TY - JOUR
T1 - Cell Type–Specific Methylome-wide Association Studies Implicate Neurotrophin and Innate Immune Signaling in Major Depressive Disorder
AU - Chan, Robin F.
AU - Turecki, Gustavo
AU - Shabalin, Andrey A.
AU - Guintivano, Jerry
AU - Zhao, Min
AU - Xie, Lin Y.
AU - van Grootheest, Gerard
AU - Kaminsky, Zachary A.
AU - Dean, Brian
AU - Penninx, Brenda W.J.H.
AU - Aberg, Karolina A.
AU - van den Oord, Edwin J.C.G.
N1 - Funding Information:
This project was supported by the National Institute of Mental Health (Grant No. R01MH099110 [to EJCGvdO]). Postmortem brain tissues were received from the Victorian Brain Bank, which is supported by the Florey Institute of Neuroscience and Mental Health and the Alfred and Victorian Forensic Institute of Medicine and funded by Australia's National Health and Medical Research Council and Parkinson's Victoria; the Stanley Medical Research Institute; the Netherlands Brain Bank, Netherlands Institute of Neuroscience, Amsterdam; the Harvard Brain Tissue Resource Center; and the Douglas–Bell Canada Brain Bank, Douglas Institute Research Center, Canada. The infrastructure for the NESDA study is funded through the Geestkracht program of the Netherlands Organisation for Health Research and Development (ZonMw) (Grant No. 10-000-1002) and via financial contributions from participating universities and mental health care organizations (VU University Medical Center, GGZ inGeest, Leiden University Medical Center, Leiden University, GGZ Rivierduinen, University Medical Center Groningen, University of Groningen, Lentis, GGZ Friesland, GGZ Drenthe, and Rob Giel Onderzoekcentrum). RFC, KAA, and EJCGvdO conceived the concept of the study and established the design. KAA and EJCGvdO executed supervision of the study. RFC, JG, MZ, LYX, and ZAK generated the methylation data. RFC, AAS, JG, ZAK, KAA, and EJCGvdO analyzed the data. GvG, GT, BD, and BWJHP provided expertise on biomaterial and phenotype information. RFC and EJCGvdO wrote the manuscript. All authors contributed important intellectual content to and critically reviewed the manuscript. This article was published as a preprint on bioRxiv: doi: https://doi.org/10.1101/432088. BP has received research funding (nonrelated) from Jansen Research and Boehringer Ingelheim. All other authors report no biomedical financial interests or potential conflicts of interest. Complete test statistics for each MWAS are available for download at http://www.people.vcu.edu/∼ejvandenoord/. Raw data are available on request to ejvandenoord@vcu.edu.
Funding Information:
This project was supported by the National Institute of Mental Health (Grant No. R01MH099110 [to EJCGvdO]). Postmortem brain tissues were received from the Victorian Brain Bank, which is supported by the Florey Institute of Neuroscience and Mental Health and the Alfred and Victorian Forensic Institute of Medicine and funded by Australia’s National Health and Medical Research Council and Parkinson’s Victoria; the Stanley Medical Research Institute ; the Netherlands Brain Bank , Netherlands Institute of Neuroscience , Amsterdam; the Harvard Brain Tissue Resource Center ; and the Douglas–Bell Canada Brain Bank , Douglas Institute Research Center , Canada. The infrastructure for the NESDA study is funded through the Geestkracht program of the Netherlands Organisation for Health Research and Development (ZonMw) (Grant No. 10-000-1002 ) and via financial contributions from participating universities and mental health care organizations (VU University Medical Center, GGZ inGeest, Leiden University Medical Center, Leiden University, GGZ Rivierduinen, University Medical Center Groningen, University of Groningen, Lentis, GGZ Friesland, GGZ Drenthe, and Rob Giel Onderzoekcentrum).
Publisher Copyright:
© 2019 Society of Biological Psychiatry
PY - 2020/3/1
Y1 - 2020/3/1
N2 - Background: We sought to characterize methylation changes in brain and blood associated with major depressive disorder (MDD). As analyses of bulk tissue may obscure association signals and hamper the biological interpretation of findings, these changes were studied on a cell type–specific level. Methods: In 3 collections of human postmortem brain (n = 206) and 1 collection of blood samples (N = 1132) of MDD cases and controls, we used epigenomic deconvolution to perform cell type–specific methylome-wide association studies within subpopulations of neurons/glia for the brain data and granulocytes/T cells/B cells/monocytes for the blood data. Sorted neurons/glia from a fourth postmortem brain collection (n = 58) were used for validation purposes. Results: Cell type–specific methylome-wide association studies identified multiple findings in neurons/glia that were detected across brain collections and were reproducible in physically sorted nuclei. Cell type–specific analyses in blood samples identified methylome-wide significant associations in T cells, monocytes, and whole blood that replicated findings from a past methylation study of MDD. Pathway analyses implicated p75 neurotrophin receptor/nerve growth factor signaling and innate immune toll-like receptor signaling in MDD. Top results in neurons, glia, bulk brain, T cells, monocytes, and whole blood were enriched for genes supported by genome-wide association studies for MDD and other psychiatric disorders. Conclusions: We both replicated and identified novel MDD–methylation associations in human brain and blood samples at a cell type–specific level. Our results provide mechanistic insights into how the immune system may interact with the brain to affect MDD susceptibility. Importantly, our findings involved associations with MDD in human samples that implicated many closely related biological pathways. These disease-linked sites and pathways represent promising new therapeutic targets for MDD.
AB - Background: We sought to characterize methylation changes in brain and blood associated with major depressive disorder (MDD). As analyses of bulk tissue may obscure association signals and hamper the biological interpretation of findings, these changes were studied on a cell type–specific level. Methods: In 3 collections of human postmortem brain (n = 206) and 1 collection of blood samples (N = 1132) of MDD cases and controls, we used epigenomic deconvolution to perform cell type–specific methylome-wide association studies within subpopulations of neurons/glia for the brain data and granulocytes/T cells/B cells/monocytes for the blood data. Sorted neurons/glia from a fourth postmortem brain collection (n = 58) were used for validation purposes. Results: Cell type–specific methylome-wide association studies identified multiple findings in neurons/glia that were detected across brain collections and were reproducible in physically sorted nuclei. Cell type–specific analyses in blood samples identified methylome-wide significant associations in T cells, monocytes, and whole blood that replicated findings from a past methylation study of MDD. Pathway analyses implicated p75 neurotrophin receptor/nerve growth factor signaling and innate immune toll-like receptor signaling in MDD. Top results in neurons, glia, bulk brain, T cells, monocytes, and whole blood were enriched for genes supported by genome-wide association studies for MDD and other psychiatric disorders. Conclusions: We both replicated and identified novel MDD–methylation associations in human brain and blood samples at a cell type–specific level. Our results provide mechanistic insights into how the immune system may interact with the brain to affect MDD susceptibility. Importantly, our findings involved associations with MDD in human samples that implicated many closely related biological pathways. These disease-linked sites and pathways represent promising new therapeutic targets for MDD.
KW - Depression
KW - Epigenetics
KW - Immune deconvolution
KW - Methylation
KW - Nerve growth factor
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U2 - 10.1016/j.biopsych.2019.10.014
DO - 10.1016/j.biopsych.2019.10.014
M3 - Article
C2 - 31889537
AN - SCOPUS:85077142409
SN - 0006-3223
VL - 87
SP - 431
EP - 442
JO - Biological Psychiatry
JF - Biological Psychiatry
IS - 5
ER -