Artificial intelligence and leukocyte epigenomics: Evaluation and prediction of late-onset Alzheimer's disease.

Autor: Ray O Bahado-Singh, Sangeetha Vishweswaraiah, Buket Aydas, Ali Yilmaz, Raghu P Metpally, David J Carey, Richard C Crist, Wade H Berrettini, George D Wilson, Khalid Imam, Michael Maddens, Halil Bisgin, Stewart F Graham, Uppala Radhakrishna
Jazyk: angličtina
Rok vydání: 2021
Předmět:
Zdroj: PLoS ONE, Vol 16, Iss 3, p e0248375 (2021)
Druh dokumentu: article
ISSN: 1932-6203
DOI: 10.1371/journal.pone.0248375
Popis: We evaluated the utility of leucocyte epigenomic-biomarkers for Alzheimer's Disease (AD) detection and elucidates its molecular pathogeneses. Genome-wide DNA methylation analysis was performed using the Infinium MethylationEPIC BeadChip array in 24 late-onset AD (LOAD) and 24 cognitively healthy subjects. Data were analyzed using six Artificial Intelligence (AI) methodologies including Deep Learning (DL) followed by Ingenuity Pathway Analysis (IPA) was used for AD prediction. We identified 152 significantly (FDR p
Databáze: Directory of Open Access Journals
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