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Podleśny-Drabiniok A, Novikova G, Liu Y, Dunst J, Temizer R, Giannarelli C, Marro S, Kreslavsky T, Marcora E, Goate AM. BHLHE40/41 regulate microglia and peripheral macrophage responses associated with Alzheimer's disease and other disorders of lipid-rich tissues. Nat Commun 2024; 15:2058. [PMID: 38448474 PMCID: PMC10917780 DOI: 10.1038/s41467-024-46315-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Accepted: 02/16/2024] [Indexed: 03/08/2024] Open
Abstract
Genetic and experimental evidence suggests that Alzheimer's disease (AD) risk alleles and genes may influence disease susceptibility by altering the transcriptional and cellular responses of macrophages, including microglia, to damage of lipid-rich tissues like the brain. Recently, sc/nRNA sequencing studies identified similar transcriptional activation states in subpopulations of macrophages in aging and degenerating brains and in other diseased lipid-rich tissues. We collectively refer to these subpopulations of microglia and peripheral macrophages as DLAMs. Using macrophage sc/nRNA-seq data from healthy and diseased human and mouse lipid-rich tissues, we reconstructed gene regulatory networks and identified 11 strong candidate transcriptional regulators of the DLAM response across species. Loss or reduction of two of these transcription factors, BHLHE40/41, in iPSC-derived microglia and human THP-1 macrophages as well as loss of Bhlhe40/41 in mouse microglia, resulted in increased expression of DLAM genes involved in cholesterol clearance and lysosomal processing, increased cholesterol efflux and storage, and increased lysosomal mass and degradative capacity. These findings provide targets for therapeutic modulation of macrophage/microglial function in AD and other disorders affecting lipid-rich tissues.
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Affiliation(s)
- Anna Podleśny-Drabiniok
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Gloriia Novikova
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
- OMNI Bioinformatics Department, Genentech, Inc., South San Francisco, CA, USA
| | - Yiyuan Liu
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Josefine Dunst
- Department of Medicine, Division of Immunology and Allergy, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Rose Temizer
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Chiara Giannarelli
- Department of Medicine, Division of Cardiology, NYU Cardiovascular Research Center, New York University School of Medicine, New York, NY, USA
- Department of Pathology, New York University School of Medicine, New York, NY, USA
| | - Samuele Marro
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
- Black Family Stem Cell Institute, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Taras Kreslavsky
- Department of Medicine, Division of Immunology and Allergy, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Edoardo Marcora
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
| | - Alison Mary Goate
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
- Black Family Stem Cell Institute, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
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Romero-Molina C, Neuner SM, Ryszawiec M, Pébay A, Marcora E, Goate A. Autosomal Dominant Alzheimer's Disease Mutations in Human Microglia Are Not Sufficient to Trigger Amyloid Pathology in WT Mice but Might Affect Pathology in 5XFAD Mice. Int J Mol Sci 2024; 25:2565. [PMID: 38473822 PMCID: PMC10932392 DOI: 10.3390/ijms25052565] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Revised: 02/15/2024] [Accepted: 02/17/2024] [Indexed: 03/14/2024] Open
Abstract
Several genetic variants that affect microglia function have been identified as risk factors for Alzheimer's Disease (AD), supporting the importance of this cell type in disease progression. However, the effect of autosomal dominant mutations in the amyloid precursor protein (APP) or the presenilin (PSEN1/2) genes has not been addressed in microglia in vivo. We xenotransplanted human microglia derived from non-carriers and carriers of autosomal dominant AD (ADAD)-causing mutations in the brain of hCSF1 WT or 5XFAD mice. We observed that ADAD mutations in microglia are not sufficient to trigger amyloid pathology in WT mice. In 5XFAD mice, we observed a non-statistically significant increase in amyloid plaque volume and number of dystrophic neurites, coupled with a reduction in plaque-associated microglia in the brain of mice xenotransplanted with ADAD human microglia compared to mice xenotransplanted with non-ADAD microglia. In addition, we observed a non-statistically significant impairment in working and contextual memory in 5XFAD mice xenotransplanted with ADAD microglia compared to those xenotransplanted with non-ADAD-carrier microglia. We conclude that, although not sufficient to initiate amyloid pathology in the healthy brain, mutations in APP and PSEN1 in human microglia might cause mild changes in pathological and cognitive outcomes in 5XFAD mice in a manner consistent with increased AD risk.
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Affiliation(s)
- Carmen Romero-Molina
- Ronald M. Loeb Center for Alzheimer’s Disease, Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place, New York, NY 10029, USA; (C.R.-M.); (S.M.N.); (M.R.); (E.M.)
| | - Sarah M. Neuner
- Ronald M. Loeb Center for Alzheimer’s Disease, Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place, New York, NY 10029, USA; (C.R.-M.); (S.M.N.); (M.R.); (E.M.)
| | - Marcelina Ryszawiec
- Ronald M. Loeb Center for Alzheimer’s Disease, Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place, New York, NY 10029, USA; (C.R.-M.); (S.M.N.); (M.R.); (E.M.)
| | - Alice Pébay
- Department of Anatomy and Physiology, Department of Surgery, Royal Melbourne Hospital, The University of Melbourne, Melbourne, VIC 3010, Australia;
| | | | - Edoardo Marcora
- Ronald M. Loeb Center for Alzheimer’s Disease, Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place, New York, NY 10029, USA; (C.R.-M.); (S.M.N.); (M.R.); (E.M.)
| | - Alison Goate
- Ronald M. Loeb Center for Alzheimer’s Disease, Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place, New York, NY 10029, USA; (C.R.-M.); (S.M.N.); (M.R.); (E.M.)
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Ralvenius WT, Mungenast AE, Woolf H, Huston MM, Gillingham TZ, Godin SK, Penney J, Cam HP, Gao F, Fernandez CG, Czako B, Lightfoot Y, Ray WJ, Beckmann A, Goate AM, Marcora E, Romero-Molina C, Ayata P, Schaefer A, Gjoneska E, Tsai LH. A novel molecular class that recruits HDAC/MECP2 complexes to PU.1 motifs reduces neuroinflammation. J Exp Med 2023; 220:e20222105. [PMID: 37642942 PMCID: PMC10465325 DOI: 10.1084/jem.20222105] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Revised: 04/26/2023] [Accepted: 07/27/2023] [Indexed: 08/31/2023] Open
Abstract
Pervasive neuroinflammation occurs in many neurodegenerative diseases, including Alzheimer's disease (AD). SPI1/PU.1 is a transcription factor located at a genome-wide significant AD-risk locus and its reduced expression is associated with delayed onset of AD. We analyzed single-cell transcriptomic datasets from microglia of human AD patients and found an enrichment of PU.1-binding motifs in the differentially expressed genes. In hippocampal tissues from transgenic mice with neurodegeneration, we found vastly increased genomic PU.1 binding. We then screened for PU.1 inhibitors using a PU.1 reporter cell line and discovered A11, a molecule with anti-inflammatory efficacy and nanomolar potency. A11 regulated genes putatively by recruiting a repressive complex containing MECP2, HDAC1, SIN3A, and DNMT3A to PU.1 motifs, thus representing a novel mechanism and class of molecules. In mouse models of AD, A11 ameliorated neuroinflammation, loss of neuronal integrity, AD pathology, and improved cognitive performance. This study uncovers a novel class of anti-inflammatory molecules with therapeutic potential for neurodegenerative disorders.
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Affiliation(s)
- William T. Ralvenius
- Department of Brain and Cognitive Sciences, Picower Institute for Learning and Memory, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Alison E. Mungenast
- Department of Brain and Cognitive Sciences, Picower Institute for Learning and Memory, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Hannah Woolf
- Department of Brain and Cognitive Sciences, Picower Institute for Learning and Memory, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Margaret M. Huston
- Department of Brain and Cognitive Sciences, Picower Institute for Learning and Memory, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Tyler Z. Gillingham
- Department of Brain and Cognitive Sciences, Picower Institute for Learning and Memory, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Stephen K. Godin
- Department of Brain and Cognitive Sciences, Picower Institute for Learning and Memory, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Jay Penney
- Department of Brain and Cognitive Sciences, Picower Institute for Learning and Memory, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Hugh P. Cam
- Department of Brain and Cognitive Sciences, Picower Institute for Learning and Memory, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Fan Gao
- Department of Brain and Cognitive Sciences, Picower Institute for Learning and Memory, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Celia G. Fernandez
- The Neurodegeneration Consortium, Therapeutics Discovery Division, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Barbara Czako
- The Neurodegeneration Consortium, Therapeutics Discovery Division, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Yaima Lightfoot
- The Neurodegeneration Consortium, Therapeutics Discovery Division, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - William J. Ray
- The Neurodegeneration Consortium, Therapeutics Discovery Division, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Adrian Beckmann
- The Neurodegeneration Consortium, Therapeutics Discovery Division, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Alison M. Goate
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Ronald M. Loeb Center for Alzheimer’s Disease, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Edoardo Marcora
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Ronald M. Loeb Center for Alzheimer’s Disease, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Carmen Romero-Molina
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Ronald M. Loeb Center for Alzheimer’s Disease, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Pinar Ayata
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Ronald M. Loeb Center for Alzheimer’s Disease, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Advanced Science Research Center at the Graduate Center, Neuroscience Initiative, City University of New York, New York, NY, USA
| | - Anne Schaefer
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Ronald M. Loeb Center for Alzheimer’s Disease, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Max Planck Institute for Biology of Ageing, Cologne, Germany
| | - Elizabeta Gjoneska
- Department of Brain and Cognitive Sciences, Picower Institute for Learning and Memory, Massachusetts Institute of Technology, Cambridge, MA, USA
- Neurobiology Laboratory, National Institute of Environmental Health Sciences, National Institutes of Health, Research Triangle Park, Durham, NC, USA
| | - Li-Huei Tsai
- Department of Brain and Cognitive Sciences, Picower Institute for Learning and Memory, Massachusetts Institute of Technology, Cambridge, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
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Kloske CM, Barnum CJ, Batista AF, Bradshaw EM, Brickman AM, Bu G, Dennison J, Gearon MD, Goate AM, Haass C, Heneka MT, Hu WT, Huggins LKL, Jones NS, Koldamova R, Lemere CA, Liddelow SA, Marcora E, Marsh SE, Nielsen HM, Petersen KK, Petersen M, Piña-Escudero SD, Qiu WQ, Quiroz YT, Reiman E, Sexton C, Tansey MG, Tcw J, Teunissen CE, Tijms BM, van der Kant R, Wallings R, Weninger SC, Wharton W, Wilcock DM, Wishard TJ, Worley SL, Zetterberg H, Carrillo MC. APOE and immunity: Research highlights. Alzheimers Dement 2023; 19:2677-2696. [PMID: 36975090 DOI: 10.1002/alz.13020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2022] [Accepted: 12/19/2022] [Indexed: 03/29/2023]
Abstract
INTRODUCTION At the Alzheimer's Association's APOE and Immunity virtual conference, held in October 2021, leading neuroscience experts shared recent research advances on and inspiring insights into the various roles that both the apolipoprotein E gene (APOE) and facets of immunity play in neurodegenerative diseases, including Alzheimer's disease and other dementias. METHODS The meeting brought together more than 1200 registered attendees from 62 different countries, representing the realms of academia and industry. RESULTS During the 4-day meeting, presenters illuminated aspects of the cross-talk between APOE and immunity, with a focus on the roles of microglia, triggering receptor expressed on myeloid cells 2 (TREM2), and components of inflammation (e.g., tumor necrosis factor α [TNFα]). DISCUSSION This manuscript emphasizes the importance of diversity in current and future research and presents an integrated view of innate immune functions in Alzheimer's disease as well as related promising directions in drug development.
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Affiliation(s)
| | | | - Andre F Batista
- Department of Neurology, Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, Massachusetts, USA
- Departments of Neurology, Harvard Medical School, Boston, Massachusetts, USA
| | - Elizabeth M Bradshaw
- Department of Neurology, Columbia University Irving Medical Center, New York, New York, USA
| | - Adam M Brickman
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, G.H. Sergievsky Center, and Department of Neurology, Vagelos College of Physicians and Surgeons, Columbia University, New York, New York, USA
| | - Guojun Bu
- Department of Neuroscience, Mayo Clinic, Jacksonville, Florida, USA
| | - Jessica Dennison
- Department of Psychiatry & Behavioral Sciences, University of Miami Miller School of Medicine, Miami, Florida, USA
| | - Mary D Gearon
- Department of Physiology, University of Kentucky, Lexington, Kentucky, USA
| | - Alison M Goate
- Department of Genetics & Genomic Sciences, Ronald M. Loeb Center for Alzheimer's disease, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Christian Haass
- Metabolic Biochemistry, Biomedical Center (BMC), Faculty of Medicine, LMU Munich, Munich, Germany
- German Center for Neurodegenerative Diseases (DZNE), Munich, Germany 3 Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Michael T Heneka
- Luxembourg Centre for Systems Biomedicine (LCSB) University of Luxembourg, Esch-sur-Alzette, Luxembourg
| | - William T Hu
- Department of Neurology, Rutgers-Robert Wood Johnson Medical School and Center for Healthy Aging, Rutgers Institute for Health, Health Care Policy, and Aging Research, New Brunswick, New Jersey, USA
| | - Lenique K L Huggins
- Department of Biology, Duke University, Durham, North Carolina, USA
- Yale School of Medicine, New Haven, Connecticut, USA
| | - Nahdia S Jones
- Interdisciplinary Program in Neuroscience, Georgetown University, Washington, District of Columbia, USA
| | - Radosveta Koldamova
- EOH, School of Public Health University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Cynthia A Lemere
- Department of Neurology, Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, Massachusetts, USA
- Departments of Neurology, Harvard Medical School, Boston, Massachusetts, USA
| | - Shane A Liddelow
- Neuroscience Institute and Departments of Neuroscience & Physiology and of Ophthalmology, NYU Grossman School of Medicine, New York, New York, USA
| | - Edoardo Marcora
- Ronald M. Loeb Center for Alzheimer's disease, Dept. of Genetics & Genomic Sciences, Dept. of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Samuel E Marsh
- F.M. Kirby Neurobiology Center, Boston Children's Hospital, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Henrietta M Nielsen
- Department of Biochemistry and Biophysics, Stockholm University, Stockholm, Sweden
| | - Kellen K Petersen
- The Saul R. Korey Department of Neurology, Albert Einstein College of Medicine, Bronx, New York, USA
| | - Melissa Petersen
- Department of Family Medicine, Institute of Translational Research, University of North Texas Health Science Center, Fort Worth, Texas, USA
| | - Stefanie D Piña-Escudero
- Global Brain Health Institute, Department of Neurology, University of California, San Francisco, California, USA
| | - Wei Qiao Qiu
- Boston University School of Medicine, Boston, Massachusetts, USA
| | - Yakeel T Quiroz
- Departments of Psychiatry and Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Eric Reiman
- Banner Alzheimer's Institute, Phoenix, Arizona, USA
- Banner Research, Phoenix, Arizona, USA
| | | | - Malú Gámez Tansey
- Department of Neuroscience and Center for Translational Research in Neurodegenerative Disease, College of Medicine, University of Florida, Gainesville, Florida, USA
| | - Julia Tcw
- Department of Pharmacology & Experimental Therapeutics, Boston University School of Medicine, Boston, Massachusetts, USA
| | - Charlotte E Teunissen
- Neurochemistry Laboratory, Clinical Chemistry department, Amsterdam Neuroscience, Program Neurodegeneration, Amsterdam University Medical Centers, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Betty M Tijms
- Alzheimer Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam UMC location VUmc, Amsterdam, The Netherlands
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands
| | - Rik van der Kant
- Department of Functional Genomics, Center for Neurogenomics and Cognitive Research (CNCR), VU University Amsterdam, Amsterdam, The Netherlands
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - Rebecca Wallings
- CTRND, Department of Neuroscience, University of Florida, Florida, USA
| | | | | | - Donna M Wilcock
- Sanders-Brown Center on Aging and Department of Physiology, University of Kentucky, Lexington, Kentucky, USA
| | - Tyler James Wishard
- Psychiatry & Biobehavioral Sciences, University of California, Los Angeles, Los Angeles, California, USA
| | - Susan L Worley
- Independent science writer, Bryn Mawr, Pennsylvania, USA
| | - Henrik Zetterberg
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
- Department of Neurodegenerative Disease, UCL Institute of Neurology, Queen Square, London, UK
- UK Dementia Research Institute at UCL, London, UK
- Hong Kong Center for Neurodegenerative Diseases, Clear Water Bay, Hong Kong, China
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Andrews SJ, Renton AE, Fulton-Howard B, Podlesny-Drabiniok A, Marcora E, Goate AM. The complex genetic architecture of Alzheimer's disease: novel insights and future directions. EBioMedicine 2023; 90:104511. [PMID: 36907103 PMCID: PMC10024184 DOI: 10.1016/j.ebiom.2023.104511] [Citation(s) in RCA: 44] [Impact Index Per Article: 44.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2023] [Accepted: 02/20/2023] [Indexed: 03/12/2023] Open
Abstract
BACKGROUND Alzheimer's disease (AD) is a complex multifactorial neurodegenerative disorder and the most common form of dementia. AD is highly heritable, with heritability estimates of ∼70% from twin studies. Progressively larger genome-wide association studies (GWAS) have continued to expand our knowledge of AD/dementia genetic architecture. Until recently these efforts had identified 39 disease susceptibility loci in European ancestry populations. RECENT DEVELOPMENTS Two new AD/dementia GWAS have dramatically expanded the sample sizes and the number of disease susceptibility loci. The first increased total sample size to 1,126,563-with an effective sample size of 332,376-by predominantly including new biobank and population-based dementia datasets. The second, expands on an earlier GWAS from the International Genomics of Alzheimer's Project (IGAP) by increasing the number of clinically-defined AD cases/controls in addition to incorporating biobank dementia datasets, resulting in a total sample size to 788,989 and an effective sample size of 382,472. Collectively both GWAS identified 90 independent variants across 75 AD/dementia susceptibility loci, including 42 novel loci. Pathway analyses indicate the susceptibility loci are enriched for genes involved in amyloid plaque and neurofibrillary tangle formation, cholesterol metabolism, endocytosis/phagocytosis, and the innate immune system. Gene prioritization efforts for the novel loci identified 62 candidate causal genes. Many of the candidate genes from known and newly discovered loci play key roles in macrophages and highlight phagocytic clearance of cholesterol-rich brain tissue debris by microglia (efferocytosis) as a core pathogenetic hub and putative therapeutic target for AD. WHERE NEXT?: While GWAS in European ancestry populations have substantially enhanced our understanding of AD genetic architecture, heritability estimates from population based GWAS cohorts are markedly smaller than those from twin studies. While this missing heritability is likely due to a combination of factors, it highlights that our understanding of AD genetic architecture and genetic risk mechanisms remains incomplete. These knowledge gaps result from several underexplored areas in AD research. First, rare variants remain understudied due to methodological issues in identifying them and the cost of generating sufficiently powered whole exome/genome sequencing datasets. Second, sample sizes of non-European ancestry populations in AD GWAS remain small. Third, GWAS of AD neuroimaging and cerebrospinal fluid endophenotypes remains limited due to low compliance and high costs associated with measuring amyloid-β and tau levels and other disease-relevant biomarkers. Studies generating sequencing data, including diverse populations, and incorporating blood-based AD biomarkers are set to substantially improve our knowledge of AD genetic architecture.
