Cargando…

Apolipoprotein E allele 4 effects on Single-Subject Gray Matter Networks in Mild Cognitive Impairment

There is evidence that gray matter networks are disrupted in Mild Cognitive Impairment (MCI) and associated with cognitive impairment and faster disease progression. However, it remains unknown how these alterations are related to the presence of Apolipoprotein E isoform E4 (ApoE4), the most promine...

Descripción completa

Detalles Bibliográficos
Autores principales: Sanabria-Diaz, Gretel, Demonet, Jean-Francois, Rodriguez-Herreros, Borja, Draganski, Bogdan, Kherif, Ferath, Melie-Garcia, Lester
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8405842/
https://www.ncbi.nlm.nih.gov/pubmed/34469849
http://dx.doi.org/10.1016/j.nicl.2021.102799
_version_ 1783746399303630848
author Sanabria-Diaz, Gretel
Demonet, Jean-Francois
Rodriguez-Herreros, Borja
Draganski, Bogdan
Kherif, Ferath
Melie-Garcia, Lester
author_facet Sanabria-Diaz, Gretel
Demonet, Jean-Francois
Rodriguez-Herreros, Borja
Draganski, Bogdan
Kherif, Ferath
Melie-Garcia, Lester
author_sort Sanabria-Diaz, Gretel
collection PubMed
description There is evidence that gray matter networks are disrupted in Mild Cognitive Impairment (MCI) and associated with cognitive impairment and faster disease progression. However, it remains unknown how these alterations are related to the presence of Apolipoprotein E isoform E4 (ApoE4), the most prominent genetic risk factor for late-onset Alzheimer’s disease (AD). To investigate this topic at the individual level, we explore the impact of ApoE4 and the disease progression on the Single-Subject Gray Matter Networks (SSGMNets) using the graph theory approach. Our data sample comprised 200 MCI patients selected from the ADNI database, classified as non-Converters and Converters (will progress into AD). Each group included 50 ApoE4-positive (‘Carriers', ApoE4 + ) and 50 ApoE4-negative ('non-Carriers', ApoE4-). The SSGMNets were estimated from structural MRIs at two-time points: baseline and conversion. We investigated whether altered network topological measures at baseline and their rate of change (RoC) between baseline and conversion time points were associated with ApoE4 and disease progression. We also explored the correlation of SSGMNets attributes with general cognition score (MMSE), memory (ADNI-MEM), and CSF-derived biomarkers of AD (Aβ42, T-tau, and P-tau). Our results showed that ApoE4 and the disease progression modulated the global topological network properties independently but not in their RoC. MCI converters showed a lower clustering index in several regions associated with neurodegeneration in AD. The SSGMNets' topological organization was revealed to be able to predict cognitive and memory measures. The findings presented here suggest that SSGMNets could indeed be used to identify MCI ApoE4 Carriers with a high risk for AD progression.
format Online
Article
Text
id pubmed-8405842
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Elsevier
record_format MEDLINE/PubMed
spelling pubmed-84058422021-09-02 Apolipoprotein E allele 4 effects on Single-Subject Gray Matter Networks in Mild Cognitive Impairment Sanabria-Diaz, Gretel Demonet, Jean-Francois Rodriguez-Herreros, Borja Draganski, Bogdan Kherif, Ferath Melie-Garcia, Lester Neuroimage Clin Regular Article There is evidence that gray matter networks are disrupted in Mild Cognitive Impairment (MCI) and associated with cognitive impairment and faster disease progression. However, it remains unknown how these alterations are related to the presence of Apolipoprotein E isoform E4 (ApoE4), the most prominent genetic risk factor for late-onset Alzheimer’s disease (AD). To investigate this topic at the individual level, we explore the impact of ApoE4 and the disease progression on the Single-Subject Gray Matter Networks (SSGMNets) using the graph theory approach. Our data sample comprised 200 MCI patients selected from the ADNI database, classified as non-Converters and Converters (will progress into AD). Each group included 50 ApoE4-positive (‘Carriers', ApoE4 + ) and 50 ApoE4-negative ('non-Carriers', ApoE4-). The SSGMNets were estimated from structural MRIs at two-time points: baseline and conversion. We investigated whether altered network topological measures at baseline and their rate of change (RoC) between baseline and conversion time points were associated with ApoE4 and disease progression. We also explored the correlation of SSGMNets attributes with general cognition score (MMSE), memory (ADNI-MEM), and CSF-derived biomarkers of AD (Aβ42, T-tau, and P-tau). Our results showed that ApoE4 and the disease progression modulated the global topological network properties independently but not in their RoC. MCI converters showed a lower clustering index in several regions associated with neurodegeneration in AD. The SSGMNets' topological organization was revealed to be able to predict cognitive and memory measures. The findings presented here suggest that SSGMNets could indeed be used to identify MCI ApoE4 Carriers with a high risk for AD progression. Elsevier 2021-08-24 /pmc/articles/PMC8405842/ /pubmed/34469849 http://dx.doi.org/10.1016/j.nicl.2021.102799 Text en © 2021 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Regular Article
Sanabria-Diaz, Gretel
Demonet, Jean-Francois
Rodriguez-Herreros, Borja
Draganski, Bogdan
Kherif, Ferath
Melie-Garcia, Lester
Apolipoprotein E allele 4 effects on Single-Subject Gray Matter Networks in Mild Cognitive Impairment
title Apolipoprotein E allele 4 effects on Single-Subject Gray Matter Networks in Mild Cognitive Impairment
title_full Apolipoprotein E allele 4 effects on Single-Subject Gray Matter Networks in Mild Cognitive Impairment
title_fullStr Apolipoprotein E allele 4 effects on Single-Subject Gray Matter Networks in Mild Cognitive Impairment
title_full_unstemmed Apolipoprotein E allele 4 effects on Single-Subject Gray Matter Networks in Mild Cognitive Impairment
title_short Apolipoprotein E allele 4 effects on Single-Subject Gray Matter Networks in Mild Cognitive Impairment
title_sort apolipoprotein e allele 4 effects on single-subject gray matter networks in mild cognitive impairment
topic Regular Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8405842/
https://www.ncbi.nlm.nih.gov/pubmed/34469849
http://dx.doi.org/10.1016/j.nicl.2021.102799
work_keys_str_mv AT sanabriadiazgretel apolipoproteineallele4effectsonsinglesubjectgraymatternetworksinmildcognitiveimpairment
AT demonetjeanfrancois apolipoproteineallele4effectsonsinglesubjectgraymatternetworksinmildcognitiveimpairment
AT rodriguezherrerosborja apolipoproteineallele4effectsonsinglesubjectgraymatternetworksinmildcognitiveimpairment
AT draganskibogdan apolipoproteineallele4effectsonsinglesubjectgraymatternetworksinmildcognitiveimpairment
AT kherifferath apolipoproteineallele4effectsonsinglesubjectgraymatternetworksinmildcognitiveimpairment
AT meliegarcialester apolipoproteineallele4effectsonsinglesubjectgraymatternetworksinmildcognitiveimpairment