Cargando…

Harnessing peripheral DNA methylation differences in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) to reveal novel biomarkers of disease

BACKGROUND: Alzheimer’s disease (AD) is a chronic progressive neurodegenerative disease impacting an estimated 44 million adults worldwide. The causal pathology of AD (accumulation of amyloid-beta and tau), precedes hallmark symptoms of dementia by more than a decade, necessitating development of ea...

Descripción completa

Detalles Bibliográficos
Autores principales: Vasanthakumar, Aparna, Davis, Justin W., Idler, Kenneth, Waring, Jeffrey F., Asque, Elizabeth, Riley-Gillis, Bridget, Grosskurth, Shaun, Srivastava, Gyan, Kim, Sungeun, Nho, Kwangsik, Nudelman, Kelly N. H., Faber, Kelley, Sun, Yu, Foroud, Tatiana M., Estrada, Karol, Apostolova, Liana G., Li, Qingqin S., Saykin, Andrew J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7294637/
https://www.ncbi.nlm.nih.gov/pubmed/32539856
http://dx.doi.org/10.1186/s13148-020-00864-y
_version_ 1783546521600393216
author Vasanthakumar, Aparna
Davis, Justin W.
Idler, Kenneth
Waring, Jeffrey F.
Asque, Elizabeth
Riley-Gillis, Bridget
Grosskurth, Shaun
Srivastava, Gyan
Kim, Sungeun
Nho, Kwangsik
Nudelman, Kelly N. H.
Faber, Kelley
Sun, Yu
Foroud, Tatiana M.
Estrada, Karol
Apostolova, Liana G.
Li, Qingqin S.
Saykin, Andrew J.
author_facet Vasanthakumar, Aparna
Davis, Justin W.
Idler, Kenneth
Waring, Jeffrey F.
Asque, Elizabeth
Riley-Gillis, Bridget
Grosskurth, Shaun
Srivastava, Gyan
Kim, Sungeun
Nho, Kwangsik
Nudelman, Kelly N. H.
Faber, Kelley
Sun, Yu
Foroud, Tatiana M.
Estrada, Karol
Apostolova, Liana G.
Li, Qingqin S.
Saykin, Andrew J.
author_sort Vasanthakumar, Aparna
collection PubMed
description BACKGROUND: Alzheimer’s disease (AD) is a chronic progressive neurodegenerative disease impacting an estimated 44 million adults worldwide. The causal pathology of AD (accumulation of amyloid-beta and tau), precedes hallmark symptoms of dementia by more than a decade, necessitating development of early diagnostic markers of disease onset, particularly for new drugs that aim to modify disease processes. To evaluate differentially methylated positions (DMPs) as novel blood-based biomarkers of AD, we used a subset of 653 individuals with peripheral blood (PB) samples in the Alzheimer’s disease Neuroimaging Initiative (ADNI) consortium. The selected cohort of AD, mild cognitive impairment (MCI), and age-matched healthy controls (CN) all had imaging, genetics, transcriptomics, cerebrospinal protein markers, and comprehensive clinical records, providing a rich resource of concurrent multi-omics and phenotypic information on a well-phenotyped subset of ADNI participants. RESULTS: In this manuscript, we report cross-diagnosis differential peripheral DNA methylation in a cohort of AD, MCI, and age-matched CN individuals with longitudinal DNA methylation measurements. Epigenome-wide association studies (EWAS) were performed using a mixed model with repeated measures over time with a P value cutoff of 1 × 10(−5) to test contrasts of pairwise differential peripheral methylation in AD vs CN, AD vs MCI, and MCI vs CN. The most highly significant differentially methylated loci also tracked with Mini Mental State Examination (MMSE) scores. Differentially methylated loci were enriched near brain and neurodegeneration-related genes (e.g., BDNF, BIN1, APOC1) validated using the genotype tissue expression project portal (GTex). CONCLUSIONS: Our work shows that peripheral differential methylation between age-matched subjects with AD relative to healthy controls will provide opportunities to further investigate and validate differential methylation as a surrogate of disease. Given the inaccessibility of brain tissue, the PB-associated methylation marks may help identify the stage of disease and progression phenotype, information that would be central to bringing forward successful drugs for AD.