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Affiliation(s)
- Shea J Andrews
- Department of Psychiatry and Behavioral Sciences, University of California San Francisco, San Francisco, CA, USA.
| | - Alan E Renton
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Brian Fulton-Howard
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Anna Podlesny-Drabiniok
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Edoardo Marcora
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Alison M Goate
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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Podlesny-Drabiniok A, Novikova G, Liu Y, Dunst J, Temizer R, Giannarelli C, Marro S, Kreslavsky T, Marcora E, Goate AM. BHLHE40/41 regulate macrophage/microglia responses associated with Alzheimer's disease and other disorders of lipid-rich tissues. bioRxiv 2023:2023.02.13.528372. [PMID: 36824752 PMCID: PMC9948946 DOI: 10.1101/2023.02.13.528372] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/16/2023]
Abstract
Background Genetic and experimental evidence strongly implicates myeloid cells in the etiology of AD and suggests that AD-associated alleles and genes may modulate disease risk by altering the transcriptional and cellular responses of macrophages (like microglia) to damage of lipid-rich tissues (like the brain). Specifically, recent single-cell/nucleus RNA sequencing (sc/nRNA-seq) studies identified a transcriptionally distinct state of subsets of macrophages in aging or degenerating brains (usually referred to as disease-associated microglia or DAM) and in other diseased lipid-rich tissues (e.g., obese adipose tissue, fatty liver, and atherosclerotic plaques). We collectively refer to these subpopulations as lipid-associated macrophages or LAMs. Importantly, this particular activation state is characterized by increased expression of genes involved in the phagocytic clearance of lipid-rich cellular debris (efferocytosis), including several AD risk genes. Methods We used sc/nRNA-seq data from human and mouse microglia from healthy and diseased brains and macrophages from other lipid-rich tissues to reconstruct gene regulatory networks and identify transcriptional regulators whose regulons are enriched for LAM response genes (LAM TFs) across species. We then used gene knock-down/knock-out strategies to validate some of these LAM TFs in human THP-1 macrophages and iPSC-derived microglia in vitro, as well as mouse microglia in vivo. Results We nominate 11 strong candidate LAM TFs shared across human and mouse networks (BHLHE41, HIF1A, ID2, JUNB, MAF, MAFB, MEF2A, MEF2C, NACA, POU2F2 and SPI1). We also demonstrate a strong enrichment of AD risk alleles in the cistrome of BHLHE41 (and its close homolog BHLHE40), thus implicating its regulon in the modulation of disease susceptibility. Loss or reduction of BHLHE40/41 expression in human THP-1 macrophages and iPSC-derived microglia, as well as loss of Bhlhe40/41 in mouse microglia led to increased expression of LAM response genes, specifically those involved in cholesterol clearance and lysosomal processing, with a concomitant increase in cholesterol efflux and storage, as well as lysosomal mass and degradative capacity. Conclusions Taken together, this study nominates transcriptional regulators of the LAM response, experimentally validates BHLHE40/41 in human and mouse macrophages/microglia, and provides novel targets for therapeutic modulation of macrophage/microglia function in AD and other disorders of lipid-rich tissues.
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Affiliation(s)
- Anna Podlesny-Drabiniok
- Department of Genetics and Genomic Sciences, New York, NY, USA; Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Gloriia Novikova
- Department of Genetics and Genomic Sciences, New York, NY, USA; Icahn School of Medicine at Mount Sinai, New York, NY, USA
- OMNI Bioinformatics Department and Neuroscience Department, Genentech, Inc., South San Francisco, CA, USA
| | - Yiyuan Liu
- Department of Genetics and Genomic Sciences, New York, NY, USA; Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Josefine Dunst
- Department of Medicine, Division of Immunology and Allergy, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Rose Temizer
- Department of Genetics and Genomic Sciences, New York, NY, USA; Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Chiara Giannarelli
- Department of Medicine (C.G.), Cardiology, NYU Grossman School of Medicine
- Department of Pathology (C.G.), Cardiology, NYU Grossman School of Medicine
| | - Samuele Marro
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
- Black Family Stem Cell Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Taras Kreslavsky
- Department of Medicine, Division of Immunology and Allergy, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Edoardo Marcora
- Department of Genetics and Genomic Sciences, New York, NY, USA; Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Alison Mary Goate
- Department of Genetics and Genomic Sciences, New York, NY, USA; Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
- Black Family Stem Cell Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
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7
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Phillips J, Dumitrescu L, Archer DB, Smith AN, Mukherjee S, Lee ML, Choi S, Scollard P, Trittschuh EH, Mez JB, Mahoney ER, Bush WS, Engelman CD, Lu Q, Fardo DW, Widaman KF, Buckley RF, Mormino EC, Harrison TM, Sanders E, Clark LR, Gifford KA, Vardarajan BN, Cuccaro ML, Pericak‐Vance MA, Farrer LA, Wang L, Schellenberg GD, Haines JL, Jefferson AL, Johnson SC, Kukull WA, Albert MS, Keene CD, Saykin AJ, Larson EB, Sperling RA, Mayeux R, Goate A, Neuner S, Renton AE, Marcora E, Fulton‐Howard B, Patel T, Bennett DA, Schneider JA, Crane PK, Hohman TJ. Longitudinal GWAS Identifies Novel Genetic Variants and Complex Traits Associated with Resilience to Alzheimer’s Disease. Alzheimers Dement 2022. [DOI: 10.1002/alz.067816] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Jared Phillips
- Vanderbilt Memory & Alzheimer’s Center, Vanderbilt University Medical Center Nashville TN USA
| | - Logan Dumitrescu
- Vanderbilt Memory and Alzheimer’s Center, Vanderbilt University Medical Center Nashville TN USA
- Vanderbilt Genetics Institute, Vanderbilt University Medical Center Nashville TN USA
| | - Derek B Archer
- Vanderbilt Memory & Alzheimer’s Center, Vanderbilt University Medical Center Nashville TN USA
- Vanderbilt Genetics Institute, Vanderbilt University Medical Center Nashville TN USA
| | - Alexandra N. Smith
- Vanderbilt Memory & Alzheimer’s Center, Vanderbilt University Medical Center Nashville TN USA
| | | | | | | | | | - Emily H. Trittschuh
- Geriatric Research, Education, and Clinical Center, Veterans Affairs Puget Sound Health Care System Seattle WA USA
- Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine Seattle WA USA
| | - Jesse B. Mez
- Boston University School of Medicine Boston MA USA
| | - Emily R. Mahoney
- Vanderbilt Memory & Alzheimer’s Center, Vanderbilt University Medical Center Nashville TN USA
- Vanderbilt Genetics Institute, Vanderbilt University Medical Center Nashville TN USA
| | - William S. Bush
- Cleveland Institute for Computational Biology, Case Western Reserve University Cleveland OH USA
| | - Corinne D Engelman
- University of Wisconsin School of Medicine and Public Health Madison WI USA
| | - Qiongshi Lu
- University of Wisconsin School of Medicine and Public Health Madison WI USA
| | - David W. Fardo
- College of Public Health, University of Kentucky Lexington KY USA
- Sanders‐Brown Center on Aging, University of Kentucky Lexington KY USA
| | | | - Rachel F. Buckley
- Center for Alzheimer’s Research and Treatment, Department of Neurology, Brigham and Women’s Hospital, Harvard Medical School Boston MA USA
- Melbourne School of Psychological Sciences, University of Melbourne Melbourne VIC Australia
- Department of Neurology, Massachusetts General Hospital, Harvard Medical School Boston MA USA
| | - Elizabeth C. Mormino
- Department of Neurology and Neurological Sciences, Stanford University Stanford CA USA
| | | | | | - Lindsay R. Clark
- University of Wisconsin School of Medicine and Public Health Madison WI USA
| | - Katherine A. Gifford
- Vanderbilt Memory & Alzheimer’s Center, Vanderbilt University Medical Center Nashville TN USA
| | - Badri N. Vardarajan
- Department of Neurology, Vagelos College of Physicians and Surgeons, Columbia University, New York Presbyterian Hospital New York NY USA
- The Taub Institute for Research on Alzheimer’s Disease and The Aging Brain, Columbia University New York NY USA
- The Institute for Genomic Medicine, Columbia University Medical Center and The New York Presbyterian Hospital New York NY USA
- Department of Neurology, Columbia University New York NY USA
| | - Michael L. Cuccaro
- Dr. John T. Macdonald Foundation Department of Human Genetics, University of Miami Miller School of Medicine Miami FL USA
- John P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami Miami FL USA
| | - Margaret A. Pericak‐Vance
- John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine Miami FL USA
| | - Lindsay A. Farrer
- Department of Neurology, Boston University School of Medicine Boston MA USA
- Department of Biostatistics, Boston University School of Public Health Boston MA USA
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine Boston MA USA
| | - Li‐San Wang
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine Philadelphia PA USA
| | - Gerard D. Schellenberg
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania Philadelphia PA USA
| | - Jonathan L. Haines
- Cleveland Institute for Computational Biology, Case Western Reserve University Cleveland OH USA
| | - Angela L. Jefferson
- Vanderbilt Memory & Alzheimer’s Center, Vanderbilt University Medical Center Nashville TN USA
| | | | | | - Marilyn S. Albert
- Department of Neurology, Division of Cognitive Neuroscience, John’s Hopkins University School of Medicine Baltimore MD USA
| | - C Dirk Keene
- Department of Laboratory Medicine and Pathology, University of Washington Seattle WA USA
| | - Andrew J. Saykin
- Department of Radiology and Imaging Services, Indiana University School of Medicine Indianapolis IN USA
| | - Eric B Larson
- University of Washington Seattle WA USA
- Kaiser Permanente Washington Health Research Institute Seattle WA USA
| | - Reisa A. Sperling
- Department of Neurology, Massachusetts General Hospital, Harvard Medical School Boston MA USA
| | - Richard Mayeux
- The Taub Institute for Research on Alzheimer’s Disease and The Aging Brain, Columbia University New York NY USA
- The Institute for Genomic Medicine, Columbia University Medical Center and The New York Presbyterian Hospital New York NY USA
- Columbia University, Departments of Neurology, Psychiatry, and Epidemiology, Gertrude H. Sergievsky Center, The Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, College of Physicians and Surgeons New York NY USA
| | - Alison Goate
- Ronald M. Loeb Center for Alzheimer’s Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai New York NY USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai New York NY USA
| | - Sarah Neuner
- Ronald M. Loeb Center for Alzheimer’s Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai New York NY USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai New York NY USA
| | - Alan E. Renton
- Ronald M. Loeb Center for Alzheimer’s Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai New York NY USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai New York NY USA
| | - Edoardo Marcora
- Ronald M. Loeb Center for Alzheimer’s Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai New York NY USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai New York NY USA
| | - Brian Fulton‐Howard
- Ronald M. Loeb Center for Alzheimer’s Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai New York NY USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai New York NY USA
| | - Tulsi Patel
- Ronald M. Loeb Center for Alzheimer’s Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai New York NY USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai New York NY USA
| | - David A Bennett
- Rush Alzheimer’s Disease Center, Rush University Medical Center Chicago IL USA
| | - Julie A Schneider
- Rush Alzheimer’s Disease Center, Rush University Medical Center Chicago IL USA
| | | | - Timothy J. Hohman
- Vanderbilt Memory & Alzheimer’s Center, Vanderbilt University Medical Center Nashville TN USA
- Vanderbilt Genetics Institute, Vanderbilt University Medical Center Nashville TN USA
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8
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Romero-Molina C, Garretti F, Andrews SJ, Marcora E, Goate AM. Microglial efferocytosis: Diving into the Alzheimer's disease gene pool. Neuron 2022; 110:3513-3533. [PMID: 36327897 DOI: 10.1016/j.neuron.2022.10.015] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2022] [Revised: 10/04/2022] [Accepted: 10/07/2022] [Indexed: 11/07/2022]
Abstract
Genome-wide association studies and functional genomics studies have linked specific cell types, genes, and pathways to Alzheimer's disease (AD) risk. In particular, AD risk alleles primarily affect the abundance or structure, and thus the activity, of genes expressed in macrophages, strongly implicating microglia (the brain-resident macrophages) in the etiology of AD. These genes converge on pathways (endocytosis/phagocytosis, cholesterol metabolism, and immune response) with critical roles in core macrophage functions such as efferocytosis. Here, we review these pathways, highlighting relevant genes identified in the latest AD genetics and genomics studies, and describe how they may contribute to AD pathogenesis. Investigating the functional impact of AD-associated variants and genes in microglia is essential for elucidating disease risk mechanisms and developing effective therapeutic approaches.
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Affiliation(s)
- Carmen Romero-Molina
- Ronald M. Loeb Center for Alzheimer's Disease, 1 Gustave L. Levy Place, New York, NY 10029-6574, USA; Department of Genetics & Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Francesca Garretti
- Ronald M. Loeb Center for Alzheimer's Disease, 1 Gustave L. Levy Place, New York, NY 10029-6574, USA; Department of Genetics & Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Shea J Andrews
- Ronald M. Loeb Center for Alzheimer's Disease, 1 Gustave L. Levy Place, New York, NY 10029-6574, USA; Department of Genetics & Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Psychiatry and Behavioral Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Edoardo Marcora
- Ronald M. Loeb Center for Alzheimer's Disease, 1 Gustave L. Levy Place, New York, NY 10029-6574, USA; Department of Genetics & Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
| | - Alison M Goate
- Ronald M. Loeb Center for Alzheimer's Disease, 1 Gustave L. Levy Place, New York, NY 10029-6574, USA; Department of Genetics & Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
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9
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Machlovi SI, Neuner SM, Hemmer BM, Khan R, Liu Y, Huang M, Zhu JD, Castellano JM, Cai D, Marcora E, Goate AM. APOE4 confers transcriptomic and functional alterations to primary mouse microglia. Neurobiol Dis 2022; 164:105615. [PMID: 35031484 PMCID: PMC8934202 DOI: 10.1016/j.nbd.2022.105615] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2021] [Revised: 12/09/2021] [Accepted: 01/05/2022] [Indexed: 12/12/2022] Open
Abstract
Common genetic variants in more than forty loci modulate risk for Alzheimer's disease (AD). AD risk alleles are enriched within enhancers active in myeloid cells, suggesting that microglia, the brain-resident macrophages, may play a key role in the etiology of AD. A major genetic risk factor for AD is Apolipoprotein E (APOE) genotype, with the ε4/ε4 (E4) genotype increasing risk for AD by approximately 15 fold compared to the most common ε3/ε3 (E3) genotype. However, the impact of APOE genotype on microglial function has not been thoroughly investigated. To address this, we cultured primary microglia from mice in which both alleles of the mouse Apoe gene have been humanized to encode either human APOE ε3 or APOE ε4. Relative to E3 microglia, E4 microglia exhibit altered morphology, increased endolysosomal mass, increased cytokine/chemokine production, and increased lipid and lipid droplet accumulation at baseline. These changes were accompanied by decreased translation and increased phosphorylation of eIF2ɑ and eIF2ɑ-kinases that participate in the integrated stress response, suggesting that E4 genotype leads to elevated levels of cellular stress in microglia relative to E3 genotype. Using live-cell imaging and flow cytometry, we also show that E4 microglia exhibited increased phagocytic uptake of myelin and other substrates compared to E3 microglia. While transcriptomic profiling of myelin-challenged microglia revealed a largely overlapping response profile across genotypes, differential enrichment of genes in interferon signaling, extracellular matrix and translation-related pathways was identified in E4 versus E3 microglia both at baseline and following myelin challenge. Together, our results suggest E4 genotype confers several important functional alterations to microglia even prior to myelin challenge, providing insight into the molecular and cellular mechanisms by which APOE4 may increase risk for AD.
