Identification of Causal Relationship between Amyloid-beta Accumulation and Alzheimer’s Disease Progression via Counterfactual Inference

Year: 2023

Type: conference-paper

Abstract: We developed GVCNet for estimating the individual treatment effect of regional amyloid-beta accumulation in the brain, characterized by Positron Emission Tomography, and its counterfactual causal relationship with the progression of Alzheimer’s Disease.

Source: Imaging and Applied Optics

DOI: 10.1364/isa.2023.ith1c.2

Authors: Haixing Dai, Mengxuan Hu, Qing Li, Lu Zhang, Dajiang Zhu, Quanzheng Li, Sheng Li, Tianming Liu, Xiang Li

Institutions: University of Georgia, Beijing Normal University, Massachusetts General Hospital, The University of Texas at Arlington, University of Virginia

Language: English

Topic: Dementia and Cognitive Impairment Research

Subfield: Psychiatry and Mental health

Field: Medicine

Domain: Health Sciences

SDG: Good health and well-being

Open Access status: green

Awards: G1554142629, G1593117279, G1650819308, Alzheimer's Disease Neuroimaging Initiative, G2100670906, G2152643862, G2189010064, G2340207221, G2409989180, G2423387114, G2522063444, G2835601961, G29951154, G3131374986, G3216574877, G3553156159, G3710456697, G3752451908, G3870774570, G3908963977, G4119534169, G43180419, G4475667458, G4501223628, G4800177743, G5207404921, G5209990037, G528601746, G5365730499, EFFECTS OF TRAUMATIC BRAIN INJURY (TBI) AND POST TRAUMATIC STRESS DISORDER (PTSD) ON ALZHEIMER'S DISEASE (AD) IN VETERANS USING IMAGING AND BIOMARKERS IN THE AD NEUROIMAGING INITIATIVE (ADNI)", G5654639750, G5740349702, G5850682332, G613619302, G6173816828, G6210868510, G6371410416, G6412110892, G6447063303, G6719828067, G6792506723, G6899163935, G72415811, G7298697282, G764699806, G7799614282, G781725486, G8228018387, G8281378126, G839208290, G8636843673, G8852128998, G8895907669, G8897063270, G8957659042, G9000039018, G9000122335

OpenAlex ID: W4389138623