format Online
Article
Text
id pubmed-7294637
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-72946372020-06-16 Harnessing peripheral DNA methylation differences in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) to reveal novel biomarkers of disease Vasanthakumar, Aparna Davis, Justin W. Idler, Kenneth Waring, Jeffrey F. Asque, Elizabeth Riley-Gillis, Bridget Grosskurth, Shaun Srivastava, Gyan Kim, Sungeun Nho, Kwangsik Nudelman, Kelly N. H. Faber, Kelley Sun, Yu Foroud, Tatiana M. Estrada, Karol Apostolova, Liana G. Li, Qingqin S. Saykin, Andrew J. Clin Epigenetics Research BACKGROUND: Alzheimer’s disease (AD) is a chronic progressive neurodegenerative disease impacting an estimated 44 million adults worldwide. The causal pathology of AD (accumulation of amyloid-beta and tau), precedes hallmark symptoms of dementia by more than a decade, necessitating development of early diagnostic markers of disease onset, particularly for new drugs that aim to modify disease processes. To evaluate differentially methylated positions (DMPs) as novel blood-based biomarkers of AD, we used a subset of 653 individuals with peripheral blood (PB) samples in the Alzheimer’s disease Neuroimaging Initiative (ADNI) consortium. The selected cohort of AD, mild cognitive impairment (MCI), and age-matched healthy controls (CN) all had imaging, genetics, transcriptomics, cerebrospinal protein markers, and comprehensive clinical records, providing a rich resource of concurrent multi-omics and phenotypic information on a well-phenotyped subset of ADNI participants. RESULTS: In this manuscript, we report cross-diagnosis differential peripheral DNA methylation in a cohort of AD, MCI, and age-matched CN individuals with longitudinal DNA methylation measurements. Epigenome-wide association studies (EWAS) were performed using a mixed model with repeated measures over time with a P value cutoff of 1 × 10(−5) to test contrasts of pairwise differential peripheral methylation in AD vs CN, AD vs MCI, and MCI vs CN. The most highly significant differentially methylated loci also tracked with Mini Mental State Examination (MMSE) scores. Differentially methylated loci were enriched near brain and neurodegeneration-related genes (e.g., BDNF, BIN1, APOC1) validated using the genotype tissue expression project portal (GTex). CONCLUSIONS: Our work shows that peripheral differential methylation between age-matched subjects with AD relative to healthy controls will provide opportunities to further investigate and validate differential methylation as a surrogate of disease. Given the inaccessibility of brain tissue, the PB-associated methylation marks may help identify the stage of disease and progression phenotype, information that would be central to bringing forward successful drugs for AD. BioMed Central 2020-06-15 /pmc/articles/PMC7294637/ /pubmed/32539856 http://dx.doi.org/10.1186/s13148-020-00864-y Text en © The Author(s) 2020 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Vasanthakumar, Aparna
Davis, Justin W.
Idler, Kenneth
Waring, Jeffrey F.
Asque, Elizabeth
Riley-Gillis, Bridget
Grosskurth, Shaun
Srivastava, Gyan
Kim, Sungeun
Nho, Kwangsik
Nudelman, Kelly N. H.
Faber, Kelley
Sun, Yu
Foroud, Tatiana M.
Estrada, Karol
Apostolova, Liana G.
Li, Qingqin S.
Saykin, Andrew J.
