1
|
Langerscheidt F, Wied T, Al Kabbani MA, van Eimeren T, Wunderlich G, Zempel H. Genetic forms of tauopathies: inherited causes and implications of Alzheimer's disease-like TAU pathology in primary and secondary tauopathies. J Neurol 2024; 271:2992-3018. [PMID: 38554150 PMCID: PMC11136742 DOI: 10.1007/s00415-024-12314-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2024] [Revised: 03/06/2024] [Accepted: 03/07/2024] [Indexed: 04/01/2024]
Abstract
Tauopathies are a heterogeneous group of neurologic diseases characterized by pathological axodendritic distribution, ectopic expression, and/or phosphorylation and aggregation of the microtubule-associated protein TAU, encoded by the gene MAPT. Neuronal dysfunction, dementia, and neurodegeneration are common features of these often detrimental diseases. A neurodegenerative disease is considered a primary tauopathy when MAPT mutations/haplotypes are its primary cause and/or TAU is the main pathological feature. In case TAU pathology is observed but superimposed by another pathological hallmark, the condition is classified as a secondary tauopathy. In some tauopathies (e.g. MAPT-associated frontotemporal dementia (FTD), progressive supranuclear palsy (PSP), corticobasal degeneration (CBD), and Alzheimer's disease (AD)) TAU is recognized as a significant pathogenic driver of the disease. In many secondary tauopathies, including Parkinson's disease (PD) and Huntington's disease (HD), TAU is suggested to contribute to the development of dementia, but in others (e.g. Niemann-Pick disease (NPC)) TAU may only be a bystander. The genetic and pathological mechanisms underlying TAU pathology are often not fully understood. In this review, the genetic predispositions and variants associated with both primary and secondary tauopathies are examined in detail, assessing evidence for the role of TAU in these conditions. We highlight less common genetic forms of tauopathies to increase awareness for these disorders and the involvement of TAU in their pathology. This approach not only contributes to a deeper understanding of these conditions but may also lay the groundwork for potential TAU-based therapeutic interventions for various tauopathies.
Collapse
Affiliation(s)
- Felix Langerscheidt
- Institute of Human Genetics, Faculty of Medicine and University Hospital Cologne, University of Cologne, 50931, Cologne, Germany
- Center for Molecular Medicine Cologne (CMMC), University of Cologne, 50931, Cologne, Germany
| | - Tamara Wied
- Institute of Human Genetics, Faculty of Medicine and University Hospital Cologne, University of Cologne, 50931, Cologne, Germany
- Center for Molecular Medicine Cologne (CMMC), University of Cologne, 50931, Cologne, Germany
- Department of Natural Sciences, Bonn-Rhein-Sieg University of Applied Sciences, Von-Liebig-Str. 20, 53359, Rheinbach, Germany
| | - Mohamed Aghyad Al Kabbani
- Institute of Human Genetics, Faculty of Medicine and University Hospital Cologne, University of Cologne, 50931, Cologne, Germany
- Center for Molecular Medicine Cologne (CMMC), University of Cologne, 50931, Cologne, Germany
| | - Thilo van Eimeren
- Multimodal Neuroimaging Group, Department of Nuclear Medicine, Faculty of Medicine and University Hospital Cologne, University of Cologne, 50937, Cologne, Germany
- Department of Neurology, Faculty of Medicine and University Hospital Cologne, University of Cologne, 50937, Cologne, Germany
| | - Gilbert Wunderlich
- Department of Neurology, Faculty of Medicine and University Hospital Cologne, University of Cologne, 50937, Cologne, Germany
- Center for Rare Diseases, Faculty of Medicine and University Hospital Cologne, University of Cologne, 50931, Cologne, Germany
| | - Hans Zempel
- Institute of Human Genetics, Faculty of Medicine and University Hospital Cologne, University of Cologne, 50931, Cologne, Germany.
- Center for Molecular Medicine Cologne (CMMC), University of Cologne, 50931, Cologne, Germany.
| |
Collapse
|
2
|
Wojtas AM, Dammer EB, Guo Q, Ping L, Shantaraman A, Duong DM, Yin L, Fox EJ, Seifar F, Lee EB, Johnson ECB, Lah JJ, Levey AI, Levites Y, Rangaraju S, Golde TE, Seyfried NT. Proteomic changes in the human cerebrovasculature in Alzheimer's disease and related tauopathies linked to peripheral biomarkers in plasma and cerebrospinal fluid. Alzheimers Dement 2024; 20:4043-4065. [PMID: 38713744 PMCID: PMC11180878 DOI: 10.1002/alz.13821] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2024] [Revised: 02/21/2024] [Accepted: 03/02/2024] [Indexed: 05/09/2024]
Abstract
INTRODUCTION Cerebrovascular dysfunction is a pathological hallmark of Alzheimer's disease (AD). Nevertheless, detecting cerebrovascular changes within bulk tissues has limited our ability to characterize proteomic alterations from less abundant cell types. METHODS We conducted quantitative proteomics on bulk brain tissues and isolated cerebrovasculature from the same individuals, encompassing control (N = 28), progressive supranuclear palsy (PSP) (N = 18), and AD (N = 21) cases. RESULTS Protein co-expression network analysis identified unique cerebrovascular modules significantly correlated with amyloid plaques, cerebrovascular amyloid angiopathy (CAA), and/or tau pathology. The protein products within AD genetic risk loci were concentrated within cerebrovascular modules. The overlap between differentially abundant proteins in AD cerebrospinal fluid (CSF) and plasma with cerebrovascular network highlighted a significant increase of matrisome proteins, SMOC1 and SMOC2, in CSF, plasma, and brain. DISCUSSION These findings enhance our understanding of cerebrovascular deficits in AD, shedding light on potential biomarkers associated with CAA and vascular dysfunction in neurodegenerative diseases.
Collapse
Affiliation(s)
- Aleksandra M. Wojtas
- Department of BiochemistryEmory University School of MedicineAtlantaGeorgiaUSA
- Center for Neurodegenerative DiseaseEmory University School of MedicineAtlantaGeorgiaUSA
| | - Eric B. Dammer
- Department of BiochemistryEmory University School of MedicineAtlantaGeorgiaUSA
- Center for Neurodegenerative DiseaseEmory University School of MedicineAtlantaGeorgiaUSA
| | - Qi Guo
- Department of BiochemistryEmory University School of MedicineAtlantaGeorgiaUSA
- Center for Neurodegenerative DiseaseEmory University School of MedicineAtlantaGeorgiaUSA
| | - Lingyan Ping
- Department of BiochemistryEmory University School of MedicineAtlantaGeorgiaUSA
- Center for Neurodegenerative DiseaseEmory University School of MedicineAtlantaGeorgiaUSA
| | - Ananth Shantaraman
- Department of BiochemistryEmory University School of MedicineAtlantaGeorgiaUSA
- Center for Neurodegenerative DiseaseEmory University School of MedicineAtlantaGeorgiaUSA
| | - Duc M. Duong
- Department of BiochemistryEmory University School of MedicineAtlantaGeorgiaUSA
- Center for Neurodegenerative DiseaseEmory University School of MedicineAtlantaGeorgiaUSA
| | - Luming Yin
- Department of BiochemistryEmory University School of MedicineAtlantaGeorgiaUSA
- Center for Neurodegenerative DiseaseEmory University School of MedicineAtlantaGeorgiaUSA
| | - Edward J. Fox
- Department of BiochemistryEmory University School of MedicineAtlantaGeorgiaUSA
- Center for Neurodegenerative DiseaseEmory University School of MedicineAtlantaGeorgiaUSA
| | - Fatemeh Seifar
- Department of BiochemistryEmory University School of MedicineAtlantaGeorgiaUSA
- Center for Neurodegenerative DiseaseEmory University School of MedicineAtlantaGeorgiaUSA
| | - Edward B. Lee
- Department of Pathology and Laboratory MedicineUniversity of PennsylvaniaPennsylvaniaUSA
| | - Erik C. B. Johnson
- Center for Neurodegenerative DiseaseEmory University School of MedicineAtlantaGeorgiaUSA
- Department of NeurologyEmory University School of MedicineAtlantaGeorgiaUSA
| | - James J. Lah
- Center for Neurodegenerative DiseaseEmory University School of MedicineAtlantaGeorgiaUSA
- Department of NeurologyEmory University School of MedicineAtlantaGeorgiaUSA
| | - Allan I. Levey
- Department of BiochemistryEmory University School of MedicineAtlantaGeorgiaUSA
- Center for Neurodegenerative DiseaseEmory University School of MedicineAtlantaGeorgiaUSA
- Department of NeurologyEmory University School of MedicineAtlantaGeorgiaUSA
| | - Yona Levites
- Center for Neurodegenerative DiseaseEmory University School of MedicineAtlantaGeorgiaUSA
- Department of Pharmacology and Chemical BiologyEmory University School of MedicineAtlantaGeorgiaUSA
| | - Srikant Rangaraju
- Center for Neurodegenerative DiseaseEmory University School of MedicineAtlantaGeorgiaUSA
- Department of NeurologyEmory University School of MedicineAtlantaGeorgiaUSA
| | - Todd E. Golde
- Center for Neurodegenerative DiseaseEmory University School of MedicineAtlantaGeorgiaUSA
- Department of NeurologyEmory University School of MedicineAtlantaGeorgiaUSA
- Department of Pharmacology and Chemical BiologyEmory University School of MedicineAtlantaGeorgiaUSA
| | - Nicholas T. Seyfried
