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Gao C, Shen X, Tan Y, Chen S. Pathogenesis, therapeutic strategies and biomarker development based on "omics" analysis related to microglia in Alzheimer's disease. J Neuroinflammation 2022; 19:215. [PMID: 36058959 PMCID: PMC9441025 DOI: 10.1186/s12974-022-02580-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Accepted: 08/27/2022] [Indexed: 11/10/2022] Open
Abstract
Alzheimer's disease (AD) is the most common neurodegenerative disease and the most common cause of dementia. Among various pathophysiological aspects, microglia are considered to play important roles in the pathogenesis of AD. Genome wide association studies (GWAS) showed that the majority of AD risk genes are highly or exclusively expressed in microglia, underscoring the critical roles of microglia in AD pathogenesis. Recently, omics technologies have greatly advanced our knowledge of microglia biology in AD. Omics approaches, including genomics, epigenomics, transcriptomics, proteomics, and metabolomics/lipidomics, present remarkable opportunities to delineate the underlying mechanisms, discover novel diagnostic biomarkers, monitor disease progression, and shape therapeutic strategies for diseases. In this review, we summarized research based on microglial "omics" analysis in AD, especially the recent research advances in the identification of AD-associated microglial subsets. This review reinforces the important role of microglia in AD and advances our understanding of the mechanism of microglia in AD pathogenesis. Moreover, we proposed the value of microglia-based omics in the development of therapeutic strategies and biomarkers for AD.
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Affiliation(s)
- Chao Gao
- Department of Neurology and Institute of Neurology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Xin Shen
- Department of Neurology and Institute of Neurology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Yuyan Tan
- Department of Neurology and Institute of Neurology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China.
| | - Shengdi Chen
- Department of Neurology and Institute of Neurology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China. .,Lab for Translational Research of Neurodegenerative Diseases, Shanghai Institute for Advanced Immunochemical Studies (SIAIS), Shanghai Tech University, Shanghai, 201210, China.
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Zhang L, Silva TC, Young JI, Gomez L, Schmidt MA, Hamilton-Nelson KL, Kunkle BW, Chen X, Martin ER, Wang L. Epigenome-wide meta-analysis of DNA methylation differences in prefrontal cortex implicates the immune processes in Alzheimer's disease. Nat Commun 2020; 11:6114. [PMID: 33257653 PMCID: PMC7704686 DOI: 10.1038/s41467-020-19791-w] [Citation(s) in RCA: 62] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2020] [Accepted: 10/26/2020] [Indexed: 12/14/2022] Open
Abstract
DNA methylation differences in Alzheimer's disease (AD) have been reported. Here, we conducted a meta-analysis of more than 1000 prefrontal cortex brain samples to prioritize the most consistent methylation differences in multiple cohorts. Using a uniform analysis pipeline, we identified 3751 CpGs and 119 differentially methylated regions (DMRs) significantly associated with Braak stage. Our analysis identified differentially methylated genes such as MAMSTR, AGAP2, and AZU1. The most significant DMR identified is located on the MAMSTR gene, which encodes a cofactor that stimulates MEF2C. Notably, MEF2C cooperates with another transcription factor, PU.1, a central hub in the AD gene network. Our enrichment analysis highlighted the potential roles of the immune system and polycomb repressive complex 2 in pathological AD. These results may help facilitate future mechanistic and biomarker discovery studies in AD.
