Spelling suggestions: "subject:"genome wide association analysis (GWAS)"" "subject:"fenome wide association analysis (GWAS)""
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Neurogenesis in the adult brain, gene networks, and Alzheimer's DiseaseHorgusluoglu, Emrin 15 May 2017 (has links)
Indiana University-Purdue University Indianapolis (IUPUI) / New neurons are generated throughout adulthood in two regions of the brain, the
dentate gyrus of the hippocampus, which is important for memory formation and
cognitive functions, and the sub-ventricular zone of the olfactory bulb, which is
important for the sense of smell, and are incorporated into hippocampal network
circuitry. Disruption of this process has been postulated to contribute to
neurodegenerative disorders including Alzheimer’s disease [1]. AD is the most
common form of adult-onset dementia and the number of patients with AD
escalates dramatically each year. The generation of new neurons in the dentate
gyrus declines with age and in AD. Many of the molecular players in AD are also
modulators of adult neurogenesis, but the genetic mechanisms influencing adult
neurogenesis in AD are unclear. The overall goal of this project is to identify
candidate genes and pathways that play a role in neurogenesis in the adult brain
and to test the hypotheses that 1) hippocampal neurogenesis-related genes and
pathways are significantly perturbed in AD and 2) neurogenesis-related pathways
are significantly associated with hippocampal volume and other AD-related
biomarker endophenotypes including brain deposition of amyloid-β and tau
pathology. First, potential modulators of adult neurogenesis and their roles in
neurodegenerative diseases were evaluated. Candidate genes that control the turnover process of neural stem cells/precursors to new functional neurons
during adult neurogenesis were manually curated using a pathway-based
systems biology approach. Second, a targeted neurogenesis pathway-based
gene analysis was performed resulting in the identification of ADORA2A as
associated with hippocampal volume and memory performance in mild cognitive
impairment and AD. Third, a genome-wide gene-set enrichment analysis was
conducted to discover associations between hippocampal volume and AD
related endophenotypes and neurogenesis-related pathways. Within the
discovered neurogenesis enriched pathways, a gene-based association analysis
identified TESC and ACVR1 as significantly associated with hippocampal volume
and APOE and PVLR2 as significantly associated with tau and amyloid beta
levels in cerebrospinal fluid. This project identifies new genetic contributions to
hippocampal neurogenesis with translational implications for novel therapeutic
targets related to learning and memory and neuroprotection in AD.
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Dissertation - Pritesh Jain.pdfPritesh Jain (15196489) 10 April 2023 (has links)
<p>Complex traits are influenced by genetic and environmental factors and their interactions. Most common human disorders such as cardiovascular, metabolic, autoimmune, and neurological diseases are complex. Understanding their genetic architecture and etiology is an important step to prevent, diagnose and treat these conditions. Genome Wide Association Studies (GWAS) have emerged as a powerful and widely used tool that can be used to explore and identify the genetic variants associated with complex traits. In this dissertation, we present some of the downstream applications of GWAS studies to analyze and understand the genetic risk and etiology of complex traits and provide important insights into the genetic architecture and background of several complex phenotypes. First, we examined whether prevalence of complex disorders around the world correlates to Polygenic Risk Scores (PRS). To do so, we determined the average PRS of 14 such complex disorders across 24 world populations using results of GWAS studies. We found variation in risk across populations and significant correlation was obtained between average disease risk and prevalence for seven of the studied disorders. Further exploring the power of PRS- based calculations, we performed a PRS - based phenome wide association study (PheWAS) for Tourette Syndrome (TS) and identified 57 phenotypic outcomes significantly associated with TS PRS. The strongest associations were found between TS PRS and mental health factors. Cross- disorder comparisons of phenotypic associations with genetic risk for other childhood-onset disorders (e.g.: attention deficit hyperactivity disorder [ADHD], autism spectrum disorder [ASD], and obsessive-compulsive disorder [OCD]) indicated an overlap in associations between TS and these disorders. Furthermore, we performed a sex specific PheWAS that highlighted differences in associations of complex disorders with TS PRS in males and females. Finally, we used large- scale GWAS results to identify causal associations between different biological markers (proteins, metabolites, and microbes) and subcortical brain structure volumes using Mendelian Randomization (MR) analysis. We identified eleven proteins and six metabolites to be significantly associated with subcortical brain volume structures. Enrichment analysis indicated that the associated proteins were enriched for proteolytic functions and regulation of apoptotic pathways. Overall, our work demonstrates the power of GWAS studies to help disentangle the genetic basis of complex diseases and also provides important insights into the etiology of the studied complex traits. </p>
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