- Department of BiochemistryEmory University School of MedicineAtlantaGeorgiaUSA
- Center for Neurodegenerative DiseaseEmory University School of MedicineAtlantaGeorgiaUSA
- Department of NeurologyEmory University School of MedicineAtlantaGeorgiaUSA
| |
Collapse
|
3
|
Dey S, Debnath M, Yelamanchi R, Mullapudi T, Kuniyil AP, Kamble N, Holla VV, Mahale RR, Pal PK, Yadav R. Novel Insights into the Genetic Basis of Progressive Supranuclear Palsy in Asian-Indian Population. Mov Disord 2024; 39:753-755. [PMID: 38314938 DOI: 10.1002/mds.29740] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Revised: 01/04/2024] [Accepted: 01/16/2024] [Indexed: 02/07/2024] Open
Affiliation(s)
- Saikat Dey
- Department of Human Genetics, National Institute of Mental Health and Neurosciences, Bangalore, India
| | - Monojit Debnath
- Department of Human Genetics, National Institute of Mental Health and Neurosciences, Bangalore, India
| | - Ramchandra Yelamanchi
- Department of Neurology, National Institute of Mental Health and Neurosciences, Bangalore, India
| | - Thrinath Mullapudi
- Department of Human Genetics, National Institute of Mental Health and Neurosciences, Bangalore, India
| | | | - Nitish Kamble
- Department of Neurology, National Institute of Mental Health and Neurosciences, Bangalore, India
| | - Vikram V Holla
- Department of Neurology, National Institute of Mental Health and Neurosciences, Bangalore, India
| | - Rohan R Mahale
- Department of Neurology, National Institute of Mental Health and Neurosciences, Bangalore, India
| | - Pramod Kumar Pal
- Department of Neurology, National Institute of Mental Health and Neurosciences, Bangalore, India
| | - Ravi Yadav
- Department of Neurology, National Institute of Mental Health and Neurosciences, Bangalore, India
| |
Collapse
|
4
|
Xu H, Qiu Q, Hu P, Hoxha K, Jang E, O'Reilly M, Kim C, He Z, Marotta N, Changolkar L, Zhang B, Wu H, Schellenberg GD, Kraemer B, Luk KC, Lee EB, Trojanowski JQ, Brunden KR, Lee VMY. MSUT2 regulates tau spreading via adenosinergic signaling mediated ASAP1 pathway in neurons. Acta Neuropathol 2024; 147:55. [PMID: 38472475 PMCID: PMC10933148 DOI: 10.1007/s00401-024-02703-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Revised: 02/06/2024] [Accepted: 02/07/2024] [Indexed: 03/14/2024]
Abstract
Inclusions comprised of microtubule-associated protein tau (tau) are implicated in a group of neurodegenerative diseases, collectively known as tauopathies, that include Alzheimer's disease (AD). The spreading of misfolded tau "seeds" along neuronal networks is thought to play a crucial role in the progression of tau pathology. Consequently, restricting the release or uptake of tau seeds may inhibit the spread of tau pathology and potentially halt the advancement of the disease. Previous studies have demonstrated that the Mammalian Suppressor of Tauopathy 2 (MSUT2), an RNA binding protein, modulates tau pathogenesis in a transgenic mouse model. In this study, we investigated the impact of MSUT2 on tau pathogenesis using tau seeding models. Our findings indicate that the loss of MSUT2 mitigates human tau seed-induced pathology in neuron cultures and mouse models. In addition, MSUT2 regulates many gene transcripts, including the Adenosine Receptor 1 (A1AR), and we show that down regulation or inhibition of A1AR modulates the activity of the "ArfGAP with SH3 Domain, Ankyrin Repeat, and PH Domain 1 protein" (ASAP1), thereby influencing the internalization of pathogenic tau seeds into neurons resulting in reduction of tau pathology.
Collapse
Affiliation(s)
- Hong Xu
- Department of Pathology and Laboratory Medicine, Institute on Aging and Center for Neurodegenerative Disease Research, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
| | - Qi Qiu
- Department of Genetics, Penn Epigenetics Institute, Institute of Regenerative Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Peng Hu
- Key Laboratory of Exploration and Utilization of Aquatic Genetic Resources (Ministry of Education), Shanghai Ocean University, Shanghai, China
| | - Kevt'her Hoxha
- Department of Pathology and Laboratory Medicine, Institute on Aging and Center for Neurodegenerative Disease Research, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Elliot Jang
- Department of Pathology and Laboratory Medicine, Institute on Aging and Center for Neurodegenerative Disease Research, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Mia O'Reilly
- Department of Pathology and Laboratory Medicine, Institute on Aging and Center for Neurodegenerative Disease Research, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Christopher Kim
- Department of Pathology and Laboratory Medicine, Institute on Aging and Center for Neurodegenerative Disease Research, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Zhuohao He
- Interdisciplinary Research Center On Biology and Chemistry, Shanghai Institute of Organic Chemistry, Chinese Academy of Sciences, Shanghai, 201210, China
- University of the Chinese Academy of Sciences, Beijing, 100049, China
| | - Nicholas Marotta
- Department of Pathology and Laboratory Medicine, Institute on Aging and Center for Neurodegenerative Disease Research, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Lakshmi Changolkar
- Department of Pathology and Laboratory Medicine, Institute on Aging and Center for Neurodegenerative Disease Research, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Bin Zhang
- Department of Pathology and Laboratory Medicine, Institute on Aging and Center for Neurodegenerative Disease Research, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Hao Wu
- Department of Genetics, Penn Epigenetics Institute, Institute of Regenerative Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Gerard D Schellenberg
- Department of Pathology and Laboratory Medicine, Penn Neurodegeneration Genomics Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Brian Kraemer
- Geriatric Research Education and Clinical Center, Veterans Affairs Puget Sound Health Care System, Seattle, WA, 98108, USA
- Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, WA, 98195, USA
- Division of Gerontology and Geriatric Medicine, Department of Medicine, University of Washington School of Medicine, Seattle, WA, 98104, USA
| | - Kelvin C Luk
- Department of Pathology and Laboratory Medicine, Institute on Aging and Center for Neurodegenerative Disease Research, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Edward B Lee
- Translational Neuropathology Research Laboratory, Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - John Q Trojanowski
- Department of Pathology and Laboratory Medicine, Institute on Aging and Center for Neurodegenerative Disease Research, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Kurt R Brunden
- Department of Pathology and Laboratory Medicine, Institute on Aging and Center for Neurodegenerative Disease Research, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Virginia M-Y Lee
- Department of Pathology and Laboratory Medicine, Institute on Aging and Center for Neurodegenerative Disease Research, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
| |
Collapse
|
5
|
Park G, Galdamez A, Song KH, Le M, Kim K, Lin JH. Ethnic variation and structure-function analysis of tauopathy-associated PERK alleles. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.03.03.24303689. [PMID: 38496636 PMCID: PMC10942523 DOI: 10.1101/2024.03.03.24303689] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/19/2024]
Abstract
EIF2AK3, also known as PERK, plays a pivotal role in cellular proteostasis, orchestrating the Unfolded Protein Response (UPR) and Integrated Stress Response (ISR) pathways. In addition to its central position in intracellular stress regulation, human GWAS identify EIF2AK3 as a risk factor in tauopathies, neurodegenerative diseases caused by aberrant tau protein accumulation. Guided by these genomic indicators, our investigation systematically analyzed human PERK variants, focusing on those with potential tauopathy linkages. We assembled a comprehensive data set of human PERK variants associated with Wolcott Rallison Syndrome (WRS), tauopathies, and bioinformatically predicted loss-of-function, referencing the gnomAD, Ensembl, and NCBI databases. We found extensive racial/ethnic variation in the prevalence of common PERK polymorphisms linked to tauopathies. Using SWISS-MODEL, we identified structural perturbations in the ER stress-sensing luminal domain dimers/oligomers of tauopathy-associated PERK variants, Haplotypes A and B, in combination with another tauopathy-linked R240H mutation. Recombinant expression of disease-associated variants in vitro revealed altered PERK signal transduction kinetics in response to ER stress compared to the predominant non-disease variant. In summary, our data further substantiates that human PERK variants identified in tauopathy genetic studies negatively impact PERK structure, function, and downstream signaling with significant variations in prevalence among different racial and ethnic groups.
