid></addata></record> |
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title | Gene co-expression network analysis reveals perirenal adipose tissue as an important target of prenatal malnutrition in sheep |
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