ArticleScientific reports2021
Deep post-GWAS analysis identifies potential risk genes and risk variants for Alzheimer's disease, providing new insights into its disease mechanisms.
Article in Scientific reports, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers, 1 of them a synthesis that pooled it.
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Who cites it
25 citing papers in PubMed, 1 synthesis or guideline pooled it, 31 citations in OpenAlex.
- MicroRNAs signatures as potential molecular markers in mild cognitive impairment: a meta-analysis.Frontiers in aging neuroscience · 2024Pooled it
- From adolescence to Alzheimer's: a neurodevelopmental lifespan model of cognitive vulnerability.Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology · 2026Review
- Network-based discovery of regulatory drivers of cognitive decline in alzheimer's disease.npj aging · 2026Article
- Protein fingerprints of brain-derived extracellular vesicles predict types of tau pathology.Alzheimer's research & therapy · 2025Article
- A centenarian single nucleotide polymorphism in collagen gene COL25A1 promotes longevity in C. elegans.npj aging · 2025Article
- AI-powered precision medicine: utilizing genetic risk factor optimization to revolutionize healthcare.NAR genomics and bioinformatics · 2025Review
- Comparison of the amyloid plaque proteome in Down syndrome, early-onset Alzheimer's disease, and late-onset Alzheimer's disease.Acta neuropathologica · 2025Article
- Exploring Brain Imaging and Genetic Risk Factors in Different Progression States of Alzheimer's Disease Through OSnetNMF-Based Methods.Journal of molecular neuroscience : MN · 2025Article
- The lemur tail kinase family in neuronal function and disfunction in neurodegenerative diseases.Cellular and molecular life sciences : CMLS · 2024Review
- Comparison of the Amyloid Plaque Proteome in Down Syndrome, Early-Onset Alzheimer's Disease and Late-Onset Alzheimer's Disease.Research square · 2024Article
- Leveraging electronic health records and knowledge networks for Alzheimer's disease prediction and sex-specific biological insights.Nature aging · 2024Article
- Potential for New Therapeutic Approaches by Targeting Lactate and pH Mediated Epigenetic Dysregulation in Major Mental Diseases.Biomedicines · 2024Review
- Characterization of genomic regions escaping epigenetic reprogramming in sheep.Environmental epigenetics · 2024Article
- The proteomic landscape of microglia in health and disease.Frontiers in cellular neuroscience · 2024Review
- Identification of region-specific splicing QTLs in human hippocampal tissue and its distinctive role in brain disorders.iScience · 2023Article
- Lysosomal dysfunction in Down syndrome and Alzheimer mouse models is caused by v-ATPase inhibition by TyrScience advances · 2023Article
- The Ragulator complex: delving its multifunctional impact on metabolism and beyond.Inflammation and regeneration · 2023Review
- Review
- Astrocytes display ultrastructural alterations and heterogeneity in the hippocampus of aged APP-PS1 mice and human post-mortem brain samples.Journal of neuroinflammation · 2023Article
- Histone Modifications in Alzheimer's Disease.Genes · 2023Review
Corrections and comments
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Authors and funding
7 authors at 1 institution in 2 countries.
Funding
Abstract
Alzheimer's disease (AD) is a genetically complex, multifactorial neurodegenerative disease. It affects more than 45 million people worldwide and currently remains untreatable. Although genome-wide association studies (GWAS) have identified many AD-associated common variants, only about 25 genes are currently known to affect the risk of developing AD, despite its highly polygenic nature. Moreover, the risk variants underlying GWAS AD-association signals remain unknown. Here, we describe a deep post-GWAS analysis of AD-associated variants, using an integrated computational framework for predicting both disease genes and their risk variants. We identified 342 putative AD risk genes in 203 risk regions spanning 502 AD-associated common variants. 246 AD risk genes have not been identified as AD risk genes by previous GWAS collected in GWAS catalogs, and 115 of 342 AD risk genes are outside the risk regions, likely under the regulation of transcriptional regulatory elements contained therein. Even more significantly, for 109 AD risk genes, we predicted 150 risk variants, of both coding and regulatory (in promoters or enhancers) types, and 85 (57%) of them are supported by functional annotation. In-depth functional analyses showed that AD risk genes were overrepresented in AD-related pathways or GO terms-e.g., the complement and coagulation cascade and phosphorylation and activation of immune response-and their expression was relatively enriched in microglia, endothelia, and pericytes of the human brain. We found nine AD risk genes-e.g., IL1RAP, PMAIP1, LAMTOR4-as predictors for the prognosis of AD survival and genes such as ARL6IP5 with altered network connectivity between AD patients and normal individuals involved in AD progression. Our findings open new strategies for developing therapeutics targeting AD risk genes or risk variants to influence AD pathogenesis.
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