Collapse
|
6
|
Kim YA, Mellen M, Kizil C, Santa-Maria I. Mechanisms linking cerebrovascular dysfunction and tauopathy: Adding a layer of epiregulatory complexity. Br J Pharmacol 2024; 181:879-895. [PMID: 37926507 DOI: 10.1111/bph.16280] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2023] [Revised: 09/11/2023] [Accepted: 09/30/2023] [Indexed: 11/07/2023] Open
Abstract
Intracellular accumulation of hyperphosphorylated misfolded tau proteins are found in many neurodegenerative tauopathies, including Alzheimer's disease (AD). Tau pathology can impact cerebrovascular physiology and function through multiple mechanisms. In vitro and in vivo studies have shown that alterations in the blood-brain barrier (BBB) integrity and function can result in synaptic abnormalities and neuronal damage. In the present review, we will summarize how tau proteostasis dysregulation contributes to vascular dysfunction and, conversely, we will examine the factors and pathways leading to tau pathological alterations triggered by cerebrovascular dysfunction. Finally, we will highlight the role epigenetic and epitranscriptomic factors play in regulating the integrity of the cerebrovascular system and the progression of tauopathy including a few observartions on potential therapeutic interventions. LINKED ARTICLES: This article is part of a themed issue From Alzheimer's Disease to Vascular Dementia: Different Roads Leading to Cognitive Decline. To view the other articles in this section visit http://onlinelibrary.wiley.com/doi/10.1111/bph.v181.6/issuetoc.
Collapse
Affiliation(s)
- Yoon A Kim
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University, New York, New York, USA
- Department of Pathology and Cell Biology, Columbia University, New York, New York, USA
| | - Marian Mellen
- Facultad de Ciencias Experimentales, Universidad Francisco de Vitoria, Pozuelo de Alarcon, Madrid, Spain
| | - Caghan Kizil
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University, New York, New York, USA
- Department of Neurology, Columbia University Irving Medical Center, New York, New York, USA
| | - Ismael Santa-Maria
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University, New York, New York, USA
- Department of Pathology and Cell Biology, Columbia University, New York, New York, USA
- Facultad de Ciencias Experimentales, Universidad Francisco de Vitoria, Pozuelo de Alarcon, Madrid, Spain
| |
Collapse
|
7
|
Chang T, Fu M, Valiente-Banuet L, Wadhwa S, Pasaniuc B, Vossel K. Improving genetic risk modeling of dementia from real-world data in underrepresented populations. RESEARCH SQUARE 2024:rs.3.rs-3911508. [PMID: 38410460 PMCID: PMC10896371 DOI: 10.21203/rs.3.rs-3911508/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/28/2024]
Abstract
BACKGROUND Genetic risk modeling for dementia offers significant benefits, but studies based on real-world data, particularly for underrepresented populations, are limited. METHODS We employed an Elastic Net model for dementia risk prediction using single-nucleotide polymorphisms prioritized by functional genomic data from multiple neurodegenerative disease genome-wide association studies. We compared this model with APOE and polygenic risk score models across genetic ancestry groups, using electronic health records from UCLA Health for discovery and All of Us cohort for validation. RESULTS Our model significantly outperforms other models across multiple ancestries, improving the area-under-precision-recall curve by 21-61% and the area-under-the-receiver-operating characteristic by 10-21% compared to the APOEand the polygenic risk score models. We identified shared and ancestry-specific risk genes and biological pathways, reinforcing and adding to existing knowledge. CONCLUSIONS Our study highlights benefits of integrating functional mapping, multiple neurodegenerative diseases, and machine learning for genetic risk models in diverse populations. Our findings hold potential for refining precision medicine strategies in dementia diagnosis.
Collapse
Affiliation(s)
- Timothy Chang
- David Geffen School of Medicine, University of California, Los Angeles
| | | | | | | | | | | |
Collapse
|
8
|
Fu M, Valiente-Banuet L, Wadhwa SS, Pasaniuc B, Vossel K, Chang TS. Improving genetic risk modeling of dementia from real-world data in underrepresented populations. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.02.05.24302355. [PMID: 38370649 PMCID: PMC10871463 DOI: 10.1101/2024.02.05.24302355] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/20/2024]
Abstract
BACKGROUND Genetic risk modeling for dementia offers significant benefits, but studies based on real-world data, particularly for underrepresented populations, are limited. METHODS We employed an Elastic Net model for dementia risk prediction using single-nucleotide polymorphisms prioritized by functional genomic data from multiple neurodegenerative disease genome-wide association studies. We compared this model with APOE and polygenic risk score models across genetic ancestry groups, using electronic health records from UCLA Health for discovery and All of Us cohort for validation. RESULTS Our model significantly outperforms other models across multiple ancestries, improving the area-under-precision-recall curve by 21-61% and the area-under-the-receiver-operating characteristic by 10-21% compared to the APOE and the polygenic risk score models. We identified shared and ancestry-specific risk genes and biological pathways, reinforcing and adding to existing knowledge. CONCLUSIONS Our study highlights benefits of integrating functional mapping, multiple neurodegenerative diseases, and machine learning for genetic risk models in diverse populations. Our findings hold potential for refining precision medicine strategies in dementia diagnosis.
Collapse
Affiliation(s)
- Mingzhou Fu
- Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, 90095, United States
- Medical Informatics Home Area, Department of Bioinformatics, University of California, Los Angeles, Los Angeles, CA, 90024, United States
| | - Leopoldo Valiente-Banuet
- Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, 90095, United States
| | - Satpal S. Wadhwa
- Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, 90095, United States
| | | | | | - Bogdan Pasaniuc
- Department of Computational Medicine, David Geffen School of Medicine at UCLA, Los Angeles, CA, 90095, USA
| | - Keith Vossel
- Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, 90095, United States
| | - Timothy S. Chang
- Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, 90095, United States
| |
Collapse
|
9
|
Wang H, Chang TS, Dombroski BA, Cheng PL, Patil V, Valiente-Banuet L, Farrell K, Mclean C, Molina-Porcel L, Rajput A, De Deyn PP, Bastard NL, Gearing M, Kaat LD, Swieten JCV, Dopper E, Ghetti BF, Newell KL, Troakes C, de Yébenes JG, Rábano-Gutierrez A, Meller T, Oertel WH, Respondek G, Stamelou M, Arzberger T, Roeber S, Müller U, Hopfner F, Pastor P, Brice A, Durr A, Ber IL, Beach TG, Serrano GE, Hazrati LN, Litvan I, Rademakers R, Ross OA, Galasko D, Boxer AL, Miller BL, Seeley WW, Deerlin VMV, Lee EB, White CL, Morris H, de Silva R, Crary JF, Goate AM, Friedman JS, Leung YY, Coppola G, Naj AC, Wang LS, Dickson DW, Höglinger GU, Schellenberg GD, Geschwind DH, Lee WP. Whole-Genome Sequencing Analysis Reveals New Susceptibility Loci and Structural Variants Associated with Progressive Supranuclear Palsy. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2023.12.28.23300612. [PMID: 38234807 PMCID: PMC10793533 DOI: 10.1101/2023.12.28.23300612] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/19/2024]
Abstract
Background Progressive supranuclear palsy (PSP) is a rare neurodegenerative disease characterized by the accumulation of aggregated tau proteins in astrocytes, neurons, and oligodendrocytes. Previous genome-wide association studies for PSP were based on genotype array, therefore, were inadequate for the analysis of rare variants as well as larger mutations, such as small insertions/deletions (indels) and structural variants (SVs). Method In this study, we performed whole genome sequencing (WGS) and conducted association analysis for single nucleotide variants (SNVs), indels, and SVs, in a cohort of 1,718 cases and 2,944 controls of European ancestry. Of the 1,718 PSP individuals, 1,441 were autopsy-confirmed and 277 were clinically diagnosed. Results Our analysis of common SNVs and indels confirmed known genetic loci at MAPT, MOBP, STX6, SLCO1A2, DUSP10, and SP1, and further uncovered novel signals in APOE, FCHO1/MAP1S, KIF13A, TRIM24, TNXB, and ELOVL1. Notably, in contrast to Alzheimer's disease (AD), we observed the APOE ε2 allele to be the risk allele in PSP. Analysis of rare SNVs and indels identified significant association in ZNF592 and further gene network analysis identified a module of neuronal genes dysregulated in PSP. Moreover, seven common SVs associated with PSP were observed in the H1/H2 haplotype region (17q21.31) and other loci, including IGH, PCMT1, CYP2A13, and SMCP. In the H1/H2 haplotype region, there is a burden of rare deletions and duplications (P = 6.73×10-3) in PSP. Conclusions Through WGS, we significantly enhanced our understanding of the genetic basis of PSP, providing new targets for exploring disease mechanisms and therapeutic interventions.
