Genomic modules and intramodular network concordance in susceptible and resilient male mice across models of stress
The multifactorial etiology of stress-related disorders necessitates a constant interrogation of the molecular convergences in preclinical models of stress that use disparate paradigms as stressors spanning from environmental challenges to genetic predisposition to hormonal signaling. Using RNA-sequ...
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creator | Caradonna, Salvatore G Zhang, Tie-Yuan O'Toole, Nicholas Shen, Mo-Jun Khalil, Huzefa Einhorn, Nathan R Wen, Xianglan Parent, Carine Lee, Francis S Akil, Huda Meaney, Michael J McEwen, Bruce S Marrocco, Jordan |
description | The multifactorial etiology of stress-related disorders necessitates a constant interrogation of the molecular convergences in preclinical models of stress that use disparate paradigms as stressors spanning from environmental challenges to genetic predisposition to hormonal signaling. Using RNA-sequencing, we investigated the genomic signatures in the ventral hippocampus common to mouse models of stress. Chronic oral corticosterone (CORT) induced increased anxiety- and depression-like behavior in wild-type male mice and male mice heterozygous for the gene coding for brain-derived neurotrophic factor Val66Met, a variant associated with genetic susceptibility to stress. In a separate set of male mice, chronic social defeat stress (CSDS) led to a susceptible or a resilient population, whose proportion was dependent on housing conditions, namely standard housing or enriched environment. Rank-rank-hypergeometric overlap (RRHO), a threshold-free approach that ranks genes by their p value and effect size direction, was used to identify genes from a continuous gradient of significancy that were concordant across groups. In mice treated with CORT and in standard-housed susceptible mice, differentially expressed genes (DEGs) were concordant for gene networks involved in neurotransmission, cytoskeleton function, and vascularization. Weighted gene co-expression analysis generated 54 gene hub modules and revealed two modules in which both CORT and CSDS-induced enrichment in DEGs, whose function was concordant with the RRHO predictions, and correlated with behavioral resilience or susceptibility. These data showed transcriptional concordance across models in which the stress coping depends upon hormonal, environmental, or genetic factors revealing common genomic drivers that embody the multifaceted nature of stress-related disorders. |
doi_str_mv | 10.1038/s41386-021-01219-8 |
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Using RNA-sequencing, we investigated the genomic signatures in the ventral hippocampus common to mouse models of stress. Chronic oral corticosterone (CORT) induced increased anxiety- and depression-like behavior in wild-type male mice and male mice heterozygous for the gene coding for brain-derived neurotrophic factor Val66Met, a variant associated with genetic susceptibility to stress. In a separate set of male mice, chronic social defeat stress (CSDS) led to a susceptible or a resilient population, whose proportion was dependent on housing conditions, namely standard housing or enriched environment. Rank-rank-hypergeometric overlap (RRHO), a threshold-free approach that ranks genes by their p value and effect size direction, was used to identify genes from a continuous gradient of significancy that were concordant across groups. In mice treated with CORT and in standard-housed susceptible mice, differentially expressed genes (DEGs) were concordant for gene networks involved in neurotransmission, cytoskeleton function, and vascularization. Weighted gene co-expression analysis generated 54 gene hub modules and revealed two modules in which both CORT and CSDS-induced enrichment in DEGs, whose function was concordant with the RRHO predictions, and correlated with behavioral resilience or susceptibility. These data showed transcriptional concordance across models in which the stress coping depends upon hormonal, environmental, or genetic factors revealing common genomic drivers that embody the multifaceted nature of stress-related disorders.</description><identifier>ISSN: 0893-133X</identifier><identifier>EISSN: 1740-634X</identifier><identifier>DOI: 10.1038/s41386-021-01219-8</identifier><identifier>PMID: 34848858</identifier><language>eng</language><publisher>England: Nature Publishing Group</publisher><subject>Animal models ; Animals ; Anxiety - genetics ; Brain-derived neurotrophic factor ; Coding ; Corticosterone ; Corticosterone - pharmacology ; Cytoskeleton ; Disease Susceptibility ; Enrichment ; Etiology ; Genes ; Genetic factors ; Genomics ; Hippocampus ; Housing ; Male ; Mice ; Mice, Inbred C57BL ; Molecular modelling ; Neurotransmission ; Social interactions ; Stress, Psychological - chemically induced ; Stress, Psychological - genetics ; Transcription ; Vascularization</subject><ispartof>Neuropsychopharmacology (New York, N.Y.), 2022-04, Vol.47 (5), p.987-999</ispartof><rights>2021. The Author(s).</rights><rights>The Author(s) 2021. