Network propagation of rare mutations in Alzheimer’s disease reveals tissue-specific hub genes and communities

Abstract

BackgroundState-of-the-art rare variant association testing methods aggregate the contribution of rare variants in biologically relevant genomic regions to boost statistical power. However, testing single genes separately does not consider the complex interaction landscape of genes, nor the downstream effects of non-synonymous variants on protein structure and function. Here we present the NETwork Propagation-based Assessment of Genetic Events (NETPAGE), an integrative approach aimed at investigating the biological pathways through which rare variation results in complex disease phenotypes.ResultsWe applied NETPAGE to sporadic, late-onset Alzheimer’s disease (AD), using whole-genome sequencing from the AD Neuroimaging Initiative (ADNI) cohort, as well as whole-exome sequencing from the AD Sequencing Project (ADSP). NETPAGE is based on network propagation, a framework that models information flow on a graph and simulates the percolation of genetic variation through gene networks. The result of network propagation is a set of smoothed gene scores used to predict disease status through sparse regression. The application of NETPAGE to AD enabled the identification of a set of connected genes whose smoothed mutation profile acted as a robust predictor of case-control status, based on gene interactions in the hippocampus. Additionally, smoothed scores significantly correlated with risk of conversion to AD in Mild Cognitive Impairment (MCI) subjects. Lastly, we showed tissue-specific transcriptional dysregulation of the core genes in two independent RNA-seq datasets, as well as significant enrichments in terms and gene sets with known connections to AD.ConclusionsThe presented framework enables enhanced genetic association testing for a wide range of traits, diseases, and sample sizes.

Lactoferrin-Loaded PEG/PLA Block Copolymer Targeted With Anti-Transferrin Receptor Antibodies for Alzheimer Disease

“…The PBCECs were incubated in the same medium, and after 24-hour examination of incubation, the cell culture medium was changed. Usually, the monolayer confluence of the cells was reached after 3 days at 5 × 10 5 cells per each well. Last day, the cell culture medium was changed and added with various concentrations of Lf-PPN.…”

“…Therefore, developing drug delivery strategies across the blood-brain barrier (BBB) is important for therapeutic purposes. [5][6][7][8][9] Lactoferrin (Lf) is a human cationic iron (Fe) that binds with glycoprotein belonging to the transferrin (Tf) group. It has numerous biological functions such as intense antimicrobial, immunomodulatory, and anti-inflammatory functions.…”

“…Therefore, developing drug delivery strategies across the blood–brain barrier (BBB) is important for therapeutic purposes. 5 - 9 …”

Genome-wide prediction and integrative functional characterization of Alzheimer’s disease-associated genes

“…To analyze the regulatory relationship between the predicted candidates and ADassociated genes and obtain hub genes 60,61 , we constructed two AD-related regulatory networks: one was a transcriptional regulation network, the other was a miRNA-target interaction network. For constructing the AD-related miRNA-target interaction network, we first collected 44…”