Collapse
Affiliation(s)
- Hui Wang
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Penn Neurodegeneration Genomics Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Timothy S Chang
- Movement Disorders Programs, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
| | - Beth A Dombroski
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Penn Neurodegeneration Genomics Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Po-Liang Cheng
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Penn Neurodegeneration Genomics Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Vishakha Patil
- Movement Disorders Programs, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
| | - Leopoldo Valiente-Banuet
- Movement Disorders Programs, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
| | - Kurt Farrell
- Department of Pathology, Department of Artificial Intelligence & Human Health, Nash Family, Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain, Institute, Neuropathology Brain Bank & Research CoRE, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Catriona Mclean
- Victorian Brain Bank, The Florey Institute of Neuroscience and Mental Health, Parkville, Victoria, Australia
| | - Laura Molina-Porcel
- Alzheimer's disease and other cognitive disorders unit. Neurology Service, Hospital Clínic, Fundació Recerca Clínic Barcelona (FRCB). Institut d'Investigacions Biomediques August Pi I Sunyer (IDIBAPS), University of Barcelona, Barcelona, Spain
- Neurological Tissue Bank of the Biobanc-Hospital Clínic-IDIBAPS, Barcelona, Spain
| | - Alex Rajput
- Movement Disorders Program, Division of Neurology, University of Saskatchewan, Saskatoon, Saskatchewan, Canada
| | - Peter Paul De Deyn
- Laboratory of Neurochemistry and Behavior, Experimental Neurobiology Unit, University of Antwerp, Wilrijk (Antwerp), Belgium
- Department of Neurology, University Medical Center Groningen, NL-9713 AV Groningen, Netherlands
| | | | - Marla Gearing
- Department of Pathology and Laboratory Medicine and Department of Neurology, Emory University School of Medicine, Atlanta, GA, USA
| | | | | | - Elise Dopper
- Netherlands Brain Bank and Erasmus University, Netherlands
| | - Bernardino F Ghetti
- Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Kathy L Newell
- Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Claire Troakes
- London Neurodegenerative Diseases Brain Bank, King's College London, London, UK
| | | | - Alberto Rábano-Gutierrez
- Fundación CIEN (Centro de Investigación de Enfermedades Neurológicas) - Centro Alzheimer Fundación Reina Sofía, Madrid, Spain
| | - Tina Meller
- Department of Neurology, Philipps-Universität, Marburg, Germany
| | | | - Gesine Respondek
- German Center for Neurodegenerative Diseases (DZNE), Munich, Germany
| | - Maria Stamelou
- Parkinson's disease and Movement Disorders Department, HYGEIA Hospital, Athens, Greece
- European University of Cyprus, Nicosia, Cyprus
| | - Thomas Arzberger
- Department of Psychiatry and Psychotherapy, University Hospital Munich, Ludwig-Maximilians-University Munich, Germany
- Center for Neuropathology and Prion Research, Ludwig-Maximilians-University Munich, Germany
| | | | | | - Franziska Hopfner
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Pau Pastor
- Unit of Neurodegenerative diseases, Department of Neurology, University Hospital Germans Trias i Pujol, Badalona, Barcelona, Spain
- Neurosciences, The Germans Trias i Pujol Research Institute (IGTP) Badalona, Badalona, Spain
| | - Alexis Brice
- Sorbonne Université, Paris Brain Institute - Institut du Cerveau - ICM, Inserm U1127, CNRS UMR 7225, APHP - Hôpital Pitié-Salpêtrière, Paris, France
| | - Alexandra Durr
- Sorbonne Université, Paris Brain Institute - Institut du Cerveau - ICM, Inserm U1127, CNRS UMR 7225, APHP - Hôpital Pitié-Salpêtrière, Paris, France
| | - Isabelle Le Ber
- Sorbonne Université, Paris Brain Institute - Institut du Cerveau - ICM, Inserm U1127, CNRS UMR 7225, APHP - Hôpital Pitié-Salpêtrière, Paris, France
| | | | | | | | - Irene Litvan
- Department of Neuroscience, University of California, San Diego, CA, USA
| | - Rosa Rademakers
- VIB Center for Molecular Neurology, University of Antwerp, Belgium
- Department of Neuroscience, Mayo Clinic Jacksonville, FL, USA
| | - Owen A Ross
- Department of Neuroscience, Mayo Clinic Jacksonville, FL, USA
| | - Douglas Galasko
- Department of Neuroscience, University of California, San Diego, CA, USA
| | - Adam L Boxer
- Memory and Aging Center, University of California, San Francisco, CA, USA
| | - Bruce L Miller
- Memory and Aging Center, University of California, San Francisco, CA, USA
| | - Willian W Seeley
- Memory and Aging Center, University of California, San Francisco, CA, USA
| | - Vivanna M Van Deerlin
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Edward B Lee
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Penn Center for Neurodegenerative Disease Research, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
| | - Charles L White
- University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Huw Morris
- Departmento of Clinical and Movement Neuroscience, University College of London, London, UK
| | - Rohan de Silva
- Reta Lila Weston Institute, UCL Queen Square Institute of Neurology, London, UK
| | - John F Crary
- Department of Pathology, Department of Artificial Intelligence & Human Health, Nash Family, Department of Neuroscience, Ronald M. Loeb Center for Alzheimer's Disease, Friedman Brain, Institute, Neuropathology Brain Bank & Research CoRE, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Alison M Goate
- Department of Genetics and Genomic Sciences, New York, NY, USA; Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jeffrey S Friedman
- Friedman Bioventure, Inc., Del Mar, CA, USA; Department of Genetics and Genomic Sciences, New York, NY, USA
| | - Yuk Yee Leung
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Penn Neurodegeneration Genomics Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Giovanni Coppola
- Movement Disorders Programs, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Psychiatry, Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, CA, USA
| | - Adam C Naj
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Penn Neurodegeneration Genomics Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Li-San Wang
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Penn Neurodegeneration Genomics Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | | | - Günter U Höglinger
- Department of Neurology, LMU University Hospital, Ludwig-Maximilians-Universität (LMU) München; German Center for Neurodegenerative Diseases (DZNE), Munich, Germany; and Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Gerard D Schellenberg
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Penn Neurodegeneration Genomics Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Daniel H Geschwind
- Movement Disorders Programs, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
- Institute of Precision Health, University of California, Los Angeles, Los Angeles, CA, USA
| | - Wan-Ping Lee
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Penn Neurodegeneration Genomics Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| |
Collapse
|
10
|
Wojtas AM, Dammer EB, Guo Q, Ping L, Shantaraman A, Duong DM, Yin L, Fox EJ, Seifar F, Lee EB, Johnson ECB, Lah JJ, Levey AI, Levites Y, Rangaraju S, Golde TE, Seyfried NT. Proteomic Changes in the Human Cerebrovasculature in Alzheimer's Disease and Related Tauopathies Linked to Peripheral Biomarkers in Plasma and Cerebrospinal Fluid. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.01.10.24301099. [PMID: 38260316 PMCID: PMC10802758 DOI: 10.1101/2024.01.10.24301099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
Dysfunction of the neurovascular unit stands as a significant pathological hallmark of Alzheimer's disease (AD) and age-related neurodegenerative diseases. Nevertheless, detecting vascular changes in the brain within bulk tissues has proven challenging, limiting our ability to characterize proteomic alterations from less abundant cell types. To address this challenge, we conducted quantitative proteomic analyses on both bulk brain tissues and cerebrovascular-enriched fractions from the same individuals, encompassing cognitively unimpaired control, progressive supranuclear palsy (PSP), and AD cases. Protein co-expression network analysis identified modules unique to the cerebrovascular fractions, specifically enriched with pericytes, endothelial cells, and smooth muscle cells. Many of these modules also exhibited significant correlations with amyloid plaques, cerebral amyloid angiopathy (CAA), and/or tau pathology in the brain. Notably, the protein products within AD genetic risk loci were found concentrated within modules unique to the vascular fractions, consistent with a role of cerebrovascular deficits in the etiology of AD. To prioritize peripheral AD biomarkers associated with vascular dysfunction, we assessed the overlap between differentially abundant proteins in AD cerebrospinal fluid (CSF) and plasma with a vascular-enriched network modules in the brain. This analysis highlighted matrisome proteins, SMOC1 and SMOC2, as being increased in CSF, plasma, and brain. Immunohistochemical analysis revealed SMOC1 deposition in both parenchymal plaques and CAA in the AD brain, whereas SMOC2 was predominantly localized to CAA. Collectively, these findings significantly enhance our understanding of the involvement of cerebrovascular abnormalities in AD, shedding light on potential biomarkers and molecular pathways associated with CAA and vascular dysfunction in neurodegenerative diseases.