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Affiliation(s)
- Saima I Machlovi
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Ronald M. Loeb Center for Alzheimer's Disease, Nash Family Department of Neuroscience, Friedman Brain Institute, New York, NY, USA; Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sarah M Neuner
- Ronald M. Loeb Center for Alzheimer's Disease, Nash Family Department of Neuroscience, Friedman Brain Institute, New York, NY, USA; Department of Genetics and Genomic Sciences, New York, NY, USA; Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Brittany M Hemmer
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Ronald M. Loeb Center for Alzheimer's Disease, Nash Family Department of Neuroscience, Friedman Brain Institute, New York, NY, USA; Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Riana Khan
- Ronald M. Loeb Center for Alzheimer's Disease, Nash Family Department of Neuroscience, Friedman Brain Institute, New York, NY, USA; Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Yiyuan Liu
- Ronald M. Loeb Center for Alzheimer's Disease, Nash Family Department of Neuroscience, Friedman Brain Institute, New York, NY, USA; Department of Genetics and Genomic Sciences, New York, NY, USA; Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Min Huang
- James J Peters VA Medical Center, Research & Development, Bronx, NY, USA; Department of Neurology, New York, NY, USA; Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jeffrey D Zhu
- Ronald M. Loeb Center for Alzheimer's Disease, Nash Family Department of Neuroscience, Friedman Brain Institute, New York, NY, USA; Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Joseph M Castellano
- Ronald M. Loeb Center for Alzheimer's Disease, Nash Family Department of Neuroscience, Friedman Brain Institute, New York, NY, USA; Department of Neurology, New York, NY, USA; Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Dongming Cai
- Ronald M. Loeb Center for Alzheimer's Disease, Nash Family Department of Neuroscience, Friedman Brain Institute, New York, NY, USA; James J Peters VA Medical Center, Research & Development, Bronx, NY, USA; Department of Neurology, New York, NY, USA; Alzheimer Disease Research Center, New York, NY, USA; Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Edoardo Marcora
- Ronald M. Loeb Center for Alzheimer's Disease, Nash Family Department of Neuroscience, Friedman Brain Institute, New York, NY, USA; Department of Genetics and Genomic Sciences, New York, NY, USA; Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Alison M Goate
- Ronald M. Loeb Center for Alzheimer's Disease, Nash Family Department of Neuroscience, Friedman Brain Institute, New York, NY, USA; Department of Genetics and Genomic Sciences, New York, NY, USA; Department of Neurology, New York, NY, USA; Alzheimer Disease Research Center, New York, NY, USA; Icahn School of Medicine at Mount Sinai, New York, NY, USA.
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10
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Farrell K, Kim S, Han N, Iida MA, Gonzalez EM, Otero-Garcia M, Walker JM, Richardson TE, Renton AE, Andrews SJ, Fulton-Howard B, Humphrey J, Vialle RA, Bowles KR, de Paiva Lopes K, Whitney K, Dangoor DK, Walsh H, Marcora E, Hefti MM, Casella A, Sissoko CT, Kapoor M, Novikova G, Udine E, Wong G, Tang W, Bhangale T, Hunkapiller J, Ayalon G, Graham RR, Cherry JD, Cortes EP, Borukov VY, McKee AC, Stein TD, Vonsattel JP, Teich AF, Gearing M, Glass J, Troncoso JC, Frosch MP, Hyman BT, Dickson DW, Murray ME, Attems J, Flanagan ME, Mao Q, Mesulam MM, Weintraub S, Woltjer RL, Pham T, Kofler J, Schneider JA, Yu L, Purohit DP, Haroutunian V, Hof PR, Gandy S, Sano M, Beach TG, Poon W, Kawas CH, Corrada MM, Rissman RA, Metcalf J, Shuldberg S, Salehi B, Nelson PT, Trojanowski JQ, Lee EB, Wolk DA, McMillan CT, Keene CD, Latimer CS, Montine TJ, Kovacs GG, Lutz MI, Fischer P, Perrin RJ, Cairns NJ, Franklin EE, Cohen HT, Raj T, Cobos I, Frost B, Goate A, White Iii CL, Crary JF. Genome-wide association study and functional validation implicates JADE1 in tauopathy. Acta Neuropathol 2022; 143:33-53. [PMID: 34719765 PMCID: PMC8786260 DOI: 10.1007/s00401-021-02379-z] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2021] [Revised: 10/13/2021] [Accepted: 10/24/2021] [Indexed: 01/07/2023]
Abstract
Primary age-related tauopathy (PART) is a neurodegenerative pathology with features distinct from but also overlapping with Alzheimer disease (AD). While both exhibit Alzheimer-type temporal lobe neurofibrillary degeneration alongside amnestic cognitive impairment, PART develops independently of amyloid-β (Aβ) plaques. The pathogenesis of PART is not known, but evidence suggests an association with genes that promote tau pathology and others that protect from Aβ toxicity. Here, we performed a genetic association study in an autopsy cohort of individuals with PART (n = 647) using Braak neurofibrillary tangle stage as a quantitative trait. We found some significant associations with candidate loci associated with AD (SLC24A4, MS4A6A, HS3ST1) and progressive supranuclear palsy (MAPT and EIF2AK3). Genome-wide association analysis revealed a novel significant association with a single nucleotide polymorphism on chromosome 4 (rs56405341) in a locus containing three genes, including JADE1 which was significantly upregulated in tangle-bearing neurons by single-soma RNA-seq. Immunohistochemical studies using antisera targeting JADE1 protein revealed localization within tau aggregates in autopsy brains with four microtubule-binding domain repeats (4R) isoforms and mixed 3R/4R, but not with 3R exclusively. Co-immunoprecipitation in post-mortem human PART brain tissue revealed a specific binding of JADE1 protein to four repeat tau lacking N-terminal inserts (0N4R). Finally, knockdown of the Drosophila JADE1 homolog rhinoceros (rno) enhanced tau-induced toxicity and apoptosis in vivo in a humanized 0N4R mutant tau knock-in model, as quantified by rough eye phenotype and terminal deoxynucleotidyl transferase dUTP nick end-labeling (TUNEL) in the fly brain. Together, these findings indicate that PART has a genetic architecture that partially overlaps with AD and other tauopathies and suggests a novel role for JADE1 as a modifier of neurofibrillary degeneration.
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Affiliation(s)
- Kurt Farrell
- Department of Pathology, Neuropathology Brain Bank and Research CoRE, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place Box 1194, New York, NY, 10029, USA
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Artificial Intelligence and Human Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - SoongHo Kim
- Department of Pathology, Neuropathology Brain Bank and Research CoRE, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place Box 1194, New York, NY, 10029, USA
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Artificial Intelligence and Human Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Natalia Han
- Department of Pathology, Neuropathology Brain Bank and Research CoRE, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place Box 1194, New York, NY, 10029, USA
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Artificial Intelligence and Human Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Megan A Iida
- Department of Pathology, Neuropathology Brain Bank and Research CoRE, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place Box 1194, New York, NY, 10029, USA
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Artificial Intelligence and Human Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Elias M Gonzalez
- Department of Cell Systems and Anatomy, Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, the Sam and Ann Barshop Institute for Longevity and Aging Studies, University of Texas Health San Antonio, San Antonio, TX, 78229, USA
| | - Marcos Otero-Garcia
- Department of Pathology and Laboratory Medicine, Division of Neuropathology, University of California, Los Angeles, CA, USA
| | - Jamie M Walker
- Department of Pathology and Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA
| | - Timothy E Richardson
- Department of Pathology and Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA
| | - Alan E Renton
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Shea J Andrews
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Brian Fulton-Howard
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jack Humphrey
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ricardo A Vialle
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Kathryn R Bowles
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Katia de Paiva Lopes
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Kristen Whitney
- Department of Pathology, Neuropathology Brain Bank and Research CoRE, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place Box 1194, New York, NY, 10029, USA
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Artificial Intelligence and Human Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Diana K Dangoor
- Department of Pathology, Neuropathology Brain Bank and Research CoRE, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place Box 1194, New York, NY, 10029, USA
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Artificial Intelligence and Human Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Hadley Walsh
- Department of Pathology, Neuropathology Brain Bank and Research CoRE, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place Box 1194, New York, NY, 10029, USA
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Artificial Intelligence and Human Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Edoardo Marcora
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Marco M Hefti
- Department of Pathology, University of Iowa, Iowa City, IA, USA
| | - Alicia Casella
- Department of Pathology, Neuropathology Brain Bank and Research CoRE, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place Box 1194, New York, NY, 10029, USA
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Artificial Intelligence and Human Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Cheick T Sissoko
- Department of Pathology, Neuropathology Brain Bank and Research CoRE, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place Box 1194, New York, NY, 10029, USA
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Artificial Intelligence and Human Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Manav Kapoor
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Gloriia Novikova
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Evan Udine
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Garrett Wong
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Weijing Tang
- Department of Pathology, Stanford University, Palo Alto, USA
| | - Tushar Bhangale
- Department of Human Genetics, Genentech, South San Francisco, CA, USA
| | - Julie Hunkapiller
- Department of Human Genetics, Genentech, South San Francisco, CA, USA
| | - Gai Ayalon
- Neumora Therapeutics, South San Francisco, CA, USA
| | | | - Jonathan D Cherry
- Department of Pathology (Neuropathology), VA Medical Center, Boston University School of Medicine, Boston, MA, USA
| | - Etty P Cortes
- Department of Pathology, Neuropathology Brain Bank and Research CoRE, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place Box 1194, New York, NY, 10029, USA
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Valeriy Y Borukov
- Department of Pathology, Neuropathology Brain Bank and Research CoRE, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place Box 1194, New York, NY, 10029, USA
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ann C McKee
- Department of Pathology (Neuropathology), VA Medical Center, Boston University School of Medicine, Boston, MA, USA
| | - Thor D Stein
- Department of Pathology (Neuropathology), VA Medical Center, Boston University School of Medicine, Boston, MA, USA
| | - Jean-Paul Vonsattel
- Department of Pathology and Cell Biology, Department of Neurology, and the Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Medical Center, New York, NY, USA
| | - Andy F Teich
- Department of Pathology and Cell Biology, Department of Neurology, and the Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Medical Center, New York, NY, USA
| | - Marla Gearing
- Department of Pathology and Laboratory Medicine (Neuropathology) and Neurology, Emory University School of Medicine, Atlanta, GA, USA
| | - Jonathan Glass
- Department of Pathology and Laboratory Medicine (Neuropathology) and Neurology, Emory University School of Medicine, Atlanta, GA, USA
| | - Juan C Troncoso
- Department of Pathology, Division of Neuropathology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Matthew P Frosch
- Department of Neurology and Pathology, Harvard Medical School and Massachusetts General Hospital, Charlestown, MA, USA
| | - Bradley T Hyman
- Department of Neurology and Pathology, Harvard Medical School and Massachusetts General Hospital, Charlestown, MA, USA
| | | | | | - Johannes Attems
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Margaret E Flanagan
- Department of Pathology (Neuropathology), Northwestern Cognitive Neurology and Alzheimer Disease Center, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Qinwen Mao
- Department of Pathology (Neuropathology), Northwestern Cognitive Neurology and Alzheimer Disease Center, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - M-Marsel Mesulam
- Department of Pathology (Neuropathology), Northwestern Cognitive Neurology and Alzheimer Disease Center, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Sandra Weintraub
- Department of Pathology (Neuropathology), Northwestern Cognitive Neurology and Alzheimer Disease Center, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Randy L Woltjer
- Department of Pathology, Oregon Health Sciences University, Portland, OR, USA
| | - Thao Pham
- Department of Pathology, Oregon Health Sciences University, Portland, OR, USA
| | - Julia Kofler
- Department of Pathology (Neuropathology), University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Julie A Schneider
- Departments of Pathology (Neuropathology) and Neurological Sciences, Rush University Medical Center, Chicago, IL, USA
| | - Lei Yu
- Departments of Pathology (Neuropathology) and Neurological Sciences, Rush University Medical Center, Chicago, IL, USA
| | - Dushyant P Purohit
- Department of Pathology, Neuropathology Brain Bank and Research CoRE, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place Box 1194, New York, NY, 10029, USA
- Department of Psychiatry, Alzheimer's Disease Research Center, James J. Peters VA Medical Center, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Vahram Haroutunian
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Alzheimer's Disease Research Center, James J. Peters VA Medical Center, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Patrick R Hof
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sam Gandy
- Department of Psychiatry, Alzheimer's Disease Research Center, James J. Peters VA Medical Center, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Neurology, Center for Cognitive Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Mary Sano
- Department of Psychiatry, Alzheimer's Disease Research Center, James J. Peters VA Medical Center, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Thomas G Beach
- Department of Neuropathology, Banner Sun Health Research Institute, Sun City, AZ, USA
| | - Wayne Poon
- Department of Neurology, Department of Epidemiology, Institute for Memory Impairments and Neurological Disorders, UC Irvine, Irvine, CA, USA
| | - Claudia H Kawas
- Department of Neurology, Department of Neurobiology and Behavior, Institute for Memory Impairments and Neurological Disorders, UC Irvine, Irvine, CA, USA
| | - María M Corrada
- Department of Neurology, Department of Epidemiology, Institute for Memory Impairments and Neurological Disorders, UC Irvine, Irvine, CA, USA
| | - Robert A Rissman
- Department of Neurosciences University of California and the Veterans Affairs San Diego Healthcare System, La Jolla, San Diego, California, USA
| | - Jeff Metcalf
- Department of Neurosciences University of California and the Veterans Affairs San Diego Healthcare System, La Jolla, San Diego, California, USA
| | - Sara Shuldberg
- Department of Neurosciences University of California and the Veterans Affairs San Diego Healthcare System, La Jolla, San Diego, California, USA
| | - Bahar Salehi
- Department of Neurosciences University of California and the Veterans Affairs San Diego Healthcare System, La Jolla, San Diego, California, USA
| | - Peter T Nelson
- Department of Pathology (Neuropathology) and Sanders-Brown Center on Aging, University of Kentucky, Lexington, KY, USA
| | - John Q Trojanowski
- Center for Neurodegenerative Disease Research, Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Edward B Lee
- Center for Neurodegenerative Disease Research, Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - David A Wolk
- Department of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Corey T McMillan
- Department of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - C Dirk Keene
- Department of Laboratory Medicine and Pathology, University of f Medicine, Seattle, WA, USA
| | - Caitlin S Latimer
- Department of Laboratory Medicine and Pathology, University of f Medicine, Seattle, WA, USA
| | - Thomas J Montine
- Department of Laboratory Medicine and Pathology, University of f Medicine, Seattle, WA, USA
- Department of Pathology, Stanford University, Palo Alto, USA
| | - Gabor G Kovacs
- Laboratory Medicine Program, Krembil Brain Institute, University Health Network, Toronto, ON, Canada
- Tanz Centre for Research in Neurodegenerative Disease and Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
- Institute of Neurology, Medical University of Vienna, Vienna, Austria
| | - Mirjam I Lutz
- Institute of Neurology, Medical University of Vienna, Vienna, Austria
| | - Peter Fischer
- Department of Psychiatry, Danube Hospital, Vienna, Austria
| | - Richard J Perrin
- Department of Pathology and Immunology, Department of Neurology, Knight Alzheimer Disease Research Center, Washington University School of Medicine, St. Louis, MO, USA
| | - Nigel J Cairns
- College of Medicine and Health, University of Exeter, Exeter, UK
| | - Erin E Franklin
- Department of Pathology and Immunology, Department of Neurology, Knight Alzheimer Disease Research Center, Washington University School of Medicine, St. Louis, MO, USA
| | - Herbert T Cohen
- Departments of Medicine, Pathology, and Pharmacology, Boston University School of Medicine and Boston Medical Center, Boston, MA, USA
| | - Towfique Raj
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Inma Cobos
- Department of Pathology, Stanford University, Palo Alto, USA
| | - Bess Frost
- Department of Cell Systems and Anatomy, Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, the Sam and Ann Barshop Institute for Longevity and Aging Studies, University of Texas Health San Antonio, San Antonio, TX, 78229, USA
| | - Alison Goate
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Charles L White Iii
- Department of Pathology (Neuropathology), University of Texas Southwestern Medical School, Dallas, TX, USA
| | - John F Crary
- Department of Pathology, Neuropathology Brain Bank and Research CoRE, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place Box 1194, New York, NY, 10029, USA.
- Nash Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- Department of Artificial Intelligence and Human Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
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11
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Miner GH, Renton AE, Taubenfeld E, Tadros RO, Marcora E, Lookstein RA, Faries PL, Marin ML. Whole genome sequencing identifies loci specifically associated with thoracic aortic wall defects and abdominal aortic aneurysms in patients with European ancestry. JVS Vasc Sci 2021; 1:233-245. [PMID: 34617051 PMCID: PMC8489199 DOI: 10.1016/j.jvssci.2020.09.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2020] [Accepted: 09/08/2020] [Indexed: 01/17/2023] Open
Abstract
Objective The objective of this study was to better understand the pathophysiology and underlying genetic mechanisms behind two abdominal aortic aneurysm (AAA) subtypes using computed tomographic imaging in combination with whole genome sequencing. Methods Patients with a known AAA and European ancestry were included in this investigation and underwent genetic and image analysis. Patients with AAAs and indications of descending thoracic aortic pathology (aortic dissection, penetrating aortic ulcers, intramural hematoma, atheromas, ulcerative plaque, and intramural ulceration, and intimal flaps/tears) were classified as having thoracic aortic disease, grouped together, and compared with patients with an AAA and a normal descending thoracic aorta. Whole genome sequencing was then performed on the 93 patients who had imaging features consistent with thoracic aortic disease and the 126 patients with a normal descending thoracic aorta. Results The results of this study suggest one variant-level, four gene-level, and one gene set-level associations in patients with thoracic aortic disease who also had an AAA. The variant rs79508780 located in TSEN54 achieved study-wide significance (P = 1.71E-06). BATF3 and SMLR1 were significantly associated and EFCAB3 and TAF4 were reached suggestive assocation with a diseased descending thoracic aorta (P = 5.23E-26, P = 1.86E-25, P = 1.54E-05, and P = 8.31E-05, respectively). Gene sets were also compiled using MSigDB and trait-based index single nucleotide variation from major genome-wide association studies. GO_DNA_DOUBLE_STRAND_BREAK_PROCESSING, a gene set related to double-stranded DNA break repair, was significantly associated with thoracic aortic disease in AAA patients (P = 1.80E-06). Conclusions This pilot study provides further evidence that an AAA may be the end result of multiple degenerative pathways. Genetic variations in vitamin D signaling, cholesterol metabolism, extracellular matrix breakdown, and double-stranded DNA break repair pathways were associated with European patients who had an AAA and thoracic aortic disease. Additionally, this study provides support for the application of a radiogenomic approach for the investigation of other potential pathologies that could lead to the development of an AAA or influence future management decisions. (JVS–Vascular Science.) Clinical Relevance In this study, we provide evidence that abdominal aortic aneurysms (AAAs) may be a result of multiple pathophysiologies rather than a single disease. We have identified genetic variants involved in vitamin D signaling, cholesterol metabolism, extracellular matrix breakdown, and double-stranded DNA break repair associated with structural defects in the aortic wall in patients with AAAs who are of European descent. Patients with AAAs and structural defects in the thoracic aorta have been previously linked to differential behavior after endovascular aneurysm repair. These patients with wall defects exhibited greater sac regression, a marker of surgical success, after endovascular aneurysm repair. Our study demonstrates the usefulness of a radiogenomic approach for elucidating mechanisms behind the formation and future behavior of AAAs that could aid surgeons in making future procedural and management decisions.
