Cargando…

Meta-analysis of genome-wide DNA methylation identifies shared associations across neurodegenerative disorders

BACKGROUND: People with neurodegenerative disorders show diverse clinical syndromes, genetic heterogeneity, and distinct brain pathological changes, but studies report overlap between these features. DNA methylation (DNAm) provides a way to explore this overlap and heterogeneity as it is determined...

Descripción completa

Detalles Bibliográficos
Autores principales: Nabais, Marta F., Laws, Simon M., Lin, Tian, Vallerga, Costanza L., Armstrong, Nicola J., Blair, Ian P., Kwok, John B., Mather, Karen A., Mellick, George D., Sachdev, Perminder S., Wallace, Leanne, Henders, Anjali K., Zwamborn, Ramona A. J., Hop, Paul J., Lunnon, Katie, Pishva, Ehsan, Roubroeks, Janou A. Y., Soininen, Hilkka, Tsolaki, Magda, Mecocci, Patrizia, Lovestone, Simon, Kłoszewska, Iwona, Vellas, Bruno, Furlong, Sarah, Garton, Fleur C., Henderson, Robert D., Mathers, Susan, McCombe, Pamela A., Needham, Merrilee, Ngo, Shyuan T., Nicholson, Garth, Pamphlett, Roger, Rowe, Dominic B., Steyn, Frederik J., Williams, Kelly L., Anderson, Tim J., Bentley, Steven R., Dalrymple-Alford, John, Fowder, Javed, Gratten, Jacob, Halliday, Glenda, Hickie, Ian B., Kennedy, Martin, Lewis, Simon J. G., Montgomery, Grant W., Pearson, John, Pitcher, Toni L., Silburn, Peter, Zhang, Futao, Visscher, Peter M., Yang, Jian, Stevenson, Anna J., Hillary, Robert F., Marioni, Riccardo E., Harris, Sarah E., Deary, Ian J., Jones, Ashley R., Shatunov, Aleksey, Iacoangeli, Alfredo, van Rheenen, Wouter, van den Berg, Leonard H., Shaw, Pamela J., Shaw, Cristopher E., Morrison, Karen E., Al-Chalabi, Ammar, Veldink, Jan H., Hannon, Eilis, Mill, Jonathan, Wray, Naomi R., McRae, Allan F.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8004462/
https://www.ncbi.nlm.nih.gov/pubmed/33771206
http://dx.doi.org/10.1186/s13059-021-02275-5
_version_ 1783671913605758976
author Nabais, Marta F.
Laws, Simon M.
Lin, Tian
Vallerga, Costanza L.
Armstrong, Nicola J.
Blair, Ian P.
Kwok, John B.
Mather, Karen A.
Mellick, George D.
Sachdev, Perminder S.
Wallace, Leanne
Henders, Anjali K.
Zwamborn, Ramona A. J.
Hop, Paul J.
Lunnon, Katie
Pishva, Ehsan
Roubroeks, Janou A. Y.
Soininen, Hilkka
Tsolaki, Magda
Mecocci, Patrizia
Lovestone, Simon
Kłoszewska, Iwona
Vellas, Bruno
Furlong, Sarah
Garton, Fleur C.
Henderson, Robert D.
Mathers, Susan
McCombe, Pamela A.
Needham, Merrilee
Ngo, Shyuan T.
Nicholson, Garth
Pamphlett, Roger
Rowe, Dominic B.
Steyn, Frederik J.
Williams, Kelly L.
Anderson, Tim J.
Bentley, Steven R.
Dalrymple-Alford, John
Fowder, Javed
Gratten, Jacob
Halliday, Glenda
Hickie, Ian B.
Kennedy, Martin
Lewis, Simon J. G.
Montgomery, Grant W.
Pearson, John
Pitcher, Toni L.
Silburn, Peter
Zhang, Futao
Visscher, Peter M.
Yang, Jian
Stevenson, Anna J.
Hillary, Robert F.
Marioni, Riccardo E.
Harris, Sarah E.
Deary, Ian J.
Jones, Ashley R.