Collapse
Affiliation(s)
- Aleksandra M. Wojtas
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, USA
- Center for Neurodegenerative Disease, Emory University School of Medicine, Atlanta, GA, USA
| | - Eric B. Dammer
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, USA
- Center for Neurodegenerative Disease, Emory University School of Medicine, Atlanta, GA, USA
| | - Qi Guo
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, USA
- Center for Neurodegenerative Disease, Emory University School of Medicine, Atlanta, GA, USA
| | - Lingyan Ping
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, USA
- Center for Neurodegenerative Disease, Emory University School of Medicine, Atlanta, GA, USA
| | - Ananth Shantaraman
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, USA
- Center for Neurodegenerative Disease, Emory University School of Medicine, Atlanta, GA, USA
| | - Duc M. Duong
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, USA
- Center for Neurodegenerative Disease, Emory University School of Medicine, Atlanta, GA, USA
| | - Luming Yin
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, USA
- Center for Neurodegenerative Disease, Emory University School of Medicine, Atlanta, GA, USA
| | - Edward J. Fox
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, USA
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA, USA
| | - Fatemeh Seifar
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, USA
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA, USA
| | - Edward B. Lee
- Department of Pathology and Laboratory Medicine, University of Pennsylvania, PA, USA
| | - Erik C. B. Johnson
- Department of Neurology, Emory University School of Medicine, Atlanta, GA, USA
- Center for Neurodegenerative Disease, Emory University School of Medicine, Atlanta, GA, USA
| | - James J. Lah
- Department of Neurology, Emory University School of Medicine, Atlanta, GA, USA
- Center for Neurodegenerative Disease, Emory University School of Medicine, Atlanta, GA, USA
| | - Allan I. Levey
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, USA
- Department of Neurology, Emory University School of Medicine, Atlanta, GA, USA
- Center for Neurodegenerative Disease, Emory University School of Medicine, Atlanta, GA, USA
| | - Yona Levites
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA, USA
- Center for Neurodegenerative Disease, Emory University School of Medicine, Atlanta, GA, USA
| | - Srikant Rangaraju
- Department of Neurology, Emory University School of Medicine, Atlanta, GA, USA
- Center for Neurodegenerative Disease, Emory University School of Medicine, Atlanta, GA, USA
| | - Todd E. Golde
- Department of Neurology, Emory University School of Medicine, Atlanta, GA, USA
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA, USA
- Center for Neurodegenerative Disease, Emory University School of Medicine, Atlanta, GA, USA
| | - Nicholas T. Seyfried
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, USA
- Department of Neurology, Emory University School of Medicine, Atlanta, GA, USA
- Center for Neurodegenerative Disease, Emory University School of Medicine, Atlanta, GA, USA
| |
Collapse
|
11
|
Whitney K, Song WM, Sharma A, Dangoor DK, Farrell K, Krassner MM, Ressler HW, Christie TD, Walker RH, Nirenberg MJ, Zhang B, Frucht SJ, Riboldi GM, Crary JF, Pereira AC. Single-cell transcriptomic and neuropathologic analysis reveals dysregulation of the integrated stress response in progressive supranuclear palsy. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.11.17.567587. [PMID: 38014079 PMCID: PMC10680842 DOI: 10.1101/2023.11.17.567587] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2023]
Abstract
Progressive supranuclear palsy (PSP) is a sporadic neurodegenerative tauopathy variably affecting brainstem and cortical structures and characterized by tau inclusions in neurons and glia. The precise mechanism whereby these protein aggregates lead to cell death remains unclear. To investigate the contribution of these different cellular abnormalities to PSP pathogenesis, we performed single-nucleus RNA sequencing and analyzed 45,559 high quality nuclei targeting the subthalamic nucleus and adjacent structures from human post-mortem PSP brains with varying degrees of pathology compared to controls. Cell-type specific differential expression and pathway analysis identified both common and discrete changes in numerous pathways previously implicated in PSP and other neurodegenerative disorders. This included EIF2 signaling, an adaptive pathway activated in response to diverse stressors, which was the top activated pathway in vulnerable cell types. Using immunohistochemistry, we found that activated eIF2α was positively correlated with tau pathology burden in vulnerable brain regions. Multiplex immunofluorescence localized activated eIF2α positivity to hyperphosphorylated tau (p-tau) positive neurons and ALDH1L1-positive astrocytes, supporting the increased transcriptomic EIF2 activation observed in these vulnerable cell types. In conclusion, these data provide insights into cell-type-specific pathological changes in PSP and support the hypothesis that failure of adaptive stress pathways play a mechanistic role in the pathogenesis and progression of PSP.
Collapse
|
12
|
Min Y, Wang X, İş Ö, Patel TA, Gao J, Reddy JS, Quicksall ZS, Nguyen T, Lin S, Tutor-New FQ, Chalk JL, Mitchell AO, Crook JE, Nelson PT, Van Eldik LJ, Golde TE, Carrasquillo MM, Dickson DW, Zhang K, Allen M, Ertekin-Taner N. Cross species systems biology discovers glial DDR2, STOM, and KANK2 as therapeutic targets in progressive supranuclear palsy. Nat Commun 2023; 14:6801. [PMID: 37919278 PMCID: PMC10622416 DOI: 10.1038/s41467-023-42626-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2022] [Accepted: 10/17/2023] [Indexed: 11/04/2023] Open
Abstract
Progressive supranuclear palsy (PSP) is a neurodegenerative parkinsonian disorder characterized by cell-type-specific tau lesions in neurons and glia. Prior work uncovered transcriptome changes in human PSP brains, although their cell-specificity is unknown. Further, systematic data integration and experimental validation platforms to prioritize brain transcriptional perturbations as therapeutic targets in PSP are currently lacking. In this study, we combine bulk tissue (n = 408) and single nucleus RNAseq (n = 34) data from PSP and control brains with transcriptome data from a mouse tauopathy and experimental validations in Drosophila tau models for systematic discovery of high-confidence expression changes in PSP with therapeutic potential. We discover, replicate, and annotate thousands of differentially expressed genes in PSP, many of which reside in glia-enriched co-expression modules and cells. We prioritize DDR2, STOM, and KANK2 as promising therapeutic targets in PSP with striking cross-species validations. We share our findings and data via our interactive application tool PSP RNAseq Atlas ( https://rtools.mayo.edu/PSP_RNAseq_Atlas/ ). Our findings reveal robust glial transcriptome changes in PSP, provide a cross-species systems biology approach, and a tool for therapeutic target discoveries in PSP with potential application in other neurodegenerative diseases.
Collapse
Affiliation(s)
- Yuhao Min
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
- Center for Clinical and Translational Science, Mayo Clinic, Rochester, MN, USA
- Mayo Clinic Graduate School of Biomedical Sciences, Mayo Clinic, Jacksonville, FL, USA
| | - Xue Wang
- Department of Quantitative Health Sciences, Mayo Clinic, Jacksonville, FL, USA
| | - Özkan İş
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Tulsi A Patel
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Junli Gao
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Joseph S Reddy
- Department of Quantitative Health Sciences, Mayo Clinic, Jacksonville, FL, USA
| | - Zachary S Quicksall
- Department of Quantitative Health Sciences, Mayo Clinic, Jacksonville, FL, USA
| | - Thuy Nguyen
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Shu Lin
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | | | - Jessica L Chalk
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | | | - Julia E Crook
- Center for Clinical and Translational Science, Mayo Clinic, Rochester, MN, USA
| | - Peter T Nelson
- Sanders-Brown Center on Aging, University of Kentucky, Lexington, KY, USA
- Department of Pathology & Laboratory Medicine, University of Kentucky, Lexington, KY, USA
| | - Linda J Van Eldik
- Sanders-Brown Center on Aging, University of Kentucky, Lexington, KY, USA
- Department of Neuroscience, University of Kentucky, Lexington, KY, USA
| | - Todd E Golde
- Department of Pharmacology and Chemical Biology, Department of Neurology, Emory Center for Neurodegenerative Disease, Emory University, Atlanta, GA, USA
| | | | | | - Ke Zhang
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Mariet Allen
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Nilüfer Ertekin-Taner
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA.