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Affiliation(s)
- Grace H Miner
- Icahn School of Medicine at Mount Sinai, New York, NY
| | - Alan E Renton
- Icahn School of Medicine at Mount Sinai, New York, NY
| | | | - Rami O Tadros
- Icahn School of Medicine at Mount Sinai, New York, NY
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12
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Kapoor M, Chao MJ, Johnson EC, Novikova G, Lai D, Meyers JL, Schulman J, Nurnberger JI, Porjesz B, Liu Y, Foroud T, Edenberg HJ, Marcora E, Agrawal A, Goate A. Multi-omics integration analysis identifies novel genes for alcoholism with potential overlap with neurodegenerative diseases. Nat Commun 2021; 12:5071. [PMID: 34417470 PMCID: PMC8379159 DOI: 10.1038/s41467-021-25392-y] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2020] [Accepted: 08/03/2021] [Indexed: 11/27/2022] Open
Abstract
Identification of causal variants and genes underlying genome-wide association study (GWAS) loci is essential to understand the biology of alcohol use disorder (AUD) and drinks per week (DPW). Multi-omics integration approaches have shown potential for fine mapping complex loci to obtain biological insights to disease mechanisms. In this study, we use multi-omics approaches, to fine-map AUD and DPW associations at single SNP resolution to demonstrate that rs56030824 on chromosome 11 significantly reduces SPI1 mRNA expression in myeloid cells and lowers risk for AUD and DPW. Our analysis also identifies MAPT as a candidate causal gene specifically associated with DPW. Genes prioritized in this study show overlap with causal genes associated with neurodegenerative disorders. Multi-omics integration analyses highlight, genetic similarities and differences between alcohol intake and disordered drinking, suggesting molecular heterogeneity that might inform future targeted functional and cross-species studies.
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Affiliation(s)
- Manav Kapoor
- Departments of Genetics and Genomic Sciences and Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
| | - Michael J Chao
- Departments of Genetics and Genomic Sciences and Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Emma C Johnson
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, USA
| | - Gloriia Novikova
- Departments of Genetics and Genomic Sciences and Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Dongbing Lai
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Jacquelyn L Meyers
- Department of Psychiatry, State University of New York, Downstate Medical Center, Brooklyn, NY, USA
| | - Jessica Schulman
- Departments of Genetics and Genomic Sciences and Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - John I Nurnberger
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Bernice Porjesz
- Department of Psychiatry, State University of New York, Downstate Medical Center, Brooklyn, NY, USA
| | - Yunlong Liu
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Tatiana Foroud
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Howard J Edenberg
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Edoardo Marcora
- Departments of Genetics and Genomic Sciences and Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Arpana Agrawal
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, USA
| | - Alison Goate
- Departments of Genetics and Genomic Sciences and Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
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13
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Novikova G, Andrews SJ, Renton AE, Marcora E. Beyond association: successes and challenges in linking non-coding genetic variation to functional consequences that modulate Alzheimer's disease risk. Mol Neurodegener 2021; 16:27. [PMID: 33882988 PMCID: PMC8061035 DOI: 10.1186/s13024-021-00449-0] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2020] [Accepted: 04/13/2021] [Indexed: 02/06/2023] Open
Abstract
Alzheimer's disease (AD) is the most common type of dementia, affecting millions of people worldwide; however, no disease-modifying treatments are currently available. Genome-wide association studies (GWASs) have identified more than 40 loci associated with AD risk. However, most of the disease-associated variants reside in non-coding regions of the genome, making it difficult to elucidate how they affect disease susceptibility. Nonetheless, identification of the regulatory elements, genes, pathways and cell type/tissue(s) impacted by these variants to modulate AD risk is critical to our understanding of disease pathogenesis and ability to develop effective therapeutics. In this review, we provide an overview of the methods and approaches used in the field to identify the functional effects of AD risk variants in the causal path to disease risk modification as well as describe the most recent findings. We first discuss efforts in cell type/tissue prioritization followed by recent progress in candidate causal variant and gene nomination. We discuss statistical methods for fine-mapping as well as approaches that integrate multiple levels of evidence, such as epigenomic and transcriptomic data, to identify causal variants and risk mechanisms of AD-associated loci. Additionally, we discuss experimental approaches and data resources that will be needed to validate and further elucidate the effects of these variants and genes on biological pathways, cellular phenotypes and disease risk. Finally, we discuss future steps that need to be taken to ensure that AD GWAS functional mapping efforts lead to novel findings and bring us closer to finding effective treatments for this devastating disease.
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Affiliation(s)
- Gloriia Novikova
- Ronald M. Loeb Center for Alzheimer's Disease, Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Shea J Andrews
- Ronald M. Loeb Center for Alzheimer's Disease, Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Alan E Renton
- Ronald M. Loeb Center for Alzheimer's Disease, Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
| | - Edoardo Marcora
- Ronald M. Loeb Center for Alzheimer's Disease, Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
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14
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Novikova G, Kapoor M, Tcw J, Abud EM, Efthymiou AG, Chen SX, Cheng H, Fullard JF, Bendl J, Liu Y, Roussos P, Björkegren JL, Liu Y, Poon WW, Hao K, Marcora E, Goate AM. Integration of Alzheimer's disease genetics and myeloid genomics identifies disease risk regulatory elements and genes. Nat Commun 2021; 12:1610. [PMID: 33712570 PMCID: PMC7955030 DOI: 10.1038/s41467-021-21823-y] [Citation(s) in RCA: 90] [Impact Index Per Article: 30.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2020] [Accepted: 02/10/2021] [Indexed: 02/07/2023] Open
Abstract
Genome-wide association studies (GWAS) have identified more than 40 loci associated with Alzheimer's disease (AD), but the causal variants, regulatory elements, genes and pathways remain largely unknown, impeding a mechanistic understanding of AD pathogenesis. Previously, we showed that AD risk alleles are enriched in myeloid-specific epigenomic annotations. Here, we show that they are specifically enriched in active enhancers of monocytes, macrophages and microglia. We integrated AD GWAS with myeloid epigenomic and transcriptomic datasets using analytical approaches to link myeloid enhancer activity to target gene expression regulation and AD risk modification. We identify AD risk enhancers and nominate candidate causal genes among their likely targets (including AP4E1, AP4M1, APBB3, BIN1, MS4A4A, MS4A6A, PILRA, RABEP1, SPI1, TP53INP1, and ZYX) in twenty loci. Fine-mapping of these enhancers nominates candidate functional variants that likely modify AD risk by regulating gene expression in myeloid cells. In the MS4A locus we identified a single candidate functional variant and validated it in human induced pluripotent stem cell (hiPSC)-derived microglia and brain. Taken together, this study integrates AD GWAS with multiple myeloid genomic datasets to investigate the mechanisms of AD risk alleles and nominates candidate functional variants, regulatory elements and genes that likely modulate disease susceptibility.
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Affiliation(s)
- Gloriia Novikova
- Ronald M. Loeb Center for Alzheimer's Disease, Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Manav Kapoor
- Ronald M. Loeb Center for Alzheimer's Disease, Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Julia Tcw
- Ronald M. Loeb Center for Alzheimer's Disease, Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Edsel M Abud
- Department of Neurobiology & Behavior, University of California Irvine, Irvine, CA, USA
- Sue and Bill Gross Stem Cell Research Center, University of California Irvine, Irvine, CA, USA
| | - Anastasia G Efthymiou
- Ronald M. Loeb Center for Alzheimer's Disease, Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Steven X Chen
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Haoxiang Cheng
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - John F Fullard
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jaroslav Bendl
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Yiyuan Liu
- Ronald M. Loeb Center for Alzheimer's Disease, Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Panos Roussos
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Johan Lm Björkegren
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Integrated Cardio Metabolic Centre, Department of Medicine, Karolinska Institutet, Karolinska Universitetssjukhuset, Huddinge, Sweden
| | - Yunlong Liu
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Wayne W Poon
- Institute for Memory Impairments and Neurological Disorders, University of California Irvine, Irvine, CA, USA
| | - Ke Hao
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Edoardo Marcora
- Ronald M. Loeb Center for Alzheimer's Disease, Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
| | - Alison M Goate
- Ronald M. Loeb Center for Alzheimer's Disease, Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
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15
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Lyon MS, Andrews SJ, Elsworth B, Gaunt TR, Hemani G, Marcora E. The variant call format provides efficient and robust storage of GWAS summary statistics. Genome Biol 2021; 22:32. [PMID: 33441155 PMCID: PMC7805039 DOI: 10.1186/s13059-020-02248-0] [Citation(s) in RCA: 64] [Impact Index Per Article: 21.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2020] [Accepted: 12/15/2020] [Indexed: 11/10/2022] Open
Abstract
GWAS summary statistics are fundamental for a variety of research applications yet no common storage format has been widely adopted. Existing tabular formats ambiguously or incompletely store information about genetic variants and associations, lack essential metadata and are typically not indexed yielding poor query performance and increasing the possibility of errors in data interpretation and post-GWAS analyses. To address these issues, we adapted the variant call format to store GWAS summary statistics (GWAS-VCF) and developed open-source tools to use this format in downstream analyses. We provide open access to over 10,000 complete GWAS summary datasets converted to this format ( https://gwas.mrcieu.ac.uk ).
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Affiliation(s)
- Matthew S Lyon
- National Institute for Health Research (NIHR) Bristol Biomedical Research Centre (BRC), Bristol Medical School (Population Health Sciences), University of Bristol, Oakfield House, Bristol, BS8 2BN, UK.
- Medical Research Council (MRC) Integrative Epidemiology Unit (IEU), Bristol Medical School (Population Health Sciences), University of Bristol, Oakfield House, Bristol, BS8 2BN, UK.
| | - Shea J Andrews
- Ronald M. Loeb Center for Alzheimer's Disease, Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, 10029-5674, USA
| | - Ben Elsworth
- Medical Research Council (MRC) Integrative Epidemiology Unit (IEU), Bristol Medical School (Population Health Sciences), University of Bristol, Oakfield House, Bristol, BS8 2BN, UK
| | - Tom R Gaunt
- National Institute for Health Research (NIHR) Bristol Biomedical Research Centre (BRC), Bristol Medical School (Population Health Sciences), University of Bristol, Oakfield House, Bristol, BS8 2BN, UK
- Medical Research Council (MRC) Integrative Epidemiology Unit (IEU), Bristol Medical School (Population Health Sciences), University of Bristol, Oakfield House, Bristol, BS8 2BN, UK
| | - Gibran Hemani
- Medical Research Council (MRC) Integrative Epidemiology Unit (IEU), Bristol Medical School (Population Health Sciences), University of Bristol, Oakfield House, Bristol, BS8 2BN, UK
| | - Edoardo Marcora
- Ronald M. Loeb Center for Alzheimer's Disease, Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, 10029-5674, USA
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16
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Pimenova AA, Herbinet M, Gupta I, Machlovi SI, Bowles KR, Marcora E, Goate AM. Alzheimer's-associated PU.1 expression levels regulate microglial inflammatory response. Neurobiol Dis 2021; 148:105217. [PMID: 33301878 PMCID: PMC7808757 DOI: 10.1016/j.nbd.2020.105217] [Citation(s) in RCA: 49] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2020] [Revised: 11/09/2020] [Accepted: 12/03/2020] [Indexed: 02/06/2023] Open
Abstract
More than forty loci contribute to genetic risk for Alzheimer's disease (AD). These risk alleles are enriched in myeloid cell enhancers suggesting that microglia, the brain-resident macrophages, contribute to AD risk. We have previously identified SPI1/PU.1, a master regulator of myeloid cell development in the brain and periphery, as a genetic risk factor for AD. Higher expression of SPI1 is associated with increased risk for AD, while lower expression is protective. To investigate the molecular and cellular phenotypes associated with higher and lower expression of PU.1 in microglia, we used stable overexpression and knock-down of PU.1 in BV2, an immortalized mouse microglial cell line. Transcriptome analysis suggests that reduced PU.1 expression suppresses expression of homeostatic genes similar to the disease-associated microglia response to amyloid plaques in mouse models of AD. Moreover, PU.1 knock-down resulted in activation of protein translation, antioxidant action and cholesterol/lipid metabolism pathways with a concomitant decrease of pro-inflammatory gene expression. PU.1 overexpression upregulated and knock-down downregulated phagocytic uptake in BV2 cells independent of the nature of the engulfed material. However, cells with reduced PU.1 expression retained their ability to internalize myelin similar to control albeit with a delay, which aligns with their anti-inflammatory profile. Here we identified several microglial responses that are modulated by PU.1 expression levels and propose that risk association of PU.1 to AD is driven by increased pro-inflammatory response due to increased viability of cells under cytotoxic conditions. In contrast, low expression of PU.1 leads to increased cell death under cytotoxic conditions accompanied by reduced pro-inflammatory signaling that decreased A1 reactive astrocytes signature supporting the protective effect of SPI1 genotype in AD. These findings inform future in vivo validation studies and design of small molecule screens for therapeutic discovery in AD.
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Affiliation(s)
- Anna A Pimenova
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Ronald M. Loeb Center for Alzheimer's disease, Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Manon Herbinet
- Ronald M. Loeb Center for Alzheimer's disease, Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ishaan Gupta
- Department of Biochemical Engineering and Biotechnology, Indian Institute of Technology Delhi, India
| | - Saima I Machlovi
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Ronald M. Loeb Center for Alzheimer's disease, Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Kathryn R Bowles
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Ronald M. Loeb Center for Alzheimer's disease, Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Edoardo Marcora
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Ronald M. Loeb Center for Alzheimer's disease, Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Alison M Goate
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Ronald M. Loeb Center for Alzheimer's disease, Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
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17
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Andrews SJ, Fulton-Howard B, O'Reilly P, Marcora E, Goate AM. Causal Associations Between Modifiable Risk Factors and the Alzheimer's Phenome. Ann Neurol 2021; 89:54-65. [PMID: 32996171 PMCID: PMC8088901 DOI: 10.1002/ana.25918] [Citation(s) in RCA: 63] [Impact Index Per Article: 21.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2020] [Revised: 09/22/2020] [Accepted: 09/23/2020] [Indexed: 12/11/2022]
Abstract
OBJECTIVE The purpose of this study was to infer causal relationships between 22 previously reported risk factors for Alzheimer's disease (AD) and the "AD phenome": AD, AD age of onset (AAOS), hippocampal volume, cortical surface area and thickness, cerebrospinal fluid (CSF) levels of amyloid-β (Aβ42 ), tau, and ptau181 , and the neuropathological burden of neuritic plaques, neurofibrillary tangles (NFTs), and vascular brain injury (VBI). METHODS Polygenic risk scores (PRS) for the 22 risk factors were computed in 26,431 AD cases/controls and the association with AD was evaluated using logistic regression. Two-sample Mendelian randomization (MR) was used to infer the causal effect of risk factors on the AD phenome. RESULTS PRS for increased education and diastolic blood pressure were associated with reduced risk for AD. MR indicated that only education was causally associated with reduced risk of AD, delayed AAOS, and increased cortical surface area and thickness. Total- and LDL-cholesterol levels were causally associated with increased neuritic plaque burden, although the effects were driven by single nucleotide polymorphisms (SNPs) within the APOE locus. Diastolic blood pressure and pulse pressure are causally associated with increased risk of VBI. Furthermore, total cholesterol was associated with decreased hippocampal volume; smoking initiation with decreased cortical thickness; type 2 diabetes with an earlier AAOS; and sleep duration with increased cortical thickness. INTERPRETATION Our comprehensive examination of the genetic evidence for the causal relationships between previously reported risk factors in AD using PRS and MR supports a causal role for education, blood pressure, cholesterol levels, smoking, and diabetes with the AD phenome. ANN NEUROL 2021;89:54-65.
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Affiliation(s)
- Shea J Andrews
- 'Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Brian Fulton-Howard
- 'Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Paul O'Reilly
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- MRC Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Edoardo Marcora
- 'Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Alison M Goate
- 'Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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18
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T.C.W. J, Qian L, Liang SA, Pipalia NH, Chao MJ, Shi Y, Bertelsen S, Kapoor M, Marcora E, Sikora E, Holtzman DM, Maxfield FR, Zhang B, Wang M, Poon WW, Goate AM. Human glia‐specific functional dysregulations affected by
APOE
ε4 risk of Alzheimer's disease. Alzheimers Dement 2020. [DOI: 10.1002/alz.040543] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Julia T.C.W.
