Machine Learning-Based Alzheimer’s Disease Stage Diagnosis Utilizing Blood Gene Expression and Clinical Data: A Comparative Investigation

Machine Learning-Based Alzheimer’s Disease Stage Diagnosis Utilizing Blood Gene Expression and Clinical Data: A Comparative Investigation

<b>Background/Objectives:</b> This study presents a comparative analysis of the multistage diagnosis of Alzheimer’s disease (AD), including mild cognitive impairment (MCI), utilizing two distinct types of biomarkers: blood gene expression and clinical biomarker samples. Both of these sam...

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Bibliographic Details
Main Authors: Manash Sarma, Subarna Chatterjee
Format: Article
Language:English
Published: MDPI AG 2025-01-01
Series:Diagnostics
Subjects:
Alzheimer’s disease stage diagnosis
blood gene expression
data imbalance
multiclassification
F1-score
AD risk gene
Online Access:https://www.mdpi.com/2075-4418/15/2/211
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