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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...
Autores principales: | , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2020
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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 |
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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 |
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