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Nammo T, Funahashi N, Udagawa H, Kozawa J, Nakano K, Shimizu Y, Okamura T, Kawaguchi M, Uebanso T, Nishimura W, Hiramoto M, Shimomura I, Yasuda K. Single-housing-induced islet epigenomic changes are related to polymorphisms in diabetic KK mice. Life Sci Alliance 2024; 7:e202302099. [PMID: 38876803 PMCID: PMC11178941 DOI: 10.26508/lsa.202302099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Revised: 05/17/2024] [Accepted: 05/20/2024] [Indexed: 06/16/2024] Open
Abstract
A lack of social relationships is increasingly recognized as a type 2 diabetes (T2D) risk. To investigate the underlying mechanism, we used male KK mice, an inbred strain with spontaneous diabetes. Given the association between living alone and T2D risk in humans, we divided the non-diabetic mice into singly housed (KK-SH) and group-housed control mice. Around the onset of diabetes in KK-SH mice, we compared H3K27ac ChIP-Seq with RNA-Seq using pancreatic islets derived from each experimental group, revealing a positive correlation between single-housing-induced changes in H3K27ac and gene expression levels. In particular, single-housing-induced H3K27ac decreases revealed a significant association with islet cell functions and GWAS loci for T2D and related diseases, with significant enrichment of binding motifs for transcription factors representative of human diabetes. Although these H3K27ac regions were preferentially localized to a polymorphic genomic background, SNVs and indels did not cause sequence disruption of enriched transcription factor motifs in most of these elements. These results suggest alternative roles of genetic variants in environment-dependent epigenomic changes and provide insights into the complex mode of disease inheritance.
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Affiliation(s)
- Takao Nammo
- https://ror.org/00r9w3j27 Department of Metabolic Disorder, Diabetes Research Center, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
- Department of Metabolic Medicine, Osaka University Graduate School of Medicine, Osaka, Japan
- Department of Diabetes Care Medicine, Osaka University Graduate School of Medicine, Osaka, Japan
| | - Nobuaki Funahashi
- https://ror.org/00r9w3j27 Department of Metabolic Disorder, Diabetes Research Center, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
- Department of Life Science and Technology, Tokyo Institute of Technology, Yokohama, Japan
| | - Haruhide Udagawa
- https://ror.org/00r9w3j27 Department of Metabolic Disorder, Diabetes Research Center, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
- Department of Registered Dietitians, Faculty of Health and Nutrition, Bunkyo University, Chigasaki, Japan
| | - Junji Kozawa
- Department of Metabolic Medicine, Osaka University Graduate School of Medicine, Osaka, Japan
- Department of Diabetes Care Medicine, Osaka University Graduate School of Medicine, Osaka, Japan
| | - Kenta Nakano
- https://ror.org/00r9w3j27 Department of Laboratory Animal Medicine, Research Institute, National Center for Global Health and Medicine (NCGM), Tokyo, Japan
| | - Yukiko Shimizu
- https://ror.org/00r9w3j27 Department of Laboratory Animal Medicine, Research Institute, National Center for Global Health and Medicine (NCGM), Tokyo, Japan
| | - Tadashi Okamura
- https://ror.org/00r9w3j27 Department of Laboratory Animal Medicine, Research Institute, National Center for Global Health and Medicine (NCGM), Tokyo, Japan
| | - Miho Kawaguchi
- https://ror.org/00r9w3j27 Department of Metabolic Disorder, Diabetes Research Center, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
| | - Takashi Uebanso
- https://ror.org/00r9w3j27 Department of Metabolic Disorder, Diabetes Research Center, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
- Department of Preventive Environment and Nutrition, Institute of Biomedical Sciences, Tokushima University Graduate School, Tokushima, Japan
| | - Wataru Nishimura
- https://ror.org/00r9w3j27 Department of Metabolic Disorder, Diabetes Research Center, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
- Department of Molecular Biology, International University of Health and Welfare School of Medicine, Chiba, Japan
- Division of Anatomy, Bio-Imaging and Neuro-cell Science, Jichi Medical University, Tochigi, Japan
| | - Masaki Hiramoto
- https://ror.org/00r9w3j27 Department of Metabolic Disorder, Diabetes Research Center, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
- Department of Biochemistry, Tokyo Medical University, Tokyo, Japan
| | - Iichiro Shimomura