Shatunov, Aleksey
Iacoangeli, Alfredo
van Rheenen, Wouter
van den Berg, Leonard H.
Shaw, Pamela J.
Shaw, Cristopher E.
Morrison, Karen E.
Al-Chalabi, Ammar
Veldink, Jan H.
Hannon, Eilis
Mill, Jonathan
Wray, Naomi R.
McRae, Allan F.
author_facet Nabais, Marta F.
Laws, Simon M.
Lin, Tian
Vallerga, Costanza L.
Armstrong, Nicola J.
Blair, Ian P.
Kwok, John B.
Mather, Karen A.
Mellick, George D.
Sachdev, Perminder S.
Wallace, Leanne
Henders, Anjali K.
Zwamborn, Ramona A. J.
Hop, Paul J.
Lunnon, Katie
Pishva, Ehsan
Roubroeks, Janou A. Y.
Soininen, Hilkka
Tsolaki, Magda
Mecocci, Patrizia
Lovestone, Simon
Kłoszewska, Iwona
Vellas, Bruno
Furlong, Sarah
Garton, Fleur C.
Henderson, Robert D.
Mathers, Susan
McCombe, Pamela A.
Needham, Merrilee
Ngo, Shyuan T.
Nicholson, Garth
Pamphlett, Roger
Rowe, Dominic B.
Steyn, Frederik J.
Williams, Kelly L.
Anderson, Tim J.
Bentley, Steven R.
Dalrymple-Alford, John
Fowder, Javed
Gratten, Jacob
Halliday, Glenda
Hickie, Ian B.
Kennedy, Martin
Lewis, Simon J. G.
Montgomery, Grant W.
Pearson, John
Pitcher, Toni L.
Silburn, Peter
Zhang, Futao
Visscher, Peter M.
Yang, Jian
Stevenson, Anna J.
Hillary, Robert F.
Marioni, Riccardo E.
Harris, Sarah E.
Deary, Ian J.
Jones, Ashley R.
Shatunov, Aleksey
Iacoangeli, Alfredo
van Rheenen, Wouter
van den Berg, Leonard H.
Shaw, Pamela J.
Shaw, Cristopher E.
Morrison, Karen E.
Al-Chalabi, Ammar
Veldink, Jan H.
Hannon, Eilis
Mill, Jonathan
Wray, Naomi R.
McRae, Allan F.
author_sort Nabais, Marta F.
collection PubMed
description BACKGROUND: People with neurodegenerative disorders show diverse clinical syndromes, genetic heterogeneity, and distinct brain pathological changes, but studies report overlap between these features. DNA methylation (DNAm) provides a way to explore this overlap and heterogeneity as it is determined by the combined effects of genetic variation and the environment. In this study, we aim to identify shared blood DNAm differences between controls and people with Alzheimer’s disease, amyotrophic lateral sclerosis, and Parkinson’s disease. RESULTS: We use a mixed-linear model method (MOMENT) that accounts for the effect of (un)known confounders, to test for the association of each DNAm site with each disorder. While only three probes are found to be genome-wide significant in each MOMENT association analysis of amyotrophic lateral sclerosis and Parkinson’s disease (and none with Alzheimer’s disease), a fixed-effects meta-analysis of the three disorders results in 12 genome-wide significant differentially methylated positions. Predicted immune cell-type proportions are disrupted across all neurodegenerative disorders. Protein inflammatory markers are correlated with profile sum-scores derived from disease-associated immune cell-type proportions in a healthy aging cohort. In contrast, they are not correlated with MOMENT DNAm-derived profile sum-scores, calculated using effect sizes of the 12 differentially methylated positions as weights. CONCLUSIONS: We identify shared differentially methylated positions in whole blood between neurodegenerative disorders that point to shared pathogenic mechanisms. These shared differentially methylated positions may reflect causes or consequences of disease, but they are unlikely to reflect cell-type proportion differences. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13059-021-02275-5.