- Icahn School of Medicine at Mount Sinai New York NY USA
- Ronald M. Loeb Center for Alzheimer’s Disease New York NY USA
| | - Lu Qian
- Icahn School of Medicine at Mount Sinai New York NY USA
- Ronald M. Loeb Center for Alzheimer’s Disease New York NY USA
| | | | | | - Michael J. Chao
- Icahn School of Medicine at Mount Sinai New York NY USA
- Ronald M. Loeb Center for Alzheimer’s Disease New York NY USA
| | - Yang Shi
- Washington University in St. Louis St. Louis MO USA
| | - Sarah Bertelsen
- Icahn School of Medicine at Mount Sinai New York NY USA
- Ronald M. Loeb Center for Alzheimer’s Disease New York NY USA
| | - Manav Kapoor
- Icahn School of Medicine at Mount Sinai New York NY USA
- Ronald M. Loeb Center for Alzheimer’s Disease New York NY USA
| | - Edoardo Marcora
- Icahn School of Medicine at Mount Sinai New York NY USA
- Ronald M. Loeb Center for Alzheimer's disease New York NY USA
| | - Elizabeth Sikora
- Icahn School of Medicine at Mount Sinai New York NY USA
- Ronald M. Loeb Center for Alzheimer’s Disease New York NY USA
| | | | | | - Bin Zhang
- Icahn School of Medicine at Mount Sinai New York NY USA
- Ronald M. Loeb Center for Alzheimer's disease New York NY USA
| | - Minghui Wang
- Icahn School of Medicine at Mount Sinai New York NY USA
| | | | - Alison M Goate
- Icahn School of Medicine at Mount Sinai New York NY USA
- Ronald M. Loeb Center for Alzheimer’s Disease New York NY USA
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19
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Ming C, Marcora E, Wang M, Renton AE, Wang E, Goate A, Zhang B. Functional molecular network models for the genetic risk factors of Alzheimer’s disease. Alzheimers Dement 2020. [DOI: 10.1002/alz.046556] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Affiliation(s)
- Chen Ming
- Icahn School of Medicine at Mount Sinai New York NY USA
- Mount Sinai Center for Transformative Disease Modeling New York NY USA
| | - Edoardo Marcora
- Icahn School of Medicine at Mount Sinai New York NY USA
- Ronald M. Loeb Center for Alzheimer's Disease New York NY USA
| | - Minghui Wang
- Icahn School of Medicine at Mount Sinai New York NY USA
- Mount Sinai Center for Transformative Disease Modeling New York NY USA
| | - Alan E. Renton
- Icahn School of Medicine at Mount Sinai New York NY USA
- Ronald M. Loeb Center for Alzheimer's Disease New York NY USA
| | - Erming Wang
- Icahn School of Medicine at Mount Sinai New York NY USA
- Mount Sinai Center for Transformative Disease Modeling New York NY USA
| | - Alison Goate
- Icahn School of Medicine at Mount Sinai New York NY USA
- Ronald M. Loeb Center for Alzheimer's Disease New York NY USA
| | - Bin Zhang
- Icahn School of Medicine at Mount Sinai New York NY USA
- Mount Sinai Center for Transformative Disease Modeling New York NY USA
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20
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Pimenova AA, Herbinet M, Gupta I, Machlovi S, Marcora E, Goate AM. Protective low expression of PU.1 reduces microglial inflammatory and phagocytic response. Alzheimers Dement 2020. [DOI: 10.1002/alz.041201] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Anna A. Pimenova
- Icahn School of Medicine at Mount Sinai New York NY USA
- Ronald M. Loeb Center for Alzheimer's Disease New York NY USA
| | - Manon Herbinet
- Icahn School of Medicine at Mount Sinai New York NY USA
- Ronald M. Loeb Center for Alzheimer's Disease New York NY USA
| | - Ishaan Gupta
- Icahn School of Medicine at Mount Sinai New York NY USA
- Ronald M. Loeb Center for Alzheimer's Disease New York NY USA
| | - Saima Machlovi
- Icahn School of Medicine at Mount Sinai New York NY USA
- Ronald M. Loeb Center for Alzheimer's Disease New York NY USA
| | - Edoardo Marcora
- Icahn School of Medicine at Mount Sinai New York NY USA
- Ronald M. Loeb Center for Alzheimer's Disease New York NY USA
| | - Alison M. Goate
- Icahn School of Medicine at Mount Sinai New York NY USA
- Ronald M. Loeb Center for Alzheimer's Disease New York NY USA
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21
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Podleśny-Drabiniok A, Marcora E, Goate AM. Microglial Phagocytosis: A Disease-Associated Process Emerging from Alzheimer’s Disease Genetics. Trends Neurosci 2020; 43:965-979. [DOI: 10.1016/j.tins.2020.10.002] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2020] [Revised: 09/02/2020] [Accepted: 10/05/2020] [Indexed: 01/02/2023]
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22
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Novikova G, Marcora E, Kapoor M, TCW J, Renton AE, Efthymiou AM, Abud EM, Bendl JM, Cheng HM, Fullard JF, Roussos P, Poon WW, Hao K, Goate AM. Integration of Alzheimer’s disease genetics and myeloid genomics reveals novel disease risk mechanisms. Alzheimers Dement 2020. [DOI: 10.1002/alz.043897] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
| | - Edoardo Marcora
- Ronald M. Loeb Center for Alzheimer's Disease New York NY USA
| | - Manav Kapoor
- Ronald M. Loeb Center for Alzheimer’s Disease New York NY USA
| | - Julia TCW
- Icahn School of Medicine at Mount Sinai New York NY USA
| | - Alan E. Renton
- Ronald M. Loeb Center for Alzheimer's Disease New York NY USA
| | | | | | | | | | | | - Panos Roussos
- Icahn School of Medicine at Mount Sinai New York NY USA
| | | | - Ke Hao
- Icahn School of Medicine at Mount Sinai New York NY USA
| | - Alison M. Goate
- Ronald M. Loeb Center for Alzheimer's Disease New York NY USA
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23
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Zhang Q, Sidorenko J, Couvy-Duchesne B, Marioni RE, Wright MJ, Goate AM, Marcora E, Huang KL, Porter T, Laws SM, Sachdev PS, Mather KA, Armstrong NJ, Thalamuthu A, Brodaty H, Yengo L, Yang J, Wray NR, McRae AF, Visscher PM. Risk prediction of late-onset Alzheimer's disease implies an oligogenic architecture. Nat Commun 2020; 11:4799. [PMID: 32968074 PMCID: PMC7511365 DOI: 10.1038/s41467-020-18534-1] [Citation(s) in RCA: 83] [Impact Index Per Article: 20.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2020] [Accepted: 08/25/2020] [Indexed: 01/09/2023] Open
Abstract
Genetic association studies have identified 44 common genome-wide significant risk loci for late-onset Alzheimer's disease (LOAD). However, LOAD genetic architecture and prediction are unclear. Here we estimate the optimal P-threshold (Poptimal) of a genetic risk score (GRS) for prediction of LOAD in three independent datasets comprising 676 cases and 35,675 family history proxy cases. We show that the discriminative ability of GRS in LOAD prediction is maximised when selecting a small number of SNPs. Both simulation results and direct estimation indicate that the number of causal common SNPs for LOAD may be less than 100, suggesting LOAD is more oligogenic than polygenic. The best GRS explains approximately 75% of SNP-heritability, and individuals in the top decile of GRS have ten-fold increased odds when compared to those in the bottom decile. In addition, 14 variants are identified that contribute to both LOAD risk and age at onset of LOAD.
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Affiliation(s)
- Qian Zhang
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Julia Sidorenko
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Baptiste Couvy-Duchesne
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Riccardo E Marioni
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
| | - Margaret J Wright
- Queensland Brain Institute, The University of Queensland, St Lucia, QLD, 4072, Australia
- Centre for Advanced Imaging, The University of Queensland, St Lucia, QLD, 4072, Australia
| | - Alison M Goate
- Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Edoardo Marcora
- Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Kuan-Lin Huang
- Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Tenielle Porter
- Collaborative Genomics Group, Centre of Excellence for Alzheimer's Disease Research and Care, School of Medical and Health Sciences, Edith Cowan University, Joondalup, WA, Australia
| | - Simon M Laws
- Collaborative Genomics Group, Centre of Excellence for Alzheimer's Disease Research and Care, School of Medical and Health Sciences, Edith Cowan University, Joondalup, WA, Australia
- School of Pharmacy and Biomedical Sciences, Faculty of Health Sciences, Curtin Health Innovation Research Institute, Curtin University, Bentley, WA, Australia
| | - Perminder S Sachdev
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, NSW, Australia
- Neuropsychiatric Institute, Prince of Wales Hospital, Sydney, NSW, Australia
| | - Karen A Mather
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, NSW, Australia
- Neuroscience Research Australia, Sydney, NSW, Australia
| | - Nicola J Armstrong
- Department of Mathematics and Statistics, Murdoch University, Perth, WA, Australia
| | - Anbupalam Thalamuthu
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, NSW, Australia
- Neuroscience Research Australia, Sydney, NSW, Australia
| | - Henry Brodaty
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, NSW, Australia
- Dementia Centre for Research Collaboration, University of New South Wales, Sydney, NSW, Australia
| | - Loic Yengo
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Jian Yang
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Naomi R Wray
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia
- Queensland Brain Institute, The University of Queensland, St Lucia, QLD, 4072, Australia
| | - Allan F McRae
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Peter M Visscher
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia.
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24
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Bis JC, Jian X, Kunkle BW, Chen Y, Hamilton-Nelson KL, Bush WS, Salerno WJ, Lancour D, Ma Y, Renton AE, Marcora E, Farrell JJ, Zhao Y, Qu L, Ahmad S, Amin N, Amouyel P, Beecham GW, Below JE, Campion D, Cantwell L, Charbonnier C, Chung J, Crane PK, Cruchaga C, Cupples LA, Dartigues JF, Debette S, Deleuze JF, Fulton L, Gabriel SB, Genin E, Gibbs RA, Goate A, Grenier-Boley B, Gupta N, Haines JL, Havulinna AS, Helisalmi S, Hiltunen M, Howrigan DP, Ikram MA, Kaprio J, Konrad J, Kuzma A, Lander ES, Lathrop M, Lehtimäki T, Lin H, Mattila K, Mayeux R, Muzny DM, Nasser W, Neale B, Nho K, Nicolas G, Patel D, Pericak-Vance MA, Perola M, Psaty BM, Quenez O, Rajabli F, Redon R, Reitz C, Remes AM, Salomaa V, Sarnowski C, Schmidt H, Schmidt M, Schmidt R, Soininen H, Thornton TA, Tosto G, Tzourio C, van der Lee SJ, van Duijn CM, Valladares O, Vardarajan B, Wang LS, Wang W, Wijsman E, Wilson RK, Witten D, Worley KC, Zhang X, Bellenguez C, Lambert JC, Kurki MI, Palotie A, Daly M, Boerwinkle E, Lunetta KL, Destefano AL, Dupuis J, Martin ER, Schellenberg GD, Seshadri S, Naj AC, Fornage M, Farrer LA. Whole exome sequencing study identifies novel rare and common Alzheimer's-Associated variants involved in immune response and transcriptional regulation. Mol Psychiatry 2020; 25:1859-1875. [PMID: 30108311 PMCID: PMC6375806 DOI: 10.1038/s41380-018-0112-7] [Citation(s) in RCA: 160] [Impact Index Per Article: 40.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/21/2017] [Revised: 05/01/2018] [Accepted: 05/14/2018] [Indexed: 12/21/2022]
Abstract
The Alzheimer's Disease Sequencing Project (ADSP) undertook whole exome sequencing in 5,740 late-onset Alzheimer disease (AD) cases and 5,096 cognitively normal controls primarily of European ancestry (EA), among whom 218 cases and 177 controls were Caribbean Hispanic (CH). An age-, sex- and APOE based risk score and family history were used to select cases most likely to harbor novel AD risk variants and controls least likely to develop AD by age 85 years. We tested ~1.5 million single nucleotide variants (SNVs) and 50,000 insertion-deletion polymorphisms (indels) for association to AD, using multiple models considering individual variants as well as gene-based tests aggregating rare, predicted functional, and loss of function variants. Sixteen single variants and 19 genes that met criteria for significant or suggestive associations after multiple-testing correction were evaluated for replication in four independent samples; three with whole exome sequencing (2,778 cases, 7,262 controls) and one with genome-wide genotyping imputed to the Haplotype Reference Consortium panel (9,343 cases, 11,527 controls). The top findings in the discovery sample were also followed-up in the ADSP whole-genome sequenced family-based dataset (197 members of 42 EA families and 501 members of 157 CH families). We identified novel and predicted functional genetic variants in genes previously associated with AD. We also detected associations in three novel genes: IGHG3 (p = 9.8 × 10-7), an immunoglobulin gene whose antibodies interact with β-amyloid, a long non-coding RNA AC099552.4 (p = 1.2 × 10-7), and a zinc-finger protein ZNF655 (gene-based p = 5.0 × 10-6). The latter two suggest an important role for transcriptional regulation in AD pathogenesis.
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Affiliation(s)
- Joshua C Bis
- Department of Medicine (General Internal Medicine), University of Washington, Seattle, WA, USA
| | - Xueqiu Jian
- Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Brian W Kunkle
- John P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL, USA
| | - Yuning Chen
- Departments of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Kara L Hamilton-Nelson
- John P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL, USA
| | - William S Bush
- Case Western Reserve University, Cleveland Heights, OH, USA
| | - William J Salerno
- Human Genome Sequencing Center and Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
| | - Daniel Lancour
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA, USA
| | - Yiyi Ma
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA, USA
| | - Alan E Renton
- Department of Neuroscience and Ronald M Loeb Center for Alzheimer's Disease, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Edoardo Marcora
- Department of Neuroscience and Ronald M Loeb Center for Alzheimer's Disease, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomics Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - John J Farrell
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA, USA
| | - Yi Zhao
- University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Liming Qu
- University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Shahzad Ahmad
- Erasmus University Medical Center, Rotterdam, Netherlands
| | - Najaf Amin
- Inserm, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
| | - Philippe Amouyel
- Inserm, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
- Institut Pasteur de Lille, Lille, France
- University Lille, U1167-Excellence Laboratory LabEx DISTALZ, Lille, France
| | - Gary W Beecham
- John P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL, USA
| | - Jennifer E Below
- Department of Medical Genetics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Dominique Campion
- Department of Genetics and CNR-MAJ, Normandie Université, UNIROUEN, Inserm U1245 and Rouen University Hospital, F 76000, Normandy Centre for Genomic and Personalized Medicine, Rouen, France
- Department of Research, Centre Hospitalier du Rouvray, Sotteville-lès-, Rouen, France
| | - Laura Cantwell
- University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Camille Charbonnier
- Department of Genetics and CNR-MAJ, Normandie Université, UNIROUEN, Inserm U1245 and Rouen University Hospital, F 76000, Normandy Centre for Genomic and Personalized Medicine, Rouen, France
| | - Jaeyoon Chung
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA, USA
| | - Paul K Crane
- Department of Medicine (General Internal Medicine), University of Washington, Seattle, WA, USA
| | - Carlos Cruchaga
- Department of Psychiatry, Washington University, St. Louis, MO, USA
| | - L Adrienne Cupples
- Departments of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- National Heart, Lung, and Blood Institute's Framingham Heart Study, Framingham, MA, USA
| | - Jean-François Dartigues
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, team VINTAGE, UMR 1219, F-33000, Bordeaux, France
| | - Stéphanie Debette
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, team VINTAGE, UMR 1219, F-33000, Bordeaux, France
- Department of Neurology and Institute for Neurodegenerative Diseases, Bordeaux University Hospital, Memory Clinic, F-33000, Bordeaux, France
| | - Jean-François Deleuze
- Centre National de Recherche en Génomique Humaine, Institut François Jacob, Direction de le Recherche Fondamentale, CEA, Evry, France
| | - Lucinda Fulton
- McDonnell Genome Institute, Washington University, St. Louis, MO, USA
| | | | | | - Richard A Gibbs
- Human Genome Sequencing Center and Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
| | - Alison Goate
- Department of Neuroscience and Ronald M Loeb Center for Alzheimer's Disease, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomics Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Benjamin Grenier-Boley
- Inserm, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
| | - Namrata Gupta
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Aki S Havulinna
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- National Institute for Health and Welfare, Helsinki, Finland
| | - Seppo Helisalmi
- Institute of Clinical Medicine - Neurology and Department of Neurology, University of Eastern Finland, Kuopio, Finland
| | - Mikko Hiltunen
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
| | - Daniel P Howrigan
- Program in Medical and Population Genetics and Genetic Analysis Platform, Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Psychiatric & Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - M Arfan Ikram
- Erasmus University Medical Center, Rotterdam, Netherlands
| | - Jaakko Kaprio
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Jan Konrad
- Department of Psychiatry, Washington University, St. Louis, MO, USA
| | - Amanda Kuzma
- University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Eric S Lander
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Mark Lathrop
- McGill University and Génome Québec Innovation Centre, Montréal, Canada
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories and Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, Finland
| | - Honghuang Lin
- Department of Medicine (Computational Biomedicine), Boston University School of Medicine, Boston, MA, USA
| | - Kari Mattila
- Department of Clinical Chemistry, Fimlab Laboratories and Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, Finland
| | | | - Donna M Muzny
- Human Genome Sequencing Center and Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
| | - Waleed Nasser
- Human Genome Sequencing Center and Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
| | - Benjamin Neale
- Program in Medical and Population Genetics and Genetic Analysis Platform, Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Psychiatric & Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Kwangsik Nho
- Indiana University School of Medicine, Indianapolis, IN, USA
| | - Gaël Nicolas
- Department of Genetics and CNR-MAJ, Normandie Université, UNIROUEN, Inserm U1245 and Rouen University Hospital, F 76000, Normandy Centre for Genomic and Personalized Medicine, Rouen, France
| | - Devanshi Patel
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA, USA
| | - Margaret A Pericak-Vance
- John P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL, USA
| | - Markus Perola
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- National Institute for Health and Welfare, Helsinki, Finland
- University of Tartu, Estonian Genome Center, Tartu, Estonia
| | - Bruce M Psaty
- Department of Medicine (General Internal Medicine), University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Department of Health Services, University of Washington, Seattle, WA, USA
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA
| | - Olivier Quenez
- Department of Genetics and CNR-MAJ, Normandie Université, UNIROUEN, Inserm U1245 and Rouen University Hospital, F 76000, Normandy Centre for Genomic and Personalized Medicine, Rouen, France
| | - Farid Rajabli
- John P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL, USA
| | - Richard Redon
- Inserm, CNRS, Univ. Nantes, CHU Nantes, l'institut du thorax, Nantes, France
| | | | - Anne M Remes
- Institute of Clinical Medicine - Neurology and Department of Neurology, University of Eastern Finland, Kuopio, Finland
- Unit of Clinical Neuroscience, Neurology, University of Oulu and Medical Research Center, Oulu University Hospital, Oulu, Finland
| | - Veikko Salomaa
- National Institute for Health and Welfare, Helsinki, Finland
| | - Chloe Sarnowski
- Departments of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Helena Schmidt
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University of Graz, Graz, Austria
| | - Michael Schmidt
- John P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL, USA
| | - Reinhold Schmidt
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University of Graz, Graz, Austria
| | - Hilkka Soininen
- Institute of Clinical Medicine - Neurology and Department of Neurology, University of Eastern Finland, Kuopio, Finland
- Department of Neurology, Kuopio University Hospital, Kuopio, Finland
| | | | | | - Christophe Tzourio
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, team VINTAGE, UMR 1219, F-33000, Bordeaux, France
| | | | | | - Otto Valladares
- University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | | | - Li-San Wang
- University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Weixin Wang
- University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Ellen Wijsman
- Department of Medicine (Medical Genetics), University of Washington, Seattle, WA, USA
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Richard K Wilson
- McDonnell Genome Institute, Washington University, St. Louis, MO, USA
| | - Daniela Witten
- Department of Statistics, University of Washington, Seattle, WA, USA
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Kim C Worley
- Human Genome Sequencing Center and Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
| | - Xiaoling Zhang
- Departments of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA, USA
| | - Celine Bellenguez
- Inserm, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
| | - Jean-Charles Lambert
- Inserm, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
| | - Mitja I Kurki
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- Program in Medical and Population Genetics and Genetic Analysis Platform, Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Psychiatric & Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Aarno Palotie
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- Program in Medical and Population Genetics and Genetic Analysis Platform, Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Psychiatric & Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Mark Daly
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- Psychiatric & Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Eric Boerwinkle
- Human Genome Sequencing Center and Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
- School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Kathryn L Lunetta
- Departments of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Anita L Destefano
- Departments of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- Departments of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Josée Dupuis
- Departments of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Eden R Martin
- John P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL, USA
| | | | - Sudha Seshadri
- National Heart, Lung, and Blood Institute's Framingham Heart Study, Framingham, MA, USA
- Departments of Neurology, Boston University School of Medicine, Boston, MA, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
| | - Adam C Naj
- University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Myriam Fornage
- Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
- School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Lindsay A Farrer
- Departments of Biostatistics, Boston University School of Public Health, Boston, MA, USA.