- Department of Metabolic Medicine, Osaka University Graduate School of Medicine, Osaka, Japan
| | - Kazuki Yasuda
- https://ror.org/00r9w3j27 Department of Metabolic Disorder, Diabetes Research Center, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
- Department of Diabetes, Endocrinology and Metabolism, Kyorin University School of Medicine, Tokyo, Japan
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Rasooly D, Peloso GM, Pereira AC, Dashti H, Giambartolomei C, Wheeler E, Aung N, Ferolito BR, Pietzner M, Farber-Eger EH, Wells QS, Kosik NM, Gaziano L, Posner DC, Bento AP, Hui Q, Liu C, Aragam K, Wang Z, Charest B, Huffman JE, Wilson PWF, Phillips LS, Whittaker J, Munroe PB, Petersen SE, Cho K, Leach AR, Magariños MP, Gaziano JM, Langenberg C, Sun YV, Joseph J, Casas JP. Genome-wide association analysis and Mendelian randomization proteomics identify drug targets for heart failure. Nat Commun 2023; 14:3826. [PMID: 37429843 PMCID: PMC10333277 DOI: 10.1038/s41467-023-39253-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Accepted: 06/05/2023] [Indexed: 07/12/2023] Open
Abstract
We conduct a large-scale meta-analysis of heart failure genome-wide association studies (GWAS) consisting of over 90,000 heart failure cases and more than 1 million control individuals of European ancestry to uncover novel genetic determinants for heart failure. Using the GWAS results and blood protein quantitative loci, we perform Mendelian randomization and colocalization analyses on human proteins to provide putative causal evidence for the role of druggable proteins in the genesis of heart failure. We identify 39 genome-wide significant heart failure risk variants, of which 18 are previously unreported. Using a combination of Mendelian randomization proteomics and genetic cis-only colocalization analyses, we identify 10 additional putatively causal genes for heart failure. Findings from GWAS and Mendelian randomization-proteomics identify seven (CAMK2D, PRKD1, PRKD3, MAPK3, TNFSF12, APOC3 and NAE1) proteins as potential targets for interventions to be used in primary prevention of heart failure.
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Affiliation(s)
- Danielle Rasooly
- Division of Aging, Brigham and Women's Hospital, Harvard Medical School, 75 Francis St., Boston, MA, 02130, USA.
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, 150. S. Huntington Ave, Boston, MA, 02130, USA.
| | - Gina M Peloso
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, 150. S. Huntington Ave, Boston, MA, 02130, USA
- Department of Biostatistics, Boston University School of Public Health, 801 Massachusetts Ave Crosstown Centre, Boston, MA, 02118, USA
| | - Alexandre C Pereira
- Laboratory of Genetics and Molecular Cardiology, Heart Institute, University of São Paulo, Av Dr Eneas de Carvalho Aguiar 54, São Paulo, 5403000, Brazil
- Genetics Department, Harvard Medical School, Harvard University, 77 Avenue Louis Pasteur, Boston, MA, 02115, USA
| | - Hesam Dashti
- Division of Aging, Brigham and Women's Hospital, Harvard Medical School, 75 Francis St., Boston, MA, 02130, USA
- Broad Institute of MIT and Harvard, 415 Main St., Cambridge, MA, 02142, USA
| | - Claudia Giambartolomei
- Health Data Science Centre, Human Technopole, V.le Rita Levi-Montalcini, 1, Milan, 20157, Italy
- Central RNA Lab, Non-coding RNAs and RNA-based Therapeutics, Istituto Italiano di Tecnologia, Via Morego 30, 16163, Genova, Italy
| | - Eleanor Wheeler
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Addenbrookes Hospital, IMS, Box 285, Cambridge, CB2 0QQ, UK
| | - Nay Aung
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, EC1M 6BQ, UK
- Barts Heart Centre, St Bartholomew's Hospital, Barts Health NHS Trust, West Smithfield, London, UK
| | - Brian R Ferolito
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, 150. S. Huntington Ave, Boston, MA, 02130, USA
| | - Maik Pietzner
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Addenbrookes Hospital, IMS, Box 285, Cambridge, CB2 0QQ, UK
- Computational Medicine, Berlin Institute of Health (BIH) at Charité - Universitätsmedizin Berlin, Kapelle Ufer 2, Berlin, 10117, Germany
- Precision Healthcare University Research Institute, Queen Mary University of London, London, UK
| | - Eric H Farber-Eger
- Vanderbilt Institute for Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Quinn Stanton Wells
- Vanderbilt University Med. Ctr., Departments of Medicine (Cardiology), Biomedical Informatics, and Pharmacology, Nashville, TN, USA
| | - Nicole M Kosik
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, 150. S. Huntington Ave, Boston, MA, 02130, USA