format Online
Article
Text
id pubmed-8004462
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-80044622021-03-30 Meta-analysis of genome-wide DNA methylation identifies shared associations across neurodegenerative disorders Nabais, Marta F. Laws, Simon M. Lin, Tian Vallerga, Costanza L. Armstrong, Nicola J. Blair, Ian P. Kwok, John B. Mather, Karen A. Mellick, George D. Sachdev, Perminder S. Wallace, Leanne Henders, Anjali K. Zwamborn, Ramona A. J. Hop, Paul J. Lunnon, Katie Pishva, Ehsan Roubroeks, Janou A. Y. Soininen, Hilkka Tsolaki, Magda Mecocci, Patrizia Lovestone, Simon Kłoszewska, Iwona Vellas, Bruno Furlong, Sarah Garton, Fleur C. Henderson, Robert D. Mathers, Susan McCombe, Pamela A. Needham, Merrilee Ngo, Shyuan T. Nicholson, Garth Pamphlett, Roger Rowe, Dominic B. Steyn, Frederik J. Williams, Kelly L. Anderson, Tim J. Bentley, Steven R. Dalrymple-Alford, John Fowder, Javed Gratten, Jacob Halliday, Glenda Hickie, Ian B. Kennedy, Martin Lewis, Simon J. G. Montgomery, Grant W. Pearson, John Pitcher, Toni L. Silburn, Peter Zhang, Futao Visscher, Peter M. Yang, Jian Stevenson, Anna J. Hillary, Robert F. Marioni, Riccardo E. Harris, Sarah E. Deary, Ian J. Jones, Ashley R. Shatunov, Aleksey Iacoangeli, Alfredo van Rheenen, Wouter van den Berg, Leonard H. Shaw, Pamela J. Shaw, Cristopher E. Morrison, Karen E. Al-Chalabi, Ammar Veldink, Jan H. Hannon, Eilis Mill, Jonathan Wray, Naomi R. McRae, Allan F. Genome Biol Research BACKGROUND: People with neurodegenerative disorders show diverse clinical syndromes, genetic heterogeneity, and distinct brain pathological changes, but studies report overlap between these features. DNA methylation (DNAm) provides a way to explore this overlap and heterogeneity as it is determined by the combined effects of genetic variation and the environment. In this study, we aim to identify shared blood DNAm differences between controls and people with Alzheimer’s disease, amyotrophic lateral sclerosis, and Parkinson’s disease. RESULTS: We use a mixed-linear model method (MOMENT) that accounts for the effect of (un)known confounders, to test for the association of each DNAm site with each disorder. While only three probes are found to be genome-wide significant in each MOMENT association analysis of amyotrophic lateral sclerosis and Parkinson’s disease (and none with Alzheimer’s disease), a fixed-effects meta-analysis of the three disorders results in 12 genome-wide significant differentially methylated positions. Predicted immune cell-type proportions are disrupted across all neurodegenerative disorders. Protein inflammatory markers are correlated with profile sum-scores derived from disease-associated immune cell-type proportions in a healthy aging cohort. In contrast, they are not correlated with MOMENT DNAm-derived profile sum-scores, calculated using effect sizes of the 12 differentially methylated positions as weights. CONCLUSIONS: We identify shared differentially methylated positions in whole blood between neurodegenerative disorders that point to shared pathogenic mechanisms. These shared differentially methylated positions may reflect causes or consequences of disease, but they are unlikely to reflect cell-type proportion differences. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13059-021-02275-5. BioMed Central 2021-03-26 /pmc/articles/PMC8004462/ /pubmed/33771206 http://dx.doi.org/10.1186/s13059-021-02275-5 Text en © The Author(s) 2021 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
Nabais, Marta F.
Laws, Simon M.
Lin, Tian
Vallerga, Costanza L.
Armstrong, Nicola J.
Blair, Ian P.
Kwok, John B.
Mather, Karen A.
Mellick, George D.
Sachdev, Perminder S.
Wallace, Leanne
Henders, Anjali K.
Zwamborn, Ramona A. J.
Hop, Paul J.
Lunnon, Katie
Pishva, Ehsan
Roubroeks, Janou A. Y.
Soininen, Hilkka
Tsolaki, Magda
Mecocci, Patrizia
Lovestone, Simon
Kłoszewska, Iwona
Vellas, Bruno
Furlong, Sarah
Garton, Fleur C.