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA, USA.
- Departments of Neurology, Boston University School of Medicine, Boston, MA, USA.
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, USA.
- Department of Ophthalmology, Boston University School of Medicine, Boston, MA, USA.
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25
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Miner G, Renton AE, Taubenfeld E, Tadros RO, Marcora E, Lookstein R, Faries PL, Marin ML. Whole Genome Sequencing Identifies Loci Specifically Associated With Thoracic Aortic Wall Defects in Patients With Abdominal Aortic Aneurysms. J Vasc Surg 2020. [DOI: 10.1016/j.jvs.2020.04.180] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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26
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Bis JC, Jian X, Kunkle BW, Chen Y, Hamilton-Nelson KL, Bush WS, Salerno WJ, Lancour D, Ma Y, Renton AE, Marcora E, Farrell JJ, Zhao Y, Qu L, Ahmad S, Amin N, Amouyel P, Beecham GW, Below JE, Campion D, Cantwell L, Charbonnier C, Chung J, Crane PK, Cruchaga C, Cupples LA, Dartigues JF, Debette S, Deleuze JF, Fulton L, Gabriel SB, Genin E, Gibbs RA, Goate A, Grenier-Boley B, Gupta N, Haines JL, Havulinna AS, Helisalmi S, Hiltunen M, Howrigan DP, Ikram MA, Kaprio J, Konrad J, Kuzma A, Lander ES, Lathrop M, Lehtimäki T, Lin H, Mattila K, Mayeux R, Muzny DM, Nasser W, Neale B, Nho K, Nicolas G, Patel D, Pericak-Vance MA, Perola M, Psaty BM, Quenez O, Rajabli F, Redon R, Reitz C, Remes AM, Salomaa V, Sarnowski C, Schmidt H, Schmidt M, Schmidt R, Soininen H, Thornton TA, Tosto G, Tzourio C, van der Lee SJ, van Duijn CM, Valladares O, Vardarajan B, Wang LS, Wang W, Wijsman E, Wilson RK, Witten D, Worley KC, Zhang X, Bellenguez C, Lambert JC, Kurki MI, Palotie A, Daly M, Boerwinkle E, Lunetta KL, Destefano AL, Dupuis J, Martin ER, Schellenberg GD, Seshadri S, Naj AC, Fornage M, Farrer LA. Correction: Whole exome sequencing study identifies novel rare and common Alzheimer's-Associated variants involved in immune response and transcriptional regulation. Mol Psychiatry 2020; 25:1901-1903. [PMID: 31636380 PMCID: PMC7387240 DOI: 10.1038/s41380-019-0529-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/03/2022]
Abstract
A correction to this paper has been published and can be accessed via a link at the top of the paper.
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Affiliation(s)
- Joshua C. Bis
- 0000000122986657grid.34477.33Department of Medicine (General Internal Medicine), University of Washington, Seattle, WA USA
| | - Xueqiu Jian
- 0000 0000 9206 2401grid.267308.8Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX USA
| | - Brian W. Kunkle
- 0000 0004 1936 8606grid.26790.3aJohn P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL USA
| | - Yuning Chen
- 0000 0004 1936 7558grid.189504.1Departments of Biostatistics, Boston University School of Public Health, Boston, MA USA
| | - Kara L. Hamilton-Nelson
- 0000 0004 1936 8606grid.26790.3aJohn P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL USA
| | - William S. Bush
- 0000 0001 2164 3847grid.67105.35Case Western Reserve University, Cleveland Heights, OH USA
| | - William J. Salerno
- 0000 0001 2160 926Xgrid.39382.33Human Genome Sequencing Center and Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX USA
| | - Daniel Lancour
- 0000 0004 0367 5222grid.475010.7Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA USA
| | - Yiyi Ma
- 0000 0004 0367 5222grid.475010.7Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA USA
| | - Alan E. Renton
- 0000 0001 0670 2351grid.59734.3cDepartment of Neuroscience and Ronald M Loeb Center for Alzheimer’s Disease, Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Edoardo Marcora
- 0000 0001 0670 2351grid.59734.3cDepartment of Neuroscience and Ronald M Loeb Center for Alzheimer’s Disease, Icahn School of Medicine at Mount Sinai, New York, NY USA ,0000 0001 0670 2351grid.59734.3cDepartment of Genetics and Genomics Sciences, Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - John J. Farrell
- 0000 0004 0367 5222grid.475010.7Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA USA
| | - Yi Zhao
- 0000 0004 1936 8972grid.25879.31University of Pennsylvania Perelman School of Medicine, Philadelphia, PA USA
| | - Liming Qu
- 0000 0004 1936 8972grid.25879.31University of Pennsylvania Perelman School of Medicine, Philadelphia, PA USA
| | - Shahzad Ahmad
- 000000040459992Xgrid.5645.2Erasmus University Medical Center, Rotterdam, Netherlands
| | - Najaf Amin
- grid.457380.dInserm, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
| | - Philippe Amouyel
- grid.457380.dInserm, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France ,0000 0001 2159 9858grid.8970.6Institut Pasteur de Lille, Lille, France ,0000 0001 2242 6780grid.503422.2University Lille, U1167-Excellence Laboratory LabEx DISTALZ, Lille, France
| | - Gary W. Beecham
- 0000 0004 1936 8606grid.26790.3aJohn P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL USA
| | - Jennifer E. Below
- 0000 0004 1936 9916grid.412807.8Department of Medical Genetics, Vanderbilt University Medical Center, Nashville, TN USA
| | - Dominique Campion
- 0000 0004 1785 9671grid.460771.3Department of Genetics and CNR-MAJ, Normandie Université, UNIROUEN, Inserm U1245 and Rouen University Hospital, F 76000, Normandy Centre for Genomic and Personalized Medicine, Rouen, France ,0000 0004 1765 2814grid.477068.aDepartment of Research, Centre Hospitalier du Rouvray, Sotteville-lès-, Rouen, France
| | - Laura Cantwell
- 0000 0004 1936 8972grid.25879.31University of Pennsylvania Perelman School of Medicine, Philadelphia, PA USA
| | - Camille Charbonnier
- 0000 0004 1785 9671grid.460771.3Department of Genetics and CNR-MAJ, Normandie Université, UNIROUEN, Inserm U1245 and Rouen University Hospital, F 76000, Normandy Centre for Genomic and Personalized Medicine, Rouen, France
| | - Jaeyoon Chung
- 0000 0004 0367 5222grid.475010.7Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA USA
| | - Paul K. Crane
- 0000000122986657grid.34477.33Department of Medicine (General Internal Medicine), University of Washington, Seattle, WA USA
| | - Carlos Cruchaga
- 0000 0001 2355 7002grid.4367.6Department of Psychiatry, Washington University, St. Louis, MO USA
| | - L. Adrienne Cupples
- 0000 0004 1936 7558grid.189504.1Departments of Biostatistics, Boston University School of Public Health, Boston, MA USA ,0000 0001 2293 4638grid.279885.9National Heart, Lung, and Blood Institute’s Framingham Heart Study, Framingham, MA USA
| | - Jean-François Dartigues
- 0000 0001 2106 639Xgrid.412041.2University of Bordeaux, Inserm, Bordeaux Population Health Research Center, team VINTAGE, UMR 1219, F-33000 Bordeaux, France
| | - Stéphanie Debette
- 0000 0001 2106 639Xgrid.412041.2University of Bordeaux, Inserm, Bordeaux Population Health Research Center, team VINTAGE, UMR 1219, F-33000 Bordeaux, France ,0000 0004 0593 7118grid.42399.35Department of Neurology and Institute for Neurodegenerative Diseases, Bordeaux University Hospital, Memory Clinic, F-33000 Bordeaux, France
| | - Jean-François Deleuze
- Centre National de Recherche en Génomique Humaine, Institut François Jacob, Direction de le Recherche Fondamentale, CEA, Evry, France
| | - Lucinda Fulton
- 0000 0001 2355 7002grid.4367.6McDonnell Genome Institute, Washington University, St. Louis, MO USA
| | | | | | - Richard A. Gibbs
- 0000 0001 2160 926Xgrid.39382.33Human Genome Sequencing Center and Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX USA
| | - Alison Goate
- 0000 0001 0670 2351grid.59734.3cDepartment of Neuroscience and Ronald M Loeb Center for Alzheimer’s Disease, Icahn School of Medicine at Mount Sinai, New York, NY USA ,0000 0001 0670 2351grid.59734.3cDepartment of Genetics and Genomics Sciences, Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Benjamin Grenier-Boley
- grid.457380.dInserm, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
| | - Namrata Gupta
- grid.66859.34Broad Institute of MIT and Harvard, Cambridge, MA USA
| | - Jonathan L. Haines
- 0000 0001 2164 3847grid.67105.35Case Western Reserve University, Cleveland Heights, OH USA
| | - Aki S. Havulinna
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland ,0000 0001 1013 0499grid.14758.3fNational Institute for Health and Welfare, Helsinki, Finland
| | - Seppo Helisalmi
- 0000 0001 0726 2490grid.9668.1Institute of Clinical Medicine - Neurology and Department of Neurology, University of Eastern Finland, Kuopio, Finland
| | - Mikko Hiltunen
- 0000 0001 0726 2490grid.9668.1Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
| | - Daniel P. Howrigan
- grid.66859.34Program in Medical and Population Genetics and Genetic Analysis Platform, Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA USA ,0000 0004 0386 9924grid.32224.35Psychiatric & Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA USA
| | - M. Arfan Ikram
- 000000040459992Xgrid.5645.2Erasmus University Medical Center, Rotterdam, Netherlands
| | - Jaakko Kaprio
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Jan Konrad
- 0000 0001 2355 7002grid.4367.6Department of Psychiatry, Washington University, St. Louis, MO USA
| | - Amanda Kuzma
- 0000 0004 1936 8972grid.25879.31University of Pennsylvania Perelman School of Medicine, Philadelphia, PA USA
| | - Eric S. Lander
- grid.66859.34Broad Institute of MIT and Harvard, Cambridge, MA USA
| | - Mark Lathrop
- grid.411640.6McGill University and Génome Québec Innovation Centre, Montréal, Canada
| | - Terho Lehtimäki
- 0000 0001 2314 6254grid.502801.eDepartment of Clinical Chemistry, Fimlab Laboratories and Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, Finland
| | - Honghuang Lin
- 0000 0004 0367 5222grid.475010.7Department of Medicine (Computational Biomedicine), Boston University School of Medicine, Boston, MA USA
| | - Kari Mattila
- 0000 0001 2314 6254grid.502801.eDepartment of Clinical Chemistry, Fimlab Laboratories and Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, Finland
| | - Richard Mayeux
- 0000000419368729grid.21729.3fColumbia University, New York, NY USA
| | - Donna M. Muzny
- 0000 0001 2160 926Xgrid.39382.33Human Genome Sequencing Center and Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX USA
| | - Waleed Nasser
- 0000 0001 2160 926Xgrid.39382.33Human Genome Sequencing Center and Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX USA
| | - Benjamin Neale
- grid.66859.34Program in Medical and Population Genetics and Genetic Analysis Platform, Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA USA ,0000 0004 0386 9924grid.32224.35Psychiatric & Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA USA
| | - Kwangsik Nho
- 0000 0001 2287 3919grid.257413.6Indiana University School of Medicine, Indianapolis, IN USA
| | - Gaël Nicolas
- 0000 0004 1785 9671grid.460771.3Department of Genetics and CNR-MAJ, Normandie Université, UNIROUEN, Inserm U1245 and Rouen University Hospital, F 76000, Normandy Centre for Genomic and Personalized Medicine, Rouen, France
| | - Devanshi Patel
- 0000 0004 0367 5222grid.475010.7Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA USA
| | - Margaret A. Pericak-Vance
- 0000 0004 1936 8606grid.26790.3aJohn P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL USA
| | - Markus Perola
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland ,0000 0001 1013 0499grid.14758.3fNational Institute for Health and Welfare, Helsinki, Finland ,0000 0001 0943 7661grid.10939.32University of Tartu, Estonian Genome Center, Tartu, Estonia
| | - Bruce M. Psaty
- 0000000122986657grid.34477.33Department of Medicine (General Internal Medicine), University of Washington, Seattle, WA USA ,0000000122986657grid.34477.33Department of Epidemiology, University of Washington, Seattle, WA USA ,0000000122986657grid.34477.33Department of Health Services, University of Washington, Seattle, WA USA ,0000 0004 0615 7519grid.488833.cKaiser Permanente Washington Health Research Institute, Seattle, WA USA
| | - Olivier Quenez
- 0000 0004 1785 9671grid.460771.3Department of Genetics and CNR-MAJ, Normandie Université, UNIROUEN, Inserm U1245 and Rouen University Hospital, F 76000, Normandy Centre for Genomic and Personalized Medicine, Rouen, France
| | - Farid Rajabli
- 0000 0004 1936 8606grid.26790.3aJohn P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL USA
| | - Richard Redon
- 0000 0004 0472 0371grid.277151.7Inserm, CNRS, Univ. Nantes, CHU Nantes, l’institut du thorax, Nantes, France
| | - Christiane Reitz
- 0000000419368729grid.21729.3fColumbia University, New York, NY USA
| | - Anne M. Remes
- 0000 0001 0726 2490grid.9668.1Institute of Clinical Medicine - Neurology and Department of Neurology, University of Eastern Finland, Kuopio, Finland ,0000 0004 4685 4917grid.412326.0Unit of Clinical Neuroscience, Neurology, University of Oulu and Medical Research Center, Oulu University Hospital, Oulu, Finland
| | - Veikko Salomaa
- 0000 0001 1013 0499grid.14758.3fNational Institute for Health and Welfare, Helsinki, Finland
| | - Chloe Sarnowski
- 0000 0004 1936 7558grid.189504.1Departments of Biostatistics, Boston University School of Public Health, Boston, MA USA
| | - Helena Schmidt
- 0000 0000 8988 2476grid.11598.34Department of Neurology, Clinical Division of Neurogeriatrics, Medical University of Graz, Graz, Austria
| | - Michael Schmidt
- 0000 0004 1936 8606grid.26790.3aJohn P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL USA
| | - Reinhold Schmidt
- 0000 0000 8988 2476grid.11598.34Department of Neurology, Clinical Division of Neurogeriatrics, Medical University of Graz, Graz, Austria
| | - Hilkka Soininen
- 0000 0001 0726 2490grid.9668.1Institute of Clinical Medicine - Neurology and Department of Neurology, University of Eastern Finland, Kuopio, Finland ,0000 0004 0628 207Xgrid.410705.7Department of Neurology, Kuopio University Hospital, Kuopio, Finland
| | - Timothy A. Thornton
- 0000000122986657grid.34477.33Department of Statistics, University of Washington, Seattle, WA USA
| | - Giuseppe Tosto
- 0000000419368729grid.21729.3fColumbia University, New York, NY USA
| | - Christophe Tzourio
- 0000 0001 2106 639Xgrid.412041.2University of Bordeaux, Inserm, Bordeaux Population Health Research Center, team VINTAGE, UMR 1219, F-33000 Bordeaux, France
| | - Sven J. van der Lee
- 000000040459992Xgrid.5645.2Erasmus University Medical Center, Rotterdam, Netherlands
| | - Cornelia M. van Duijn
- 000000040459992Xgrid.5645.2Erasmus University Medical Center, Rotterdam, Netherlands
| | - Otto Valladares
- 0000 0004 1936 8972grid.25879.31University of Pennsylvania Perelman School of Medicine, Philadelphia, PA USA
| | - Badri Vardarajan
- 0000000419368729grid.21729.3fColumbia University, New York, NY USA
| | - Li-San Wang
- 0000 0004 1936 8972grid.25879.31University of Pennsylvania Perelman School of Medicine, Philadelphia, PA USA
| | - Weixin Wang
- 0000 0004 1936 8972grid.25879.31University of Pennsylvania Perelman School of Medicine, Philadelphia, PA USA
| | - Ellen Wijsman
- 0000000122986657grid.34477.33Department of Medicine (Medical Genetics), University of Washington, Seattle, WA USA ,0000000122986657grid.34477.33Department of Biostatistics, University of Washington, Seattle, WA USA
| | - Richard K. Wilson
