Predicting the Risk of Alzheimer’s Disease and Related Dementia in Patients with Mild Cognitive Impairment Using a Semi-Competing Risk Approach
Year: 2023
Type: article
Abstract: Alzheimer's disease (AD) and AD-related dementias (AD/ADRD) are a group of progressive neurodegenerative diseases. The progression of AD can be conceptualized as a continuum in which patients progress from normal cognition to preclinical AD (i.e., no symptoms but biological changes in the brain) to mild cognitive impairment (MCI) due to AD (i.e., mild symptoms but not interfere with daily activities), followed by increasing severity of dementia due to AD. Early detection and prediction models for the transition of MCI to AD/ADRD are needed, and efforts have been made to build predictions of MCI conversion to AD/ADRD. However, most existing studies developing such prediction models did not consider the competing risks of death, which may result in biased risk estimates. In this study, we aim to develop a prediction model for AD/ADRD among patients with MCI considering the competing risks of death using a semi-competing risk approach.
Source: Informatics
Institutions: University of Florida, University of Pennsylvania, Rice University
Language: English
Subfield: Psychiatry and Mental health
Field: Medicine
Domain: Health Sciences
Open Access status: gold
Estimated APC paid: $1,779
Awards: G1110151009, Advancing Drug Repositioning for Alzheimer’s Disease using Real-world Data, G1460506211, G1483050712, G1600384022, G2473746854, G2735037305, G3023431165, G3398941559, G3436096688, UF Clinical and Translational Science Award, G4696575845, AI-ADRD: Accelerating interventions of AD/ADRD via Machine learning methods, G5648657692, G58028061, G5869407674, G6776800937, G7257327873, G7758023833, G7884167642, G8156115585, G9000030512, G9000036590, G9000139944, G9000212388, G9000242191, G9000319873, PANDA-MSD: Predictive Analytics via Networked Distributed Algorithms for Multi-System Diseases, TRiPOD: Toward Reusable Phenotypes in Observational Data for AD/ADRD - managing definitions and correcting bias, G982581970
OpenAlex ID: W4378903402