- Department of Neurology, Mayo Clinic, Jacksonville, FL, USA.
| |
Collapse
|
13
|
Xu M, Liu Q, Bi R, Li Y, Li H, Kang WB, Yan Z, Zheng Q, Sun C, Ye M, Xiang BL, Luo XJ, Li M, Zhang DF, Yao YG. Coexistence of Multiple Functional Variants and Genes Underlies Genetic Risk Locus 11p11.2 of Alzheimer's Disease. Biol Psychiatry 2023; 94:743-759. [PMID: 37290560 DOI: 10.1016/j.biopsych.2023.05.020] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/29/2022] [Revised: 05/25/2023] [Accepted: 05/26/2023] [Indexed: 06/10/2023]
Abstract
BACKGROUND Genome-wide association studies have identified dozens of genetic risk loci for Alzheimer's disease (AD), yet the underlying causal variants and biological mechanisms remain elusive, especially for loci with complex linkage disequilibrium and regulation. METHODS To fully untangle the causal signal at a single locus, we performed a functional genomic study of 11p11.2 (the CELF1/SPI1 locus). Genome-wide association study signals at 11p11.2 were integrated with datasets of histone modification, open chromatin, and transcription factor binding to distill potentially functional variants (fVars). Their allelic regulatory activities were confirmed by allele imbalance, reporter assays, and base editing. Expressional quantitative trait loci and chromatin interaction data were incorporated to assign target genes to fVars. The relevance of these genes to AD was assessed by convergent functional genomics using bulk brain and single-cell transcriptomic, epigenomic, and proteomic datasets of patients with AD and control individuals, followed by cellular assays. RESULTS We found that 24 potential fVars, rather than a single variant, were responsible for the risk of 11p11.2. These fVars modulated transcription factor binding and regulated multiple genes by long-range chromatin interactions. Besides SPI1, convergent evidence indicated that 6 target genes (MTCH2, ACP2, NDUFS3, PSMC3, C1QTNF4, and MADD) of fVars were likely to be involved in AD development. Disruption of each gene led to cellular amyloid-β and phosphorylated tau changes, supporting the existence of multiple likely causal genes at 11p11.2. CONCLUSIONS Multiple variants and genes at 11p11.2 may contribute to AD risk. This finding provides new insights into the mechanistic and therapeutic challenges of AD.
Collapse
Affiliation(s)
- Min Xu
- Key Laboratory of Animal Models and Human Disease Mechanisms of the Chinese Academy of Sciences & Yunnan Province and KIZ/CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China; Kunming College of Life Science, University of Chinese Academy of Sciences, Kunming, China
| | - Qianjin Liu
- Key Laboratory of Animal Models and Human Disease Mechanisms of the Chinese Academy of Sciences & Yunnan Province and KIZ/CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China; Kunming College of Life Science, University of Chinese Academy of Sciences, Kunming, China
| | - Rui Bi
- Key Laboratory of Animal Models and Human Disease Mechanisms of the Chinese Academy of Sciences & Yunnan Province and KIZ/CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China; Kunming College of Life Science, University of Chinese Academy of Sciences, Kunming, China; National Resource Center for Non-Human Primates, National Research Facility for Phenotypic & Genetic Analysis of Model Animals (Primate Facility), Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China; Center for Excellence in Animal Evolution and Genetics, Chinese Academy of Sciences, Kunming, China
| | - Yu Li
- Key Laboratory of Animal Models and Human Disease Mechanisms of the Chinese Academy of Sciences & Yunnan Province and KIZ/CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China; Kunming College of Life Science, University of Chinese Academy of Sciences, Kunming, China
| | - Hongli Li
- Key Laboratory of Animal Models and Human Disease Mechanisms of the Chinese Academy of Sciences & Yunnan Province and KIZ/CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China; Kunming College of Life Science, University of Chinese Academy of Sciences, Kunming, China
| | - Wei-Bo Kang
- Key Laboratory of Animal Models and Human Disease Mechanisms of the Chinese Academy of Sciences & Yunnan Province and KIZ/CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China; Kunming College of Life Science, University of Chinese Academy of Sciences, Kunming, China
| | - Zhongjiang Yan
- Key Laboratory of Animal Models and Human Disease Mechanisms of the Chinese Academy of Sciences & Yunnan Province and KIZ/CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China; Kunming College of Life Science, University of Chinese Academy of Sciences, Kunming, China
| | - Quanzhen Zheng
- Key Laboratory of Animal Models and Human Disease Mechanisms of the Chinese Academy of Sciences & Yunnan Province and KIZ/CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China; Kunming College of Life Science, University of Chinese Academy of Sciences, Kunming, China
| | - Chunli Sun
- Key Laboratory of Animal Models and Human Disease Mechanisms of the Chinese Academy of Sciences & Yunnan Province and KIZ/CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China; Kunming College of Life Science, University of Chinese Academy of Sciences, Kunming, China
| | - Maosen Ye
- Key Laboratory of Animal Models and Human Disease Mechanisms of the Chinese Academy of Sciences & Yunnan Province and KIZ/CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China; Kunming College of Life Science, University of Chinese Academy of Sciences, Kunming, China
| | - Bo-Lin Xiang
- Key Laboratory of Animal Models and Human Disease Mechanisms of the Chinese Academy of Sciences & Yunnan Province and KIZ/CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China; Kunming College of Life Science, University of Chinese Academy of Sciences, Kunming, China
| | - Xiong-Jian Luo
- Key Laboratory of Animal Models and Human Disease Mechanisms of the Chinese Academy of Sciences & Yunnan Province and KIZ/CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China; Center for Excellence in Animal Evolution and Genetics, Chinese Academy of Sciences, Kunming, China
| | - Ming Li
- Key Laboratory of Animal Models and Human Disease Mechanisms of the Chinese Academy of Sciences & Yunnan Province and KIZ/CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China; Kunming College of Life Science, University of Chinese Academy of Sciences, Kunming, China
| | - Deng-Feng Zhang
- Key Laboratory of Animal Models and Human Disease Mechanisms of the Chinese Academy of Sciences & Yunnan Province and KIZ/CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China; Kunming College of Life Science, University of Chinese Academy of Sciences, Kunming, China; National Resource Center for Non-Human Primates, National Research Facility for Phenotypic & Genetic Analysis of Model Animals (Primate Facility), Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China; Center for Excellence in Animal Evolution and Genetics, Chinese Academy of Sciences, Kunming, China.
| | - Yong-Gang Yao
- Key Laboratory of Animal Models and Human Disease Mechanisms of the Chinese Academy of Sciences & Yunnan Province and KIZ/CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China; Kunming College of Life Science, University of Chinese Academy of Sciences, Kunming, China; National Resource Center for Non-Human Primates, National Research Facility for Phenotypic & Genetic Analysis of Model Animals (Primate Facility), Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China; Center for Excellence in Animal Evolution and Genetics, Chinese Academy of Sciences, Kunming, China.
| |
Collapse
|
14
|
Chatzinakos C, Pernia CD, Morrison FG, Iatrou A, McCullough KM, Schuler H, Snijders C, Bajaj T, DiPietro CP, Soliva Estruch M, Gassen NC, Anastasopoulos C, Bharadwaj RA, Bowlby BC, Hartmann J, Maihofer AX, Nievergelt CM, Ressler NM, Wolf EJ, Carlezon WA, Krystal JH, Kleinman JE, Girgenti MJ, Huber BR, Kellis M, Logue MW, Miller MW, Ressler KJ, Daskalakis NP. Single-Nucleus Transcriptome Profiling of Dorsolateral Prefrontal Cortex: Mechanistic Roles for Neuronal Gene Expression, Including the 17q21.31 Locus, in PTSD Stress Response. Am J Psychiatry 2023; 180:739-754. [PMID: 37491937 DOI: 10.1176/appi.ajp.20220478] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 07/27/2023]
Abstract
OBJECTIVE Multidisciplinary studies of posttraumatic stress disorder (PTSD) and major depressive disorder (MDD) implicate the dorsolateral prefrontal cortex (DLPFC) in disease risk and pathophysiology. Postmortem brain studies have relied on bulk-tissue RNA sequencing (RNA-seq), but single-cell RNA-seq is needed to dissect cell-type-specific mechanisms. The authors conducted the first single-nucleus RNA-seq postmortem brain study in PTSD to elucidate disease transcriptomic pathology with cell-type-specific resolution. METHOD Profiling of 32 DLPFC samples from 11 individuals with PTSD, 10 with MDD, and 11 control subjects was conducted (∼415K nuclei; >13K cells per sample). A replication sample included 15 DLPFC samples (∼160K nuclei; >11K cells per sample). RESULTS Differential gene expression analyses identified significant single-nucleus RNA-seq differentially expressed genes (snDEGs) in excitatory (EX) and inhibitory (IN) neurons and astrocytes, but not in other cell types or bulk tissue. MDD samples had more false discovery rate-corrected significant snDEGs, and PTSD samples had a greater replication rate. In EX and IN neurons, biological pathways that were differentially enriched in PTSD compared with MDD included glucocorticoid signaling. Furthermore, glucocorticoid signaling in induced pluripotent stem cell (iPSC)-derived cortical neurons demonstrated greater relevance in PTSD and opposite direction of regulation compared with MDD, especially in EX neurons. Many snDEGs were from the 17q21.31 locus and are particularly interesting given causal roles in disease pathogenesis and DLPFC-based neuroimaging (PTSD: ARL17B, LINC02210-CRHR1, and LRRC37A2; MDD: LRRC37A and LRP4), while others were regulated by glucocorticoids in iPSC-derived neurons (PTSD: SLC16A6, TAF1C; MDD: CDH3). CONCLUSIONS The study findings point to cell-type-specific mechanisms of brain stress response in PTSD and MDD, highlighting the importance of examining cell-type-specific gene expression and indicating promising novel biomarkers and therapeutic targets.