- 0000 0001 2355 7002grid.4367.6McDonnell Genome Institute, Washington University, St. Louis, MO USA
| | - Daniela Witten
- 0000000122986657grid.34477.33Department of Statistics, University of Washington, Seattle, WA USA ,0000000122986657grid.34477.33Department of Biostatistics, University of Washington, Seattle, WA USA
| | - Kim C. Worley
- 0000 0001 2160 926Xgrid.39382.33Human Genome Sequencing Center and Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX USA
| | - Xiaoling Zhang
- 0000 0004 1936 7558grid.189504.1Departments of Biostatistics, Boston University School of Public Health, Boston, MA USA ,0000 0004 0367 5222grid.475010.7Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA USA
| | | | - Celine Bellenguez
- grid.457380.dInserm, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
| | - Jean-Charles Lambert
- grid.457380.dInserm, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
| | - Mitja I. Kurki
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland ,grid.66859.34Program in Medical and Population Genetics and Genetic Analysis Platform, Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA USA ,0000 0004 0386 9924grid.32224.35Psychiatric & Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA USA
| | - Aarno Palotie
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland ,grid.66859.34Program in Medical and Population Genetics and Genetic Analysis Platform, Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA USA ,0000 0004 0386 9924grid.32224.35Psychiatric & Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA USA
| | - Mark Daly
- grid.66859.34Broad Institute of MIT and Harvard, Cambridge, MA USA ,0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland ,0000 0004 0386 9924grid.32224.35Psychiatric & Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA USA
| | - Eric Boerwinkle
- 0000 0001 2160 926Xgrid.39382.33Human Genome Sequencing Center and Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX USA ,0000 0000 9206 2401grid.267308.8School of Public Health, University of Texas Health Science Center at Houston, Houston, TX USA
| | - Kathryn L. Lunetta
- 0000 0004 1936 7558grid.189504.1Departments of Biostatistics, Boston University School of Public Health, Boston, MA USA
| | - Anita L. Destefano
- 0000 0004 1936 7558grid.189504.1Departments of Biostatistics, Boston University School of Public Health, Boston, MA USA ,0000 0004 0367 5222grid.475010.7Departments of Neurology, Boston University School of Medicine, Boston, MA USA
| | - Josée Dupuis
- 0000 0004 1936 7558grid.189504.1Departments of Biostatistics, Boston University School of Public Health, Boston, MA USA
| | - Eden R. Martin
- 0000 0004 1936 8606grid.26790.3aJohn P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL USA
| | - Gerard D. Schellenberg
- 0000 0004 1936 8972grid.25879.31University of Pennsylvania Perelman School of Medicine, Philadelphia, PA USA
| | - Sudha Seshadri
- 0000 0001 2293 4638grid.279885.9National Heart, Lung, and Blood Institute’s Framingham Heart Study, Framingham, MA USA ,0000 0004 0367 5222grid.475010.7Departments of Neurology, Boston University School of Medicine, Boston, MA USA ,0000 0001 0629 5880grid.267309.9Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX USA
| | - Adam C. Naj
- 0000 0004 1936 8972grid.25879.31University of Pennsylvania Perelman School of Medicine, Philadelphia, PA USA
| | - Myriam Fornage
- 0000 0000 9206 2401grid.267308.8Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX USA ,0000 0000 9206 2401grid.267308.8School of Public Health, University of Texas Health Science Center at Houston, Houston, TX USA
| | - Lindsay A. Farrer
- 0000 0004 1936 7558grid.189504.1Departments of Biostatistics, Boston University School of Public Health, Boston, MA USA ,0000 0004 0367 5222grid.475010.7Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA USA ,0000 0004 0367 5222grid.475010.7Departments of Neurology, Boston University School of Medicine, Boston, MA USA ,0000 0004 1936 7558grid.189504.1Department of Epidemiology, Boston University School of Public Health, Boston, MA USA ,0000 0004 0367 5222grid.475010.7Department of Ophthalmology, Boston University School of Medicine, Boston, MA USA
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Marcora E, Kapoor M, Novikova G, Renton AE, Hao K, Goate A. P4-492: GENOME-WIDE INTEGRATION OF ALZHEIMER'S DISEASE GENETICS AND MYELOID CELL GENOMICS IDENTIFIES NOVEL RISK GENES EXPRESSED IN MICROGLIA. Alzheimers Dement 2019. [DOI: 10.1016/j.jalz.2019.08.038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Edoardo Marcora
- Icahn School of Medicine at Mount Sinai; New York NY USA
- Ronald M. Loeb Center for Alzheimer's Disease; New York NY USA
| | - Manav Kapoor
- Icahn School of Medicine at Mount Sinai; New York NY USA
- Ronald M. Loeb Center for Alzheimer's Disease; New York NY USA
| | - Gloriia Novikova
- Icahn School of Medicine at Mount Sinai; New York NY USA
- Ronald M. Loeb Center for Alzheimer's Disease; New York NY USA
| | - Alan E. Renton
- Icahn School of Medicine at Mount Sinai; New York NY USA
- Ronald M. Loeb Center for Alzheimer's Disease; New York NY USA
| | - Ke Hao
- Icahn School of Medicine at Mount Sinai; New York NY USA
| | - Alison Goate
- Icahn School of Medicine at Mount Sinai; New York NY USA
- Ronald M. Loeb Center for Alzheimer's Disease; New York NY USA
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28
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Butkiewicz M, Blue EE, Leung YY, Jian X, Marcora E, Renton AE, Kuzma A, Wang LS, Koboldt DC, Haines JL, Bush WS. Functional annotation of genomic variants in studies of late-onset Alzheimer's disease. Bioinformatics 2018; 34:2724-2731. [PMID: 29590295 PMCID: PMC6084586 DOI: 10.1093/bioinformatics/bty177] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2017] [Revised: 03/17/2018] [Accepted: 03/23/2018] [Indexed: 01/01/2023] Open
Abstract
Motivation Annotation of genomic variants is an increasingly important and complex part of the analysis of sequence-based genomic analyses. Computational predictions of variant function are routinely incorporated into gene-based analyses of rare-variants, though to date most studies use limited information for assessing variant function that is often agnostic of the disease being studied. Results In this work, we outline an annotation process motivated by the Alzheimer's Disease Sequencing Project, illustrate the impact of including tissue-specific transcript sets and sources of gene regulatory information and assess the potential impact of changing genomic builds on the annotation process. While these factors only impact a small proportion of total variant annotations (∼5%), they influence the potential analysis of a large fraction of genes (∼25%). Availability and implementation Individual variant annotations are available via the NIAGADS GenomicsDB, at https://www.niagads.org/genomics/ tools-and-software/databases/genomics-database. Annotations are also available for bulk download at https://www.niagads.org/datasets. Annotation processing software is available at http://www.icompbio.net/resources/software-and-downloads/. Supplementary information Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Mariusz Butkiewicz
- Department of Population and Quantitative Health Sciences, Institute for Computational Biology, Case Western Reserve University, Cleveland, OH, USA
| | - Elizabeth E Blue
- Division of Medical Genetics, University of Washington, Seattle, WA, USA
| | - Yuk Yee Leung
- Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Xueqiu Jian
- Division of Epidemiology, Human Genetics and Environmental Sciences, University of Texas Health Science Center, Houston, TX, USA
| | - Edoardo Marcora
- Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Alan E Renton
- Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Amanda Kuzma
- Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Li-San Wang
- Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | | | - Jonathan L Haines
- Department of Population and Quantitative Health Sciences, Institute for Computational Biology, Case Western Reserve University, Cleveland, OH, USA
| | - William S Bush
- Department of Population and Quantitative Health Sciences, Institute for Computational Biology, Case Western Reserve University, Cleveland, OH, USA
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29
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Sudom A, Talreja S, Danao J, Bragg E, Kegel R, Min X, Richardson J, Zhang Z, Sharkov N, Marcora E, Thibault S, Bradley J, Wood S, Lim AC, Chen H, Wang S, Foltz IN, Sambashivan S, Wang Z. Molecular basis for the loss-of-function effects of the Alzheimer's disease-associated R47H variant of the immune receptor TREM2. J Biol Chem 2018; 293:12634-12646. [PMID: 29794134 DOI: 10.1074/jbc.ra118.002352] [Citation(s) in RCA: 75] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2018] [Revised: 05/08/2018] [Indexed: 12/22/2022] Open
Abstract
Triggering receptor expressed on myeloid cells 2 (TREM2) is an immune receptor expressed on the surface of microglia, macrophages, dendritic cells, and osteoclasts. The R47H TREM2 variant is a significant risk factor for late-onset Alzheimer's disease (AD), and the molecular basis of R47H TREM2 loss of function is an emerging area of TREM2 biology. Here, we report three high-resolution structures of the extracellular ligand-binding domains (ECDs) of R47H TREM2, apo-WT, and phosphatidylserine (PS)-bound WT TREM2 at 1.8, 2.2, and 2.2 Å, respectively. The structures reveal that Arg47 plays a critical role in maintaining the structural features of the complementarity-determining region 2 (CDR2) loop and the putative positive ligand-interacting surface (PLIS), stabilizing conformations capable of ligand interaction. This is exemplified in the PS-bound structure, in which the CDR2 loop and PLIS drive critical interactions with PS via surfaces that are disrupted in the variant. Together with in vitro and in vivo characterization, our structural findings elucidate the molecular mechanism underlying loss of ligand binding, putative oligomerization, and functional activity of R47H TREM2. They also help unravel how decreased in vitro and in vivo stability of TREM2 contribute to loss of function in disease.
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Affiliation(s)
- Athena Sudom
- From Amgen Discovery Research, Amgen Inc., San Francisco, California 94080,
| | - Santosh Talreja
- From Amgen Discovery Research, Amgen Inc., San Francisco, California 94080
| | - Jean Danao
- From Amgen Discovery Research, Amgen Inc., San Francisco, California 94080
| | - Eric Bragg
- From Amgen Discovery Research, Amgen Inc., San Francisco, California 94080
| | - Rob Kegel
- From Amgen Discovery Research, Amgen Inc., San Francisco, California 94080
| | - Xiaoshan Min
- From Amgen Discovery Research, Amgen Inc., San Francisco, California 94080
| | - Jason Richardson
- Amgen Discovery Research, Amgen Inc., Thousand Oaks, California 91320, and
| | - Zhongqi Zhang
- Amgen Discovery Research, Amgen Inc., Thousand Oaks, California 91320, and
| | - Nikolai Sharkov
- From Amgen Discovery Research, Amgen Inc., San Francisco, California 94080
| | - Edoardo Marcora
- From Amgen Discovery Research, Amgen Inc., San Francisco, California 94080
| | - Steve Thibault
- From Amgen Discovery Research, Amgen Inc., San Francisco, California 94080
| | - Jodi Bradley
- Amgen Discovery Research, Amgen Inc., Thousand Oaks, California 91320, and
| | - Steve Wood
- Amgen Discovery Research, Amgen Inc., Thousand Oaks, California 91320, and
| | - Ai-Ching Lim
- From Amgen Discovery Research, Amgen Inc., San Francisco, California 94080
| | - Hang Chen
- From Amgen Discovery Research, Amgen Inc., San Francisco, California 94080
| | - Songli Wang
- From Amgen Discovery Research, Amgen Inc., San Francisco, California 94080
| | - Ian N Foltz
- Amgen Discovery Research, Amgen Inc., Burnaby, British Columbia V5A 1V7, Canada
| | - Shilpa Sambashivan
- From Amgen Discovery Research, Amgen Inc., San Francisco, California 94080,
| | - Zhulun Wang
- From Amgen Discovery Research, Amgen Inc., San Francisco, California 94080,
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30
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Abstract
Microglial cell function is implicated in the etiology of Alzheimer's disease by human genetics. In this issue of Immunity, Krasemann et al. (2017) describe a gene expression signature associated with an APOE- and TREM2-dependent response of microglia to brain tissue damage that accumulates in aging and disease, defining an axis that might be amenable to therapeutic targeting.
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Affiliation(s)
- Anna A Pimenova
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Ronald M. Loeb Center for Alzheimer's disease, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Edoardo Marcora
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Ronald M. Loeb Center for Alzheimer's disease, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Alison M Goate
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Ronald M. Loeb Center for Alzheimer's disease, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
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31
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Huang KL, Marcora E, Pimenova AA, Di Narzo AF, Kapoor M, Jin SC, Harari O, Bertelsen S, Fairfax BP, Czajkowski J, Chouraki V, Grenier-Boley B, Bellenguez C, Deming Y, McKenzie A, Raj T, Renton AE, Budde J, Smith A, Fitzpatrick A, Bis JC, DeStefano A, Adams HHH, Ikram MA, van der Lee S, Del-Aguila JL, Fernandez MV, Ibañez L, Sims R, Escott-Price V, Mayeux R, Haines JL, Farrer LA, Pericak-Vance MA, Lambert JC, van Duijn C, Launer L, Seshadri S, Williams J, Amouyel P, Schellenberg GD, Zhang B, Borecki I, Kauwe JSK, Cruchaga C, Hao K, Goate AM. A common haplotype lowers PU.1 expression in myeloid cells and delays onset of Alzheimer's disease. Nat Neurosci 2017; 20:1052-1061. [PMID: 28628103 PMCID: PMC5759334 DOI: 10.1038/nn.4587] [Citation(s) in RCA: 257] [Impact Index Per Article: 36.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2016] [Accepted: 05/20/2017] [Indexed: 12/12/2022]
Abstract
A genome-wide survival analysis of 14,406 Alzheimer's disease (AD) cases and 25,849 controls identified eight previously reported AD risk loci and 14 novel loci associated with age at onset. Linkage disequilibrium score regression of 220 cell types implicated the regulation of myeloid gene expression in AD risk. The minor allele of rs1057233 (G), within the previously reported CELF1 AD risk locus, showed association with delayed AD onset and lower expression of SPI1 in monocytes and macrophages. SPI1 encodes PU.1, a transcription factor critical for myeloid cell development and function. AD heritability was enriched within the PU.1 cistrome, implicating a myeloid PU.1 target gene network in AD. Finally, experimentally altered PU.1 levels affected the expression of mouse orthologs of many AD risk genes and the phagocytic activity of mouse microglial cells. Our results suggest that lower SPI1 expression reduces AD risk by regulating myeloid gene expression and cell function.