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Affiliation(s)
- Lanyu Zhang
- Division of Biostatistics, Department of Public Health Sciences, Miller School of Medicine, University of Miami, Miami, FL, 33136, USA
| | - Tiago C Silva
- Division of Biostatistics, Department of Public Health Sciences, Miller School of Medicine, University of Miami, Miami, FL, 33136, USA
| | - Juan I Young
- Dr. John T Macdonald Foundation Department of Human Genetics, Miller School of Medicine, University of Miami, Miami, FL, 33136, USA
- John P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL, 33136, USA
| | - Lissette Gomez
- John P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL, 33136, USA
| | - Michael A Schmidt
- Dr. John T Macdonald Foundation Department of Human Genetics, Miller School of Medicine, University of Miami, Miami, FL, 33136, USA
- John P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL, 33136, USA
| | - Kara L Hamilton-Nelson
- John P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL, 33136, USA
| | - Brian W Kunkle
- Dr. John T Macdonald Foundation Department of Human Genetics, Miller School of Medicine, University of Miami, Miami, FL, 33136, USA
- John P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL, 33136, USA
| | - Xi Chen
- Division of Biostatistics, Department of Public Health Sciences, Miller School of Medicine, University of Miami, Miami, FL, 33136, USA
- Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Miami, FL, 33136, USA
| | - Eden R Martin
- Dr. John T Macdonald Foundation Department of Human Genetics, Miller School of Medicine, University of Miami, Miami, FL, 33136, USA
- John P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL, 33136, USA
| | - Lily Wang
- Division of Biostatistics, Department of Public Health Sciences, Miller School of Medicine, University of Miami, Miami, FL, 33136, USA.
- Dr. John T Macdonald Foundation Department of Human Genetics, Miller School of Medicine, University of Miami, Miami, FL, 33136, USA.
- John P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL, 33136, USA.
- Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Miami, FL, 33136, USA.
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Kaasinen E, Kuismin O, Rajamäki K, Ristolainen H, Aavikko M, Kondelin J, Saarinen S, Berta DG, Katainen R, Hirvonen EAM, Karhu A, Taira A, Tanskanen T, Alkodsi A, Taipale M, Morgunova E, Franssila K, Lehtonen R, Mäkinen M, Aittomäki K, Palotie A, Kurki MI, Pietiläinen O, Hilpert M, Saarentaus E, Niinimäki J, Junttila J, Kaikkonen K, Vahteristo P, Skoda RC, Seppänen MRJ, Eklund KK, Taipale J, Kilpivaara O, Aaltonen LA. Impact of constitutional TET2 haploinsufficiency on molecular and clinical phenotype in humans. Nat Commun 2019; 10:1252. [PMID: 30890702 PMCID: PMC6424975 DOI: 10.1038/s41467-019-09198-7] [Citation(s) in RCA: 63] [Impact Index Per Article: 12.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2018] [Accepted: 02/25/2019] [Indexed: 12/15/2022] Open
Abstract
Clonal hematopoiesis driven by somatic heterozygous TET2 loss is linked to malignant degeneration via consequent aberrant DNA methylation, and possibly to cardiovascular disease via increased cytokine and chemokine expression as reported in mice. Here, we discover a germline TET2 mutation in a lymphoma family. We observe neither unusual predisposition to atherosclerosis nor abnormal pro-inflammatory cytokine or chemokine expression. The latter finding is confirmed in cells from three additional unrelated TET2 germline mutation carriers. The TET2 defect elevates blood DNA methylation levels, especially at active enhancers and cell-type specific regulatory regions with binding sequences of master transcription factors involved in hematopoiesis. The regions display reduced methylation relative to all open chromatin regions in four DNMT3A germline mutation carriers, potentially due to TET2-mediated oxidation. Our findings provide insight into the interplay between epigenetic modulators and transcription factor activity in hematological neoplasia, but do not confirm the putative role of TET2 in atherosclerosis.