Collapse
Affiliation(s)
- Chris Chatzinakos
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Cameron D Pernia
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Filomene G Morrison
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Artemis Iatrou
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Kenneth M McCullough
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Heike Schuler
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Clara Snijders
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Thomas Bajaj
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Christopher P DiPietro
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Marina Soliva Estruch
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Nils C Gassen
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Constantin Anastasopoulos
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Rahul A Bharadwaj
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Benjamin C Bowlby
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Jakob Hartmann
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Adam X Maihofer
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Caroline M Nievergelt
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Nicholas M Ressler
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Erika J Wolf
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - William A Carlezon
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - John H Krystal
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Joel E Kleinman
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Matthew J Girgenti
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Bertrand R Huber
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Manolis Kellis
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Mark W Logue
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Mark W Miller
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Kerry J Ressler
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| | - Nikolaos P Daskalakis
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, Mass. (Chatzinakos, Pernia, Iatrou, McCullough, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Hartmann, N.M. Ressler, Carlezon, K.J. Ressler, Daskalakis); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Mass. (Chatzinakos, Pernia, Iatrou, Schuler, Snijders, DiPietro, Soliva Estruch, Anastasopoulos, Bowlby, Daskalakis); National Center for PTSD, VA Boston Healthcare System, Boston (Morrison, Wolf, Logue, Miller); Department of Psychiatry (Morrison, Wolf, Logue, Miller), Department of Neurology (Huber), and Department of Biomedical Genetics (Logue), Boston University School of Medicine, Boston; Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Soliva Estruch, Snijders); RG Neurohomeostasis, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Bonn, Bonn, Germany (Bajaj, Gassen); Department of Radiology, University Hospital Basel, University of Basel, Basel, Switzerland (Anastasopoulos); Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore (Bharadwaj, Kleinman); Department of Psychiatry, University of California San Diego, La Jolla (Maihofer, Nievergelt); Center for Excellence in Stress and Mental Health (Maihofer, Nievergelt) and Research Service (Maihofer, Nievergelt), Veterans Affairs San Diego Healthcare System, San Diego; Department of Psychiatry, Yale University School of Medicine, New Haven, Conn. (Krystal, Girgenti); Psychiatry Service, VA Connecticut Healthcare System, West Haven (Krystal, Girgenti); National Center for PTSD, Clinical Neurosciences Division, U.S. Department of Veterans Affairs, West Haven, Conn. (Krystal, Girgenti); Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore (Kleinman); Pathology and Laboratory Medicine, VA Boston Healthcare System, Boston (Huber); Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, and Broad Institute of MIT and Harvard, Cambridge, Mass. (Kellis); Department of Biostatistics, Boston University School of Public Health, Boston (Logue)
| |
Collapse
|
15
|
Rexach JE, Cheng Y, Chen L, Polioudakis D, Lin LC, Mitri V, Elkins A, Yin A, Calini D, Kawaguchi R, Ou J, Huang J, Williams C, Robinson J, Gaus SE, Spina S, Lee EB, Grinberg LT, Vinters H, Trojanowski JQ, Seeley WW, Malhotra D, Geschwind DH. Disease-specific selective vulnerability and neuroimmune pathways in dementia revealed by single cell genomics. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.09.29.560245. [PMID: 37808727 PMCID: PMC10557766 DOI: 10.1101/2023.09.29.560245] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/10/2023]
Abstract
The development of successful therapeutics for dementias requires an understanding of their shared and distinct molecular features in the human brain. We performed single-nuclear RNAseq and ATACseq in Alzheimer disease (AD), Frontotemporal degeneration (FTD), and Progressive Supranuclear Palsy (PSP), analyzing 40 participants, yielding over 1.4M cells from three brain regions ranging in vulnerability and pathological burden. We identify 35 shared disease-associated cell types and 14 that are disease-specific, replicating those previously identified in AD. Disease - specific cell states represent molecular features of disease-specific glial-immune mechanisms and neuronal vulnerability in each disorder, layer 4/5 intra-telencephalic neurons in AD, layer 2/3 intra-telencephalic neurons in FTD, and layer 5/6 near-projection neurons in PSP. We infer intrinsic disease-associated gene regulatory networks, which we empirically validate by chromatin footprinting. We find that causal genetic risk acts in specific neuronal and glial cells that differ across disorders, primarily non-neuronal cells in AD and specific neuronal subtypes in FTD and PSP. These data illustrate the heterogeneous spectrum of glial and neuronal composition and gene expression alterations in different dementias and identify new therapeutic targets by revealing shared and disease-specific cell states.
Collapse
|
16
|
Batra R, Krumsiek J, Wang X, Allen M, Blach C, Kastenmüller G, Arnold M, Ertekin-Taner N, Kaddurah-Daouk RF. Comparative brain metabolomics reveals shared and distinct metabolic alterations in Alzheimer's disease and progressive supranuclear palsy. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.07.25.23293055. [PMID: 37546878 PMCID: PMC10402214 DOI: 10.1101/2023.07.25.23293055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/08/2023]
Abstract
Metabolic dysregulation is a hallmark of neurodegenerative diseases, including Alzheimer's disease (AD) and progressive supranuclear palsy (PSP). While metabolic dysregulation is a common link between these two tauopathies, a comprehensive brain metabolic comparison of the diseases has not yet been performed. We analyzed 342 postmortem brain samples from the Mayo Clinic Brain Bank and examined 658 metabolites in the cerebellar cortex and the temporal cortex between the two tauopathies. Our findings indicate that both diseases display oxidative stress associated with lipid metabolism, mitochondrial dysfunction linked to lysine metabolism, and an indication of tau-induced polyamine stress response. However, specific to AD, we detected glutathione-related neuroinflammation, deregulations of enzymes tied to purines, and cognitive deficits associated with vitamin B. Taken together, our findings underscore vast alterations in the brain's metabolome, illuminating shared neurodegenerative pathways and disease-specific traits in AD and PSP.
Collapse
Affiliation(s)
- Richa Batra
- Department of Physiology and Biophysics, Institute for Computational Biomedicine, Englander Institute for Precision Medicine, Weill Cornell Medicine, New York, NY, USA
| | - Jan Krumsiek
- Department of Physiology and Biophysics, Institute for Computational Biomedicine, Englander Institute for Precision Medicine, Weill Cornell Medicine, New York, NY, USA
| | - Xue Wang
- Department of Quantitative Health Sciences, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Mariet Allen
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Colette Blach
- Department of Psychiatry and Behavioral Sciences, Duke University, Durham, NC, USA
| | - Gabi Kastenmüller
- Institute of Computational Biology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | - Matthias Arnold
- Institute of Computational Biology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
- Department of Psychiatry and Behavioral Sciences, Duke University, Durham, NC, USA
| | - Nilüfer Ertekin-Taner
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
- Department of Neurology, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Rima F Kaddurah-Daouk
- Department of Psychiatry and Behavioral Sciences, Duke Institute for Brain Sciences and Department of Medicine, Duke University, Durham, NC, USA
| |
Collapse
|
17
|
Fodder K, de Silva R, Warner TT, Bettencourt C. The contribution of DNA methylation to the (dys)function of oligodendroglia in neurodegeneration. Acta Neuropathol Commun 2023; 11:106. [PMID: 37386505 PMCID: PMC10311741 DOI: 10.1186/s40478-023-01607-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2023] [Accepted: 06/20/2023] [Indexed: 07/01/2023] Open
Abstract
Neurodegenerative diseases encompass a heterogeneous group of conditions characterised by the progressive degeneration of the structure and function of the central or peripheral nervous systems. The pathogenic mechanisms underlying these diseases are not fully understood. However, a central feature consists of regional aggregation of proteins in the brain, such as the accumulation of β-amyloid plaques in Alzheimer's disease (AD), inclusions of hyperphosphorylated microtubule-binding tau in AD and other tauopathies, or inclusions containing α-synuclein in Parkinson's disease (PD), dementia with Lewy bodies (DLB) and multiple system atrophy (MSA). Various pathogenic mechanisms are thought to contribute to disease, and an increasing number of studies implicate dysfunction of oligodendrocytes (the myelin producing cells of the central nervous system) and myelin loss. Aberrant DNA methylation, the most widely studied epigenetic modification, has been associated with many neurodegenerative diseases, including AD, PD, DLB and MSA, and recent findings highlight aberrant DNA methylation in oligodendrocyte/myelin-related genes. Here we briefly review the evidence showing that changes to oligodendrocytes and myelin are key in neurodegeneration, and explore the relevance of DNA methylation in oligodendrocyte (dys)function. As DNA methylation is reversible, elucidating its involvement in pathogenic mechanisms of neurodegenerative diseases and in dysfunction of specific cell-types such as oligodendrocytes may bring opportunities for therapeutic interventions for these diseases.
