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A multiomic approach to characterize the temporal sequence in Alzheimer's disease-related pathology

Authors :
Mikael Marttinen
Jussi Paananen
Antonio Neme
Vikram Mitra
Mari Takalo
Teemu Natunen
Kaisa M.A. Paldanius
Petra Mäkinen
Michael Bremang
Mitja I. Kurki
Tuomas Rauramaa
Ville Leinonen
Hilkka Soininen
Annakaisa Haapasalo
Ian Pike
Mikko Hiltunen
Source :
Neurobiology of Disease, Vol 124, Iss , Pp 454-468 (2019)
Publication Year :
2019
Publisher :
Elsevier, 2019.

Abstract

No single-omic approach completely elucidates the multitude of alterations taking place in Alzheimer's disease (AD). Here, we coupled transcriptomic and phosphoproteomic approaches to determine the temporal sequence of changes in mRNA, protein, and phosphopeptide expression levels from human temporal cortical samples, with varying degree of AD-related pathology. This approach highlighted fluctuation in synaptic and mitochondrial function as the earliest pathological events in brain samples with AD-related pathology. Subsequently, increased expression of inflammation and extracellular matrix-associated gene products was observed. Interaction network assembly for the associated gene products, emphasized the complex interplay between these processes and the role of addressing post-translational modifications in the identification of key regulators. Additionally, we evaluate the use of decision trees and random forests in identifying potential biomarkers differentiating individuals with different degree of AD-related pathology. This multiomic and temporal sequence-based approach provides a better understanding of the sequence of events leading to AD.

Details

Language :
English
ISSN :
1095953X
Volume :
124
Issue :
454-468
Database :
Directory of Open Access Journals
Journal :
Neurobiology of Disease
Publication Type :
Academic Journal
Accession number :
edsdoj.1fe019b20534486d87a8b1561727acb5
Document Type :
article
Full Text :
https://doi.org/10.1016/j.nbd.2018.12.009