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Affiliation(s)
- Eevi Kaasinen
- Department of Medical and Clinical Genetics, University of Helsinki, FI-00014, Helsinki, Finland
- Genome-Scale Biology, Research Programs Unit, University of Helsinki, FI-00014, Helsinki, Finland
- Department of Biosciences and Nutrition, Karolinska Institutet, SE 171 77, Stockholm, Sweden
- Department of Medical Biochemistry and Biophysics, Karolinska Institutet, SE 171 77, Stockholm, Sweden
| | - Outi Kuismin
- Department of Clinical Genetics, Oulu University Hospital, FI-90029, Oulu, Finland
- PEDEGO Research Unit, Medical Research Center Oulu, Oulu University Hospital and University of Oulu, FI-90014, Oulu, Finland
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, FI-00014, Helsinki, Finland
| | - Kristiina Rajamäki
- Department of Medical and Clinical Genetics, University of Helsinki, FI-00014, Helsinki, Finland
- Genome-Scale Biology, Research Programs Unit, University of Helsinki, FI-00014, Helsinki, Finland
- Clinicum, University of Helsinki, FI-00014, Helsinki, Finland
| | - Heikki Ristolainen
- Department of Medical and Clinical Genetics, University of Helsinki, FI-00014, Helsinki, Finland
- Genome-Scale Biology, Research Programs Unit, University of Helsinki, FI-00014, Helsinki, Finland
| | - Mervi Aavikko
- Department of Medical and Clinical Genetics, University of Helsinki, FI-00014, Helsinki, Finland
- Genome-Scale Biology, Research Programs Unit, University of Helsinki, FI-00014, Helsinki, Finland
| | - Johanna Kondelin
- Department of Medical and Clinical Genetics, University of Helsinki, FI-00014, Helsinki, Finland
- Genome-Scale Biology, Research Programs Unit, University of Helsinki, FI-00014, Helsinki, Finland
| | - Silva Saarinen
- Department of Medical and Clinical Genetics, University of Helsinki, FI-00014, Helsinki, Finland
- Genome-Scale Biology, Research Programs Unit, University of Helsinki, FI-00014, Helsinki, Finland
| | - Davide G Berta
- Department of Medical and Clinical Genetics, University of Helsinki, FI-00014, Helsinki, Finland
- Genome-Scale Biology, Research Programs Unit, University of Helsinki, FI-00014, Helsinki, Finland
| | - Riku Katainen
- Department of Medical and Clinical Genetics, University of Helsinki, FI-00014, Helsinki, Finland
- Genome-Scale Biology, Research Programs Unit, University of Helsinki, FI-00014, Helsinki, Finland
| | - Elina A M Hirvonen
- Department of Medical and Clinical Genetics, University of Helsinki, FI-00014, Helsinki, Finland
- Genome-Scale Biology, Research Programs Unit, University of Helsinki, FI-00014, Helsinki, Finland
| | - Auli Karhu
- Department of Medical and Clinical Genetics, University of Helsinki, FI-00014, Helsinki, Finland
- Genome-Scale Biology, Research Programs Unit, University of Helsinki, FI-00014, Helsinki, Finland
| | - Aurora Taira
- Department of Medical and Clinical Genetics, University of Helsinki, FI-00014, Helsinki, Finland
- Genome-Scale Biology, Research Programs Unit, University of Helsinki, FI-00014, Helsinki, Finland
| | - Tomas Tanskanen
- Department of Medical and Clinical Genetics, University of Helsinki, FI-00014, Helsinki, Finland
- Genome-Scale Biology, Research Programs Unit, University of Helsinki, FI-00014, Helsinki, Finland
| | - Amjad Alkodsi
- Genome-Scale Biology, Research Programs Unit, University of Helsinki, FI-00014, Helsinki, Finland
| | - Minna Taipale
- Department of Biosciences and Nutrition, Karolinska Institutet, SE 171 77, Stockholm, Sweden
- Department of Medical Biochemistry and Biophysics, Karolinska Institutet, SE 171 77, Stockholm, Sweden
| | - Ekaterina Morgunova
- Department of Biosciences and Nutrition, Karolinska Institutet, SE 171 77, Stockholm, Sweden
- Department of Medical Biochemistry and Biophysics, Karolinska Institutet, SE 171 77, Stockholm, Sweden
