Mapping the Genetic-Imaging-Clinical Pathway with Applications to Alzheimer's Disease. Issue 540 (2nd October 2022)

• Record Type: Journal Article
• Authors: Yu, Dengdeng; Wang, Linbo; Kong, Dehan; Zhu, Hongtu
• Is Part Of: Journal of the American Statistical Association. Volume 117:Issue 540(2022)
• Page Start: 1656
• Page End: 1668
• Publication Date: 2022-10-02
• Subjects: 2D Surface -- Behavioral deficits -- Confounders -- Hippocampus -- Variable selection; Statistics -- Periodicals; Statistics -- Periodicals; Statistiques -- Périodiques; États-Unis -- Statistiques -- Périodiques; 519.5
• DOI: 10.1080/01621459.2022.2087658
• Languages: English
• ISSNs: 0162-1459

Abstract

Abstract: Alzheimer's disease is a progressive form of dementia that results in problems with memory, thinking, and behavior. It often starts with abnormal aggregation and deposition of β amyloid and tau, followed by neuronal damage such as atrophy of the hippocampi, leading to Alzheimer's disease (AD). The aim of this article is to map the genetic-imaging-clinical pathway for AD in order to delineate the genetically-regulated brain changes that drive disease progression based on the Alzheimer's Disease Neuroimaging Initiative (ADNI) dataset. We develop a novel two-step approach to delineate the association between high-dimensional 2D hippocampal surface exposures and the Alzheimer's Disease Assessment Scale (ADAS) cognitive score, while taking into account the ultra-high dimensional clinical and genetic covariates at baseline. Analysis results suggest that the radial distance of each pixel of both hippocampi is negatively associated with the severity of behavioral deficits conditional on observed clinical and genetic covariates. These associations are stronger in Cornu Ammonis region 1 (CA1) and subiculum subregions compared to Cornu Ammonis region 2 (CA2) and Cornu Ammonis region 3 (CA3) subregions. Supplementary materials for this article, including a standardized description of the materials available for reproducing the work, are available as an online supplement.