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>The Author(s) 2021</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c430t-4bbae9ac255fc6952065a6be2756a5df752708d14fbb8e895b7e0ee1fbeaf8933</citedby><cites>FETCH-LOGICAL-c430t-4bbae9ac255fc6952065a6be2756a5df752708d14fbb8e895b7e0ee1fbeaf8933</cites><orcidid>0000-0002-7108-9650 ; 0000-0002-6368-2606 ; 0000-0001-8357-5288</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC8938529/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC8938529/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,27924,27925,53791,53793</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/34848858$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Caradonna, Salvatore G</creatorcontrib><creatorcontrib>Zhang, Tie-Yuan</creatorcontrib><creatorcontrib>O'Toole, Nicholas</creatorcontrib><creatorcontrib>Shen, Mo-Jun</creatorcontrib><creatorcontrib>Khalil, Huzefa</creatorcontrib><creatorcontrib>Einhorn, Nathan R</creatorcontrib><creatorcontrib>Wen, Xianglan</creatorcontrib><creatorcontrib>Parent, Carine</creatorcontrib><creatorcontrib>Lee, Francis S</creatorcontrib><creatorcontrib>Akil, Huda</creatorcontrib><creatorcontrib>Meaney, Michael J</creatorcontrib><creatorcontrib>McEwen, Bruce S</creatorcontrib><creatorcontrib>Marrocco, Jordan</creatorcontrib><title>Genomic modules and intramodular network concordance in susceptible and resilient male mice across models of stress</title><title>Neuropsychopharmacology (New York, N.Y.)</title><addtitle>Neuropsychopharmacology</addtitle><description>The multifactorial etiology of stress-related disorders necessitates a constant interrogation of the molecular convergences in preclinical models of stress that use disparate paradigms as stressors spanning from environmental challenges to genetic predisposition to hormonal signaling. Using RNA-sequencing, we investigated the genomic signatures in the ventral hippocampus common to mouse models of stress. Chronic oral corticosterone (CORT) induced increased anxiety- and depression-like behavior in wild-type male mice and male mice heterozygous for the gene coding for brain-derived neurotrophic factor Val66Met, a variant associated with genetic susceptibility to stress. In a separate set of male mice, chronic social defeat stress (CSDS) led to a susceptible or a resilient population, whose proportion was dependent on housing conditions, namely standard housing or enriched environment. Rank-rank-hypergeometric overlap (RRHO), a threshold-free approach that ranks genes by their p value and effect size direction, was used to identify genes from a continuous gradient of significancy that were concordant across groups. In mice treated with CORT and in standard-housed susceptible mice, differentially expressed genes (DEGs) were concordant for gene networks involved in neurotransmission, cytoskeleton function, and vascularization. Weighted gene co-expression analysis generated 54 gene hub modules and revealed two modules in which both CORT and CSDS-induced enrichment in DEGs, whose function was concordant with the RRHO predictions, and correlated with behavioral resilience or susceptibility. These data showed transcriptional concordance across models in which the stress coping depends upon hormonal, environmental, or genetic factors revealing common genomic drivers that embody the multifaceted nature of stress-related disorders.</description><subject>Animal models</subject><subject>Animals</subject><subject>Anxiety - genetics</subject><subject>Brain-derived neurotrophic factor</subject><subject>Coding</subject><subject>Corticosterone</subject><subject>Corticosterone - pharmacology</subject><subject>Cytoskeleton</subject><subject>Disease Susceptibility</subject><subject>Enrichment</subject><subject>Etiology</subject><subject>Genes</subject><subject>Genetic factors</subject><subject>Genomics</subject><subject>Hippocampus</subject><subject>Housing</subject><subject>Male</subject><subject>Mice</subject><subject>Mice, Inbred C57BL</subject><subject>Molecular modelling</subject><subject>Neurotransmission</subject><subject>Social interactions</subject><subject>Stress, Psychological - 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genetics</topic><topic>Brain-derived neurotrophic factor</topic><topic>Coding</topic><topic>Corticosterone</topic><topic>Corticosterone - pharmacology</topic><topic>Cytoskeleton</topic><topic>Disease Susceptibility</topic><topic>Enrichment</topic><topic>Etiology</topic><topic>Genes</topic><topic>Genetic factors</topic><topic>Genomics</topic><topic>Hippocampus</topic><topic>Housing</topic><topic>Male</topic><topic>Mice</topic><topic>Mice, Inbred C57BL</topic><topic>Molecular modelling</topic><topic>Neurotransmission</topic><topic>Social interactions</topic><topic>Stress, Psychological - chemically induced</topic><topic>Stress, Psychological - genetics</topic><topic>Transcription</topic><topic>Vascularization</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Caradonna, Salvatore