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Affiliation(s)
- Kuan-lin Huang
- Department of Medicine, Washington University in St. Louis, Saint
Louis, MO, USA
- Department of McDonnell Genome Institute, Washington University in
St. Louis, Saint Louis, MO, USA
| | - Edoardo Marcora
- Department of Genetics and Genomic Sciences, Icahn School of
Medicine at Mount Sinai, New York, NY, USA
- Department of Ronald M. Loeb Center for Alzheimer’s disease,
Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY,
USA
| | - Anna A Pimenova
- Department of Ronald M. Loeb Center for Alzheimer’s disease,
Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY,
USA
| | - Antonio F Di Narzo
- Department of Genetics and Genomic Sciences, Icahn School of
Medicine at Mount Sinai, New York, NY, USA
| | - Manav Kapoor
- Department of Genetics and Genomic Sciences, Icahn School of
Medicine at Mount Sinai, New York, NY, USA
- Department of Ronald M. Loeb Center for Alzheimer’s disease,
Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY,
USA
| | - Sheng Chih Jin
- Department of Genetics, Yale University School of Medicine, New
Haven, CT, USA
| | - Oscar Harari
- Department of Psychiatry, Washington University in St. Louis, Saint
Louis, MO, USA
| | - Sarah Bertelsen
- Department of Ronald M. Loeb Center for Alzheimer’s disease,
Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY,
USA
| | - Benjamin P Fairfax
- Wellcome Trust Centre for Human Genetics, Nuffield Department of
Medicine, University of Oxford, Oxford, United Kingdom
| | - Jake Czajkowski
- Department of Genetics, Washington University in St. Louis, Saint
Louis, MO, USA
| | - Vincent Chouraki
- Department of Neurology, Boston University School of Medicine,
Boston, MA, USA
| | - Benjamin Grenier-Boley
- Inserm, U1167, RID-AGE –Risk factors and molecular
determinants of aging-related diseases, F-59000 Lille, France
- Univ. Lille - Excellence laboratory Labex DISTALZ, F-59000 Lille,
France
- Institut Pasteur de Lille, F-59000 Lille, France
| | - Céline Bellenguez
- Inserm, U1167, RID-AGE –Risk factors and molecular
determinants of aging-related diseases, F-59000 Lille, France
- Univ. Lille - Excellence laboratory Labex DISTALZ, F-59000 Lille,
France
- Institut Pasteur de Lille, F-59000 Lille, France
| | - Yuetiva Deming
- Department of Psychiatry, Washington University in St. Louis, Saint
Louis, MO, USA
| | - Andrew McKenzie
- Department of Genetics and Genomic Sciences, Icahn School of
Medicine at Mount Sinai, New York, NY, USA
| | - Towfique Raj
- Department of Genetics and Genomic Sciences, Icahn School of
Medicine at Mount Sinai, New York, NY, USA
- Department of Ronald M. Loeb Center for Alzheimer’s disease,
Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY,
USA
| | - Alan E Renton
- Department of Ronald M. Loeb Center for Alzheimer’s disease,
Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY,
USA
| | - John Budde
- Department of Psychiatry, Washington University in St. Louis, Saint
Louis, MO, USA
| | | | - Annette Fitzpatrick
- Department of Epidemiology, University of Washington, Seattle,
Washington, USA
| | - Joshua C Bis
- Department of Medicine, University of Washington, Seattle,
Washington, USA
| | - Anita DeStefano
- Department of Biostatistics, Boston University School of Public
Health, Boston, MA, USA
| | - Hieab HH Adams
- Department of Epidemiology, Erasmus University Medical Center,
Rotterdam, The Netherlands
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus University Medical Center,
Rotterdam, The Netherlands
| | - Sven van der Lee
- Department of Epidemiology, Erasmus University Medical Center,
Rotterdam, The Netherlands
| | - Jorge L. Del-Aguila
- Department of Psychiatry, Washington University in St. Louis, Saint
Louis, MO, USA
| | | | - Laura Ibañez
- Department of Psychiatry, Washington University in St. Louis, Saint
Louis, MO, USA
| | | | | | - Rebecca Sims
- Psychological Medicine and Clinical Neurosciences, Medical Research
Council (MRC) Centre for Neuropsychiatric Genetics and Genomics, Cardiff University,
Cardiff, UK
| | - Valentina Escott-Price
- Psychological Medicine and Clinical Neurosciences, Medical Research
Council (MRC) Centre for Neuropsychiatric Genetics and Genomics, Cardiff University,
Cardiff, UK
| | - Richard Mayeux
- Taub Institute on Alzheimer’s Disease and the Aging Brain,
Columbia University, New York, NY, USA
- Gertrude H. Sergievsky Center, Columbia University, New York, NY,
USA
- Department of Neurology, Columbia University, New York, NY,
USA
| | - Jonathan L Haines
- Department of Epidemiology and Biostatistics, Case Western Reserve
University, Cleveland, OH, USA; Department of Ophthalmology, Boston University
School of Medicine, Boston, MA, USA
| | - Lindsay A Farrer
- Institut Pasteur de Lille, F-59000 Lille, France
- Department of Biostatistics, Boston University School of Public
Health, Boston, MA, USA
- Department of Medicine (Biomedical Genetics), Boston University
School of Medicine, Boston, MA, USA
- Department of Epidemiology, Boston University School of Public
Health, Boston, MA, USA
- The John P. Hussman Institute for Human Genomics, University of
Miami, Miami, FL, USA
| | - Margaret A. Pericak-Vance
- The John P. Hussman Institute for Human Genomics, University of
Miami, Miami, FL, USA
- Macdonald Foundation Department of Human Genetics, University of
Miami, Miami, FL, USA
| | - Jean Charles Lambert
- Inserm, U1167, RID-AGE –Risk factors and molecular
determinants of aging-related diseases, F-59000 Lille, France
- Univ. Lille - Excellence laboratory Labex DISTALZ, F-59000 Lille,
France
- Institut Pasteur de Lille, F-59000 Lille, France
| | - Cornelia van Duijn
- Department of Epidemiology, Erasmus University Medical Center,
Rotterdam, The Netherlands
| | - Lenore Launer
- Laboratory of Epidemiology and Population Sciences, National
Institute on Aging, Bethesda, Maryland, USA
| | - Sudha Seshadri
- Department of Neurology, Boston University School of Medicine,
Boston, MA, USA
| | - Julie Williams
- Psychological Medicine and Clinical Neurosciences, Medical Research
Council (MRC) Centre for Neuropsychiatric Genetics and Genomics, Cardiff University,
Cardiff, UK
| | - Philippe Amouyel
- Inserm, U1167, RID-AGE –Risk factors and molecular
determinants of aging-related diseases, F-59000 Lille, France
- Univ. Lille - Excellence laboratory Labex DISTALZ, F-59000 Lille,
France
- Institut Pasteur de Lille, F-59000 Lille, France
- Centre Hospitalier Universitaire de Lille, U1167, F-59000 Lille,
France
| | - Gerard D Schellenberg
- Department of Pathology and Laboratory Medicine, University of
Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Bin Zhang
- Department of Genetics and Genomic Sciences, Icahn School of
Medicine at Mount Sinai, New York, NY, USA
| | | | - John S K Kauwe
- Department of Biology, Brigham Young University, Provo, Utah,
USA
| | - Carlos Cruchaga
- Department of Psychiatry, Washington University in St. Louis, Saint
Louis, MO, USA
| | - Ke Hao
- Department of Genetics and Genomic Sciences, Icahn School of
Medicine at Mount Sinai, New York, NY, USA
| | - Alison M Goate
- Department of Genetics and Genomic Sciences, Icahn School of
Medicine at Mount Sinai, New York, NY, USA
- Department of Ronald M. Loeb Center for Alzheimer’s disease,
Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY,
USA
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32
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Miller S, Hill Della Puppa G, Reidling J, Marcora E, Thompson LM, Treanor J. Comparison of phosphodiesterase 10A, dopamine receptors D1 and D2 and dopamine transporter ligand binding in the striatum of the R6/2 and BACHD mouse models of Huntington's disease. J Huntingtons Dis 2015; 3:333-41. [PMID: 25575954 DOI: 10.3233/jhd-140129] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
BACKGROUND Phosphodiesterase 10A (PDE10A) is expressed at high levels in the striatum and has been proposed both as a biomarker for Huntington's disease pathology and as a target for intervention. OBJECTIVE PDE10A radiotracers have been successfully used to measure changes in binding density in Huntington's disease patients, but little is known about PDE10A binding in mouse models that are used extensively to model pathology and test therapeutic interventions. METHODS Our study investigated changes in PDE10A binding using the selective tracer 3H-7980 at specific ages of two Huntington's disease transgenic mouse models: R6/2, a short-lived model carrying exon-1 of mutant HTT and BACHD, a longer-lived model carrying full-length mutant HTT. PDE10A binding was compared to binding of known markers of striatal atrophy in Huntington's disease, e.g. dopamine transporter (DAT) and dopamine receptors D1 and D2. RESULTS We found that in the R6/2 model at 6 weeks of age, mice showed high variability of binding, however binding of all ligands was significantly decreased at 8 and 12 weeks of age. In contrast, no changes were detectable in the BACHD model at 8, 10 or 12 month of age. CONCLUSIONS These findings suggest that radiotracer binding of PDE10A, DAT, D1 and D2 receptor in the R6/2 model may be a good indicator of striatal pathological changes that are observed in Huntington's disease patients, and that the first 12 months in the BACHD model may be more reflective of early stages of the disease.
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Affiliation(s)
- Silke Miller
- Department of Neuroscience, Amgen Inc., Thousand Oaks, CA, USA
| | | | - Jack Reidling
- UCI Memory Impairments and Neurological Disorders Institute, CA, USA
| | | | - Leslie M Thompson
- UCI Memory Impairments and Neurological Disorders Institute, CA, USA Departments of Neurobiology and Behavior, and Psychiatry and Human Behavior, University of California, Irvine, CA, USA
| | - James Treanor
- Department of Neuroscience, Amgen Inc., Thousand Oaks, CA, USA
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33
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Marcora E, Kennedy MB. The Huntington's disease mutation impairs Huntingtin's role in the transport of NF-κB from the synapse to the nucleus. Hum Mol Genet 2010; 19:4373-84. [PMID: 20739295 DOI: 10.1093/hmg/ddq358] [Citation(s) in RCA: 63] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Expansion of a polyglutamine (polyQ) tract in the Huntingtin (Htt) protein causes Huntington's disease (HD), a fatal inherited neurodegenerative disorder. Loss of the normal function of Htt is thought to be an important pathogenetic component of HD. However, the function of wild-type Htt is not well defined. Htt is thought to be a multifunctional protein that plays distinct roles in several biological processes, including synaptic transmission, intracellular transport and neuronal transcription. Here, we show with biochemical and live cell imaging studies that wild-type Htt stimulates the transport of nuclear factor κ light-chain-enhancer of activated B cells (NF-κB) out of dendritic spines (where NF-κB is activated by excitatory synaptic input) and supports a high level of active NF-κB in neuronal nuclei (where NF-κB stimulates the transcription of target genes). We show that this novel function of Htt is impaired by the polyQ expansion and thus may contribute to the etiology of HD.
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Affiliation(s)
- Edoardo Marcora
- Division of Biology, California Institute of Technology, 1200 E California Blvd., Pasadena, CA 91125, USA
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34
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Dufton C, Marcora E, Chae JH, McCullough J, Eby J, Hausburg M, Stein GH, Khoo S, Cobb MH, Lee JE. Context-dependent regulation of NeuroD activity and protein accumulation. Mol Cell Neurosci 2005; 28:727-36. [PMID: 15797719 DOI: 10.1016/j.mcn.2004.12.004] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2004] [Revised: 12/03/2004] [Accepted: 12/07/2004] [Indexed: 11/29/2022] Open
Abstract
NeuroD/BETA2 (referred to as NeuroD hereafter) is a basic helix-loop-helix (bHLH) transcription factor that is required for the development and survival of a subset of neurons and pancreatic endocrine cells in mice. Gain-of-function analyses demonstrated that NeuroD can (i) convert epidermal fate into neuronal fate when overexpressed in Xenopus embryos, and (ii) activate the insulin promoter in pancreatic beta cell lines in response to glucose stimulation. In glucose-stimulated INS-1 pancreatic beta cells, mutations of S259, S266, and S274 to alanines inhibited the ability of NeuroD to activate the insulin promoter. Phosphorylation of those serine residues by ERK1/2 was required for NeuroD activity in that assay. To determine whether the same residues are implicated in the neurogenic activity of NeuroD, we mutated the conserved S259, S266, and S274 of Xenopus NeuroD to alanines (S259A, S266A, and S274A), and performed an ectopic neurogenesis assay in Xenopus embryos. In contrast to what has been observed in the pancreatic beta cell line, the S266A and S274A mutant forms of Xenopus NeuroD displayed significantly increased abilities to form ectopic neurons, while S259A had little effect. In addition, S266A and S274A of Xenopus NeuroD resulted in increased accumulation of protein in the injected embryos while the corresponding mutations on mouse NeuroD did not have the same effect in an insulinoma cell line. Our results demonstrate that the consequence of NeuroD protein modification is context-dependent at both the molecular and functional levels.
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Affiliation(s)
- Christopher Dufton
- Department of Molecular, Cellular, and Developmental Biology, University of Colorado at Boulder, Campus Box 347, Boulder, CO 80309-0347, USA
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Itkin-Ansari P, Marcora E, Geron I, Tyrberg B, Demeterco C, Hao E, Padilla C, Ratineau C, Leiter A, Lee JE, Levine F. NeuroD1 in the endocrine pancreas: Localization and dual function as an activator and repressor. Dev Dyn 2005; 233:946-53. [PMID: 15906379 DOI: 10.1002/dvdy.20443] [Citation(s) in RCA: 46] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
Abstract
The basic helix-loop-helix transcription factor NeuroD1 regulates cell fate in the nervous system but previously has not been considered to function similarly in the endocrine pancreas due to its reported expression in all islet cell types in the newborn mouse. Because we found that NeuroD1 potently represses somatostatin expression in vitro, its pattern of expression was examined in both strains of mice in which lacZ has been introduced into the NeuroD1 locus by homologous recombination. Analysis of adult transgenic mice revealed that NeuroD1 is predominantly expressed in beta-cells and either absent or expressed below the limit of lacZ detection in mature alpha-, delta-, or PP cells. Consistent with a previous report, NeuroD1 colocalizes with glucagon as well as insulin in immature islets of the newborn mouse. However, no colocalization of NeuroD1with somatostatin was detected in the newborn. In vitro, ectopic expression of NeuroD1 in TRM-6/PDX-1, a human pancreatic delta-cell line, resulted in potent repression of somatostatin concomitant with induction of the beta-cell hormones insulin and islet amyloid polypeptide. Additionally, NeuroD1 induced expression of Nkx2.2, a transcription factor expressed in beta- but not delta-cells. Transfection studies using insulin and somatostatin promoters confirm the ability of NeuroD1 to act as both a transcriptional repressor and activator in the same cell, suggesting a more complex role for NeuroD1 in the establishment and/or maintenance of mature endocrine cells than has been recognized previously.
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Affiliation(s)
- P Itkin-Ansari
- Cancer Center, University of California, San Diego, School of Medicine, Stem Cell Program, The Burnham Institute, La Jolla, California 92093-0816, USA.
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Abstract
NeuroD (ND) is a basic helix-loop-helix transcription factor important for neuronal development and survival. By using a yeast two-hybrid screen, we identified two proteins that interact with ND, huntingtin-associated protein 1 (HAP1) and mixed-lineage kinase 2 (MLK2), both of which are known to interact with huntingtin (Htt). Htt is a ubiquitous protein important for neuronal transcription, development, and survival, and loss of its function has been implicated in the pathogenesis of Huntington's disease, a neurodegenerative disorder. However, the mechanism by which Htt exerts its neuron-specific function at the molecular level is unknown. Here we report that Htt interacts with ND via HAP1, and that MLK2 phosphorylates and stimulates the activity of ND. Furthermore, we show that Htt and HAP1 facilitate the activation of ND by MLK2. To our knowledge, ND is the first example of a neuron-specific transcription factor involved in neuronal development and survival whose activity is modulated by Htt. We propose that Htt, together with HAP1, may function as a scaffold for the activation of ND by MLK2.
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Affiliation(s)
- Edoardo Marcora
- Department of Molecular, Cellular, and Developmental Biology, University of Colorado, Campus Box 347, Boulder, CO 80309, USA
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Sharma A, Moore M, Marcora E, Lee JE, Qiu Y, Samaras S, Stein R. The NeuroD1/BETA2 sequences essential for insulin gene transcription colocalize with those necessary for neurogenesis and p300/CREB binding protein binding. Mol Cell Biol 1999; 19:704-13. [PMID: 9858593 PMCID: PMC83927 DOI: 10.1128/mcb.19.1.704] [Citation(s) in RCA: 68] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/1998] [Accepted: 09/17/1998] [Indexed: 11/20/2022] Open
Abstract
NeuroD1/BETA2 is a key regulator of pancreatic islet morphogenesis and insulin hormone gene transcription in islet beta cells. This factor also appears to be involved in neurogenic differentiation, because NeuroD1/BETA2 is able to induce premature differentiation of neuronal precursors and convert ectoderm into fully differentiated neurons upon ectopic expression in Xenopus embryos. We have identified amino acid sequences in mammalian and Xenopus NeuroD1/BETA2 that are necessary for insulin gene expression and ectopic neurogenesis. Our results indicate that evolutionarily conserved sequences spanning the basic helix-loop-helix (amino acids [aa] 100 to 155) and C-terminal (aa 156 to 355) regions are important for both of these processes. The transactivation domains (AD1, aa 189 to 299; AD2, aa 300 to 355) were within the carboxy-terminal region, as analyzed by using GAL4:NeuroD1/BETA2 chimeras. Selective activation of mammalian insulin gene enhancer-driven expression and ectopic neurogenesis in Xenopus embryos was regulated by two independent and separable domains of NeuroD1/BETA2, located between aa 156 to 251 and aa 252 to 355. GAL4:NeuroD1/BETA2 constructs spanning these sequences demonstrated that only aa 252 to 355 contained activation domain function, although both aa 156 to 251 and 300 to 355 were found to interact with the p300/CREB binding protein (CBP) coactivator. These results implicate p300/CBP in NeuroD1/BETA2 function and further suggest that comparable mechanisms are utilized to direct target gene transcription during differentiation and in adult islet beta cells.
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Affiliation(s)
- A Sharma
- Department of Molecular Physiology and Biophysics, Vanderbilt Medical Center, Nashville, Tennessee 37232, USA
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Mariotti A, Marcora E, Bunone G, Costa A, Veronesi U, Pierotti MA, Della Valle G. N-(4-hydroxyphenyl)retinamide: a potent inducer of apoptosis in human neuroblastoma cells. J Natl Cancer Inst 1994; 86:1245-7. [PMID: 8040893 DOI: 10.1093/jnci/86.16.1245] [Citation(s) in RCA: 47] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023] Open
Affiliation(s)
- A Mariotti
- Dipartimento di Genetica e Microbiologia, Università di Pavia, Italy
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