Harnessing peripheral DNA methylation differences in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) to reveal novel biomarkers of disease
title Harnessing peripheral DNA methylation differences in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) to reveal novel biomarkers of disease
title_full Harnessing peripheral DNA methylation differences in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) to reveal novel biomarkers of disease
title_fullStr Harnessing peripheral DNA methylation differences in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) to reveal novel biomarkers of disease
title_full_unstemmed Harnessing peripheral DNA methylation differences in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) to reveal novel biomarkers of disease
title_short Harnessing peripheral DNA methylation differences in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) to reveal novel biomarkers of disease
title_sort harnessing peripheral dna methylation differences in the alzheimer’s disease neuroimaging initiative (adni) to reveal novel biomarkers of disease
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7294637/
https://www.ncbi.nlm.nih.gov/pubmed/32539856
http://dx.doi.org/10.1186/s13148-020-00864-y
work_keys_str_mv AT vasanthakumaraparna harnessingperipheraldnamethylationdifferencesinthealzheimersdiseaseneuroimaginginitiativeadnitorevealnovelbiomarkersofdisease
AT davisjustinw harnessingperipheraldnamethylationdifferencesinthealzheimersdiseaseneuroimaginginitiativeadnitorevealnovelbiomarkersofdisease
AT idlerkenneth harnessingperipheraldnamethylationdifferencesinthealzheimersdiseaseneuroimaginginitiativeadnitorevealnovelbiomarkersofdisease
AT waringjeffreyf harnessingperipheraldnamethylationdifferencesinthealzheimersdiseaseneuroimaginginitiativeadnitorevealnovelbiomarkersofdisease
AT asqueelizabeth harnessingperipheraldnamethylationdifferencesinthealzheimersdiseaseneuroimaginginitiativeadnitorevealnovelbiomarkersofdisease
AT rileygillisbridget harnessingperipheraldnamethylationdifferencesinthealzheimersdiseaseneuroimaginginitiativeadnitorevealnovelbiomarkersofdisease
AT grosskurthshaun harnessingperipheraldnamethylationdifferencesinthealzheimersdiseaseneuroimaginginitiativeadnitorevealnovelbiomarkersofdisease
AT srivastavagyan harnessingperipheraldnamethylationdifferencesinthealzheimersdiseaseneuroimaginginitiativeadnitorevealnovelbiomarkersofdisease
AT kimsungeun harnessingperipheraldnamethylationdifferencesinthealzheimersdiseaseneuroimaginginitiativeadnitorevealnovelbiomarkersofdisease
AT nhokwangsik harnessingperipheraldnamethylationdifferencesinthealzheimersdiseaseneuroimaginginitiativeadnitorevealnovelbiomarkersofdisease
AT nudelmankellynh harnessingperipheraldnamethylationdifferencesinthealzheimersdiseaseneuroimaginginitiativeadnitorevealnovelbiomarkersofdisease
AT faberkelley harnessingperipheraldnamethylationdifferencesinthealzheimersdiseaseneuroimaginginitiativeadnitorevealnovelbiomarkersofdisease
AT sunyu harnessingperipheraldnamethylationdifferencesinthealzheimersdiseaseneuroimaginginitiativeadnitorevealnovelbiomarkersofdisease
AT foroudtatianam harnessingperipheraldnamethylationdifferencesinthealzheimersdiseaseneuroimaginginitiativeadnitorevealnovelbiomarkersofdisease
AT estradakarol harnessingperipheraldnamethylationdifferencesinthealzheimersdiseaseneuroimaginginitiativeadnitorevealnovelbiomarkersofdisease
AT apostolovalianag harnessingperipheraldnamethylationdifferencesinthealzheimersdiseaseneuroimaginginitiativeadnitorevealnovelbiomarkersofdisease
AT liqingqins harnessingperipheraldnamethylationdifferencesinthealzheimersdiseaseneuroimaginginitiativeadnitorevealnovelbiomarkersofdisease
AT saykinandrewj harnessingperipheraldnamethylationdifferencesinthealzheimersdiseaseneuroimaginginitiativeadnitorevealnovelbiomarkersofdisease
AT harnessingperipheraldnamethylationdifferencesinthealzheimersdiseaseneuroimaginginitiativeadnitorevealnovelbiomarkersofdisease