| | - Kaarle Franssila
- HUSLAB, Helsinki University Hospital, FI-00029, Helsinki, Finland
| | - Rainer Lehtonen
- Genome-Scale Biology, Research Programs Unit, University of Helsinki, FI-00014, Helsinki, Finland
| | - Markus Mäkinen
- Cancer and Translational Medicine Research Unit, University of Oulu, FI-90014, Oulu, Finland
| | - Kristiina Aittomäki
- Department of Clinical Genetics, Helsinki University Hospital, FI-00029, Helsinki, Finland
| | - Aarno Palotie
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, FI-00014, Helsinki, Finland
- Analytic and Translational Genetics Unit, Department of Medicine, Department of Neurology and Department of Psychiatry, Massachusetts General Hospital, Boston, 02114, MA, USA
- The Stanley Center for Psychiatric Research and Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, 02142, MA, USA
| | - Mitja I Kurki
- Analytic and Translational Genetics Unit, Department of Medicine, Department of Neurology and Department of Psychiatry, Massachusetts General Hospital, Boston, 02114, MA, USA
| | - Olli Pietiläinen
- The Stanley Center for Psychiatric Research and Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, 02142, MA, USA
| | - Morgane Hilpert
- Department of Biomedicine, Experimental Hematology, University Hospital Basel and University of Basel, Basel, CH-4031, Switzerland
| | - Elmo Saarentaus
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, FI-00014, Helsinki, Finland
| | - Jaakko Niinimäki
- Medical Research Center Oulu, Oulu University Hospital and University of Oulu, FI-90014, Oulu, Finland
- Research Unit of Medical Imaging, Physics and Technology, Faculty of Medicine, University of Oulu, FI-90014, Oulu, Finland
| | - Juhani Junttila
- Research Unit of Internal Medicine, Medical Research Center Oulu, Oulu University Hospital and University of Oulu, FI-90014, Oulu, Finland
| | - Kari Kaikkonen
- Research Unit of Internal Medicine, Medical Research Center Oulu, Oulu University Hospital and University of Oulu, FI-90014, Oulu, Finland
| | - Pia Vahteristo
- Department of Medical and Clinical Genetics, University of Helsinki, FI-00014, Helsinki, Finland
- Genome-Scale Biology, Research Programs Unit, University of Helsinki, FI-00014, Helsinki, Finland
| | - Radek C Skoda
- Department of Biomedicine, Experimental Hematology, University Hospital Basel and University of Basel, Basel, CH-4031, Switzerland
| | - Mikko R J Seppänen
- Adult Immunodeficiency Unit, Infectious Diseases, Inflammation Center, University of Helsinki and Helsinki University Hospital, FI-00029, Helsinki, Finland
- Rare Diseases Center, Children's Hospital, University of Helsinki and Helsinki University Hospital, FI-00029, Helsinki, Finland
| | - Kari K Eklund
- Clinicum, University of Helsinki, FI-00014, Helsinki, Finland
- Department of Rheumatology, Helsinki University Hospital, FI-00029, Helsinki, Finland
- ORTON Orthopaedic Hospital, FI-00280, Helsinki, Finland
| | - Jussi Taipale
- Genome-Scale Biology, Research Programs Unit, University of Helsinki, FI-00014, Helsinki, Finland
- Department of Biosciences and Nutrition, Karolinska Institutet, SE 171 77, Stockholm, Sweden
- Department of Medical Biochemistry and Biophysics, Karolinska Institutet, SE 171 77, Stockholm, Sweden
| | - Outi Kilpivaara
- Department of Medical and Clinical Genetics, University of Helsinki, FI-00014, Helsinki, Finland.
- Genome-Scale Biology, Research Programs Unit, University of Helsinki, FI-00014, Helsinki, Finland.
| | - Lauri A Aaltonen
- Department of Medical and Clinical Genetics, University of Helsinki, FI-00014, Helsinki, Finland.
- Genome-Scale Biology, Research Programs Unit, University of Helsinki, FI-00014, Helsinki, Finland.
- Department of Biosciences and Nutrition, Karolinska Institutet, SE 171 77, Stockholm, Sweden.
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