| | - Liam Gaziano
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, 150. S. Huntington Ave, Boston, MA, 02130, USA
- BHF Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Worts Causeway, Cambridge, CB1 8RN, UK
| | - Daniel C Posner
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, 150. S. Huntington Ave, Boston, MA, 02130, USA
| | - A Patrícia Bento
- Department of Chemical Biology, European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, CB10 1SD, UK
| | - Qin Hui
- Department of Epidemiology, Emory University Rollins School of Public Health, 1518 Clifton Rd NE, Atlanta, GA, 30322, USA
- Atlanta VA Health Care System, 1670 Clairmont Road, Decatur, GA, 30033, USA
| | - Chang Liu
- Department of Epidemiology, Emory University Rollins School of Public Health, 1518 Clifton Rd NE, Atlanta, GA, 30322, USA
| | - Krishna Aragam
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, 150. S. Huntington Ave, Boston, MA, 02130, USA
- Broad Institute of MIT and Harvard, 415 Main St., Cambridge, MA, 02142, USA
- Massachusetts General Hospital, Boston, MA, 02114, USA
| | - Zeyuan Wang
- Department of Epidemiology, Emory University Rollins School of Public Health, 1518 Clifton Rd NE, Atlanta, GA, 30322, USA
| | - Brian Charest
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, 150. S. Huntington Ave, Boston, MA, 02130, USA
| | - Jennifer E Huffman
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, 150. S. Huntington Ave, Boston, MA, 02130, USA
| | - Peter W F Wilson
- Atlanta VA Health Care System, 1670 Clairmont Road, Decatur, GA, 30033, USA
- Division of Cardiology, Department of Medicine, Emory University School of Medicine, 1639 Pierce Dr NE, Atlanta, GA, 30322, USA
| | - Lawrence S Phillips
- Atlanta VA Health Care System, 1670 Clairmont Road, Decatur, GA, 30033, USA
- Division of Endocrinology, Emory University, 101 Woodruff Circle, WMRB 1027, Atlanta, GA, 30322, USA
| | - John Whittaker
- MRC Biostatistics Unit, University of Cambridge, Cambridge, CB2 0SR, United Kingdom
| | - Patricia B Munroe
- William Harvey Research Institute, Barts and The London Faculty of Medicine and Dentistry, Queen Mary University of London, Charterhouse Square, London, EC1M 6BQ, UK
- National Institute for Health Research, Barts Biomedical Research Centre, Queen Mary University of London, London, UK
| | - Steffen E Petersen
- Barts Heart Centre, St Bartholomew's Hospital, Barts Health NHS Trust, West Smithfield, London, UK
- William Harvey Research Institute, NIHR Barts Biomedical Research Centre, Queen Mary University of London, Charterhouse Square, London, EC1M 68Q, UK
| | - Kelly Cho
- Division of Aging, Brigham and Women's Hospital, Harvard Medical School, 75 Francis St., Boston, MA, 02130, USA
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, 150. S. Huntington Ave, Boston, MA, 02130, USA
| | - Andrew R Leach
- Department of Chemical Biology, European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, CB10 1SD, UK
| | - María Paula Magariños
- Department of Chemical Biology, European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, CB10 1SD, UK
| | - John Michael Gaziano
- Division of Aging, Brigham and Women's Hospital, Harvard Medical School, 75 Francis St., Boston, MA, 02130, USA
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, 150. S. Huntington Ave, Boston, MA, 02130, USA
| | - Claudia Langenberg
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Addenbrookes Hospital, IMS, Box 285, Cambridge, CB2 0QQ, UK
- Computational Medicine, Berlin Institute of Health (BIH) at Charité - Universitätsmedizin Berlin, Kapelle Ufer 2, Berlin, 10117, Germany
- Precision Healthcare University Research Institute, Queen Mary University of London, London, UK
| | - Yan V Sun
- Department of Epidemiology, Emory University Rollins School of Public Health, 1518 Clifton Rd NE, Atlanta, GA, 30322, USA
- Atlanta VA Health Care System, 1670 Clairmont Road, Decatur, GA, 30033, USA
- Department of Biomedical Informatics, Emory University School of Medicine, 1639 Pierce Dr NE, Atlanta, GA, 30332, USA
| | - Jacob Joseph
- Cardiology Section, VA Providence Healthcare System, 830 Chalkstone Avenue, Providence, RI, 02908, USA.
- Department of Medicine, Warren Alpert Medical School of Brown University, 222 Richmond Street, Providence, RI, 02903, USA.
| | - Juan P Casas
- Division of Aging, Brigham and Women's Hospital, Harvard Medical School, 75 Francis St., Boston, MA, 02130, USA
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, 150. S. Huntington Ave, Boston, MA, 02130, USA
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