Henderson, Robert D.
Mathers, Susan
McCombe, Pamela A.
Needham, Merrilee
Ngo, Shyuan T.
Nicholson, Garth
Pamphlett, Roger
Rowe, Dominic B.
Steyn, Frederik J.
Williams, Kelly L.
Anderson, Tim J.
Bentley, Steven R.
Dalrymple-Alford, John
Fowder, Javed
Gratten, Jacob
Halliday, Glenda
Hickie, Ian B.
Kennedy, Martin
Lewis, Simon J. G.
Montgomery, Grant W.
Pearson, John
Pitcher, Toni L.
Silburn, Peter
Zhang, Futao
Visscher, Peter M.
Yang, Jian
Stevenson, Anna J.
Hillary, Robert F.
Marioni, Riccardo E.
Harris, Sarah E.
Deary, Ian J.
Jones, Ashley R.
Shatunov, Aleksey
Iacoangeli, Alfredo
van Rheenen, Wouter
van den Berg, Leonard H.
Shaw, Pamela J.
Shaw, Cristopher E.
Morrison, Karen E.
Al-Chalabi, Ammar
Veldink, Jan H.
Hannon, Eilis
Mill, Jonathan
Wray, Naomi R.
McRae, Allan F.
Meta-analysis of genome-wide DNA methylation identifies shared associations across neurodegenerative disorders
title Meta-analysis of genome-wide DNA methylation identifies shared associations across neurodegenerative disorders
title_full Meta-analysis of genome-wide DNA methylation identifies shared associations across neurodegenerative disorders
title_fullStr Meta-analysis of genome-wide DNA methylation identifies shared associations across neurodegenerative disorders
title_full_unstemmed Meta-analysis of genome-wide DNA methylation identifies shared associations across neurodegenerative disorders
title_short Meta-analysis of genome-wide DNA methylation identifies shared associations across neurodegenerative disorders
title_sort meta-analysis of genome-wide dna methylation identifies shared associations across neurodegenerative disorders
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8004462/
https://www.ncbi.nlm.nih.gov/pubmed/33771206
http://dx.doi.org/10.1186/s13059-021-02275-5
work_keys_str_mv AT nabaismartaf metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT lawssimonm metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT lintian metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT vallergacostanzal metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT armstrongnicolaj metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT blairianp metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT kwokjohnb metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT matherkarena metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT mellickgeorged metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT sachdevperminders metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT wallaceleanne metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT hendersanjalik metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT zwambornramonaaj metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT hoppaulj metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT lunnonkatie metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT pishvaehsan metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT roubroeksjanouay metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT soininenhilkka metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT tsolakimagda metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT mecoccipatrizia metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT lovestonesimon metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT kłoszewskaiwona metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT vellasbruno metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT furlongsarah metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT gartonfleurc metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT hendersonrobertd metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT matherssusan metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT mccombepamelaa metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT needhammerrilee metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT ngoshyuant metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT nicholsongarth metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT pamphlettroger metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT rowedominicb metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT steynfrederikj metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT williamskellyl metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT andersontimj metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT bentleystevenr metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT dalrymplealfordjohn metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT fowderjaved metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT grattenjacob metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT hallidayglenda metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT hickieianb metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT kennedymartin metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT lewissimonjg metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT montgomerygrantw metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT pearsonjohn metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT pitchertonil metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT silburnpeter metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT zhangfutao metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT visscherpeterm metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT yangjian metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT stevensonannaj metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT hillaryrobertf metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT marioniriccardoe metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT harrissarahe metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT dearyianj metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT jonesashleyr metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT shatunovaleksey metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT iacoangelialfredo metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT vanrheenenwouter metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT vandenbergleonardh metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT shawpamelaj metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT shawcristophere metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT morrisonkarene metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT alchalabiammar metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT veldinkjanh metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT hannoneilis metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT milljonathan metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT wraynaomir metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders
AT mcraeallanf metaanalysisofgenomewidednamethylationidentifiessharedassociationsacrossneurodegenerativedisorders