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Hippocampal Differential Gene Expression Converges Across Animal Models of Mood Disorder: Results From An Interactive Meta-Analysis Pipeline Encompassing Five Animal Models

dc.contributor.authorSannah, Yusra
dc.contributor.advisorHagenauer, Megan
dc.contributor.advisorKhalil, Huzefa
dc.contributor.advisorAkil, Huda
dc.date.accessioned2023-10-31T18:25:37Z
dc.date.available2023-10-31T18:25:37Z
dc.date.issued2022
dc.identifier.urihttps://hdl.handle.net/2027.42/191219
dc.description.abstractThe Hope for Depression Research Foundation (HDRF) brings together several research groups conducting transcriptomic studies in different animal models of depression. Since no single animal model is optimal at representing human depression, the convergence between them may point to key neurobiological mechanisms relevant to the regulation of mood. To facilitate this, an interactive meta-analysis pipeline was constructed to identify consistent gene expression signatures across custom-defined sets of animal models, conditions, transcriptional profiling platforms, and brain regions. To test this pipeline, we selected thirteen microarray and RNA-seq datasets derived from the hippocampus or dentate gyrus of five animal models: Selectively-bred High Responder and Low Responder rats, Flinders Sensitive and Resistant rats, glucocorticoid receptor overexpression mice, chronic social defeat stress mice, and chronic corticosterone-treated mice (total n=146). We found 27 candidate genes (FDR<0.1) which showed similar differential expression in the hippocampus across these animal models. These genes were highly skewed towards down-regulation (89%) and with particularly enriched expression in two hippocampal cell types: astrocytes (63%) and ependymal cells (30%). Gene Set Enrichment Analysis further indicated down-regulation within gene sets specific to the astrocytes, ependyma, choroid plexus, interneurons, polydendrocytes, and oligodendrocytes, and upregulation related to CA1 pyramidal neurons. These findings converge with results from post-mortem patients indicating reduced hippocampal astrocytic gene expression in depressed individuals, and thus illustrate the power of integrating results from numerous distinct animal models of depression to provide new avenues for investigating the neurobiology of this disorder.
dc.subjectdepression
dc.subjectstress
dc.subjecthippocampus
dc.subjectRNA-Seq
dc.subjectmicroarray
dc.subjectmeta-analysis
dc.titleHippocampal Differential Gene Expression Converges Across Animal Models of Mood Disorder: Results From An Interactive Meta-Analysis Pipeline Encompassing Five Animal Models
dc.typeThesis
dc.description.thesisdegreenameHonors
dc.description.thesisdegreedisciplineNeuroscience
dc.description.thesisdegreegrantorUniversity of Michigan
dc.contributor.affiliationumcampusAnn Arbor
dc.description.bitstreamurlhttp://deepblue.lib.umich.edu/bitstream/2027.42/191219/1/ysannah_-_Yusra_Sannah.pdf
dc.identifier.doihttps://dx.doi.org/10.7302/21607
dc.working.doi10.7302/21607en
dc.owningcollnameHonors Theses (Bachelor's)


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