G</creatorcontrib><creatorcontrib>Zhang, Tie-Yuan</creatorcontrib><creatorcontrib>O'Toole, Nicholas</creatorcontrib><creatorcontrib>Shen, Mo-Jun</creatorcontrib><creatorcontrib>Khalil, Huzefa</creatorcontrib><creatorcontrib>Einhorn, Nathan R</creatorcontrib><creatorcontrib>Wen, Xianglan</creatorcontrib><creatorcontrib>Parent, Carine</creatorcontrib><creatorcontrib>Lee, Francis S</creatorcontrib><creatorcontrib>Akil, Huda</creatorcontrib><creatorcontrib>Meaney, Michael J</creatorcontrib><creatorcontrib>McEwen, Bruce S</creatorcontrib><creatorcontrib>Marrocco, Jordan</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Neurosciences Abstracts</collection><collection>Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Psychology Database (Alumni)</collection><collection>ProQuest Pharma Collection</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Natural Science Collection</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central Essentials</collection><collection>Biological Science Collection</collection><collection>ProQuest Central</collection><collection>Natural Science Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Central Student</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>ProQuest Biological Science Collection</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>Psychology Database</collection><collection>Biological Science Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>ProQuest One Psychology</collection><collection>ProQuest Central Basic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Neuropsychopharmacology (New York, N.Y.)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Caradonna, Salvatore G</au><au>Zhang, Tie-Yuan</au><au>O'Toole, Nicholas</au><au>Shen, Mo-Jun</au><au>Khalil, Huzefa</au><au>Einhorn, Nathan R</au><au>Wen, Xianglan</au><au>Parent, Carine</au><au>Lee, Francis S</au><au>Akil, Huda</au><au>Meaney, Michael J</au><au>McEwen, Bruce S</au><au>Marrocco, Jordan</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Genomic modules and intramodular network concordance in susceptible and resilient male mice across models of stress</atitle><jtitle>Neuropsychopharmacology (New York, N.Y.)</jtitle><addtitle>Neuropsychopharmacology</addtitle><date>2022-04-01</date><risdate>2022</risdate><volume>47</volume><issue>5</issue><spage>987</spage><epage>999</epage><pages>987-999</pages><issn>0893-133X</issn><eissn>1740-634X</eissn><abstract>The multifactorial etiology of stress-related disorders necessitates a constant interrogation of the molecular convergences in preclinical models of stress that use disparate paradigms as stressors spanning from environmental challenges to genetic predisposition to hormonal signaling. Using RNA-sequencing, we investigated the genomic signatures in the ventral hippocampus common to mouse models of stress. Chronic oral corticosterone (CORT) induced increased anxiety- and depression-like behavior in wild-type male mice and male mice heterozygous for the gene coding for brain-derived neurotrophic factor Val66Met, a variant associated with genetic susceptibility to stress. In a separate set of male mice, chronic social defeat stress (CSDS) led to a susceptible or a resilient population, whose proportion was dependent on housing conditions, namely standard housing or enriched environment. Rank-rank-hypergeometric overlap (RRHO), a threshold-free approach that ranks genes by their p value and effect size direction, was used to identify genes from a continuous gradient of significancy that were concordant across groups. In mice treated with CORT and in standard-housed susceptible mice, differentially expressed genes (DEGs) were concordant for gene networks involved in neurotransmission, cytoskeleton function, and vascularization. Weighted gene co-expression analysis generated 54 gene hub modules and revealed two modules in which both CORT and CSDS-induced enrichment in DEGs, whose function was concordant with the RRHO predictions, and correlated with behavioral resilience or susceptibility. These data showed transcriptional concordance across models in which the stress coping depends upon hormonal, environmental, or genetic factors revealing common genomic drivers that embody the multifaceted nature of stress-related disorders.</abstract><cop>England</cop><pub>Nature Publishing Group</pub><pmid>34848858</pmid><doi>10.1038/s41386-021-01219-8</doi><tpages>13</tpages><orcidid>https://orcid.org/0000-0002-7108-9650</orcidid><orcidid>https://orcid.org/0000-0002-6368-2606</orcidid><orcidid>https://orcid.org/0000-0001-8357-5288</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Animal models Animals Anxiety - genetics Brain-derived neurotrophic factor Coding Corticosterone Corticosterone - pharmacology Cytoskeleton Disease Susceptibility Enrichment Etiology Genes Genetic factors Genomics Hippocampus Housing Male Mice Mice, Inbred C57BL Molecular modelling Neurotransmission Social interactions Stress, Psychological - chemically induced Stress, Psychological - genetics Transcription Vascularization |
title | Genomic modules and intramodular network concordance in susceptible and resilient male mice across models of stress |
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