Collapse
Affiliation(s)
- Katherine Fodder
- Queen Square Brain Bank for Neurological Disorders, UCL Queen Square Institute of Neurology, London, UK
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, London, UK
| | - Rohan de Silva
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, UK
- Reta Lila Weston Institute, UCL Queen Square Institute of Neurology, London, UK
| | - Thomas T Warner
- Queen Square Brain Bank for Neurological Disorders, UCL Queen Square Institute of Neurology, London, UK
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, UK
- Reta Lila Weston Institute, UCL Queen Square Institute of Neurology, London, UK
| | - Conceição Bettencourt
- Queen Square Brain Bank for Neurological Disorders, UCL Queen Square Institute of Neurology, London, UK.
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, London, UK.
| |
Collapse
|
18
|
Wainberg M, Andrews SJ, Tripathy SJ. Shared genetic risk loci between Alzheimer's disease and related dementias, Parkinson's disease, and amyotrophic lateral sclerosis. Alzheimers Res Ther 2023; 15:113. [PMID: 37328865 PMCID: PMC10273745 DOI: 10.1186/s13195-023-01244-3] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2023] [Accepted: 05/16/2023] [Indexed: 06/18/2023]
Abstract
BACKGROUND Genome-wide association studies (GWAS) have indicated moderate genetic overlap between Alzheimer's disease (AD) and related dementias (ADRD), Parkinson's disease (PD) and amyotrophic lateral sclerosis (ALS), neurodegenerative disorders traditionally considered etiologically distinct. However, the specific genetic variants and loci underlying this overlap remain almost entirely unknown. METHODS We leveraged state-of-the-art GWAS for ADRD, PD, and ALS. For each pair of disorders, we examined each of the GWAS hits for one disorder and tested whether they were also significant for the other disorder, applying Bonferroni correction for the number of variants tested. This approach rigorously controls the family-wise error rate for both disorders, analogously to genome-wide significance. RESULTS Eleven loci with GWAS hits for one disorder were also associated with one or both of the other disorders: one with all three disorders (the MAPT/KANSL1 locus), five with ADRD and PD (near LCORL, CLU, SETD1A/KAT8, WWOX, and GRN), three with ADRD and ALS (near GPX3, HS3ST5/HDAC2/MARCKS, and TSPOAP1), and two with PD and ALS (near GAK/TMEM175 and NEK1). Two of these loci (LCORL and NEK1) were associated with an increased risk of one disorder but decreased risk of another. Colocalization analysis supported a shared causal variant between ADRD and PD at the CLU, WWOX, and LCORL loci, between ADRD and ALS at the TSPOAP1 locus, and between PD and ALS at the NEK1 and GAK/TMEM175 loci. To address the concern that ADRD is an imperfect proxy for AD and that the ADRD and PD GWAS have overlapping participants (nearly all of which are from the UK Biobank), we confirmed that all our ADRD associations had nearly identical odds ratios in an AD GWAS that excluded the UK Biobank, and all but one remained nominally significant (p < 0.05) for AD. CONCLUSIONS In one of the most comprehensive investigations to date of pleiotropy between neurodegenerative disorders, we identify eleven genetic risk loci shared among ADRD, PD, and ALS. These loci support lysosomal/autophagic dysfunction (GAK/TMEM175, GRN, KANSL1), neuroinflammation/immunity (TSPOAP1), oxidative stress (GPX3, KANSL1), and the DNA damage response (NEK1) as transdiagnostic processes underlying multiple neurodegenerative disorders.
Collapse
Affiliation(s)
- Michael Wainberg
- Centre for Addiction and Mental Health, 250 College Street, Toronto, M5T 1R8, Canada
| | - Shea J Andrews
- Department of Psychiatry & Behavioral Sciences, University of California San Francisco, San Francisco, 94143, USA
| | - Shreejoy J Tripathy
- Centre for Addiction and Mental Health, 250 College Street, Toronto, M5T 1R8, Canada.
- Institute of Medical Sciences, University of Toronto, Toronto, M5S 1A8, Canada.
- Department of Psychiatry, University of Toronto, Toronto, M5T 1R8, Canada.
- Department of Physiology, University of Toronto, Toronto, M5S 1A8, Canada.
| |
Collapse
|
19
|
Genetics of Multiple System Atrophy and Progressive Supranuclear Palsy: A Systemized Review of the Literature. Int J Mol Sci 2023; 24:ijms24065281. [PMID: 36982356 PMCID: PMC10048872 DOI: 10.3390/ijms24065281] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Revised: 02/25/2023] [Accepted: 03/06/2023] [Indexed: 03/12/2023] Open
Abstract
Multiple system atrophy (MSA) and progressive supranuclear palsy (PSP) are uncommon multifactorial atypical Parkinsonian syndromes, expressed by various clinical features. MSA and PSP are commonly considered sporadic neurodegenerative disorders; however, our understanding is improving of their genetic framework. The purpose of this study was to critically review the genetics of MSA and PSP and their involvement in the pathogenesis. A systemized literature search of PubMed and MEDLINE was performed up to 1 January 2023. Narrative synthesis of the results was undertaken. In total, 43 studies were analyzed. Although familial MSA cases have been reported, the hereditary nature could not be demonstrated. COQ2 mutations were involved in familial and sporadic MSA, without being reproduced in various clinical populations. In terms of the genetics of the cohort, synuclein alpha (SNCA) polymorphisms were correlated with an elevated likelihood of manifesting MSA in Caucasians, but a causal effect relationship could not be demonstrated. Fifteen MAPT mutations were linked with PSP. Leucine-rich repeat kinase 2 (LRRK2) is an infrequent monogenic mutation of PSP. Dynactin subunit 1 (DCTN1) mutations may imitate the PSP phenotype. GWAS have noted many risk loci of PSP (STX6 and EIF2AK3), suggesting pathogenetic mechanisms related to PSP. Despite the limited evidence, it seems that genetics influence the susceptibility to MSA and PSP. MAPT mutations result in the MSA and PSP pathologies. Further studies are crucial to elucidate the pathogeneses of MSA and PSP, which will support efforts to develop novel drug options.
Collapse
|
20
|
Anderson AG, Rogers BB, Loupe JM, Rodriguez-Nunez I, Roberts SC, White LM, Brazell JN, Bunney WE, Bunney BG, Watson SJ, Cochran JN, Myers RM, Rizzardi LF. Single nucleus multiomics identifies ZEB1 and MAFB as candidate regulators of Alzheimer's disease-specific cis-regulatory elements. CELL GENOMICS 2023; 3:100263. [PMID: 36950385 PMCID: PMC10025452 DOI: 10.1016/j.xgen.2023.100263] [Citation(s) in RCA: 22] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Revised: 12/06/2022] [Accepted: 01/12/2023] [Indexed: 02/05/2023]
Abstract
Cell type-specific transcriptional differences between brain tissues from donors with Alzheimer's disease (AD) and unaffected controls have been well documented, but few studies have rigorously interrogated the regulatory mechanisms responsible for these alterations. We performed single nucleus multiomics (snRNA-seq plus snATAC-seq) on 105,332 nuclei isolated from cortical tissues from 7 AD and 8 unaffected donors to identify candidate cis-regulatory elements (CREs) involved in AD-associated transcriptional changes. We detected 319,861 significant correlations, or links, between gene expression and cell type-specific transposase accessible regions enriched for active CREs. Among these, 40,831 were unique to AD tissues. Validation experiments confirmed the activity of many regions, including several candidate regulators of APP expression. We identified ZEB1 and MAFB as candidate transcription factors playing important roles in AD-specific gene regulation in neurons and microglia, respectively. Microglia links were globally enriched for heritability of AD risk and previously identified active regulatory regions.
Collapse
Affiliation(s)
| | - Brianne B. Rogers
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
- University of Alabama at Birmingham, Birmingham, AL, USA
| | - Jacob M. Loupe
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
| | | | | | - Lauren M. White
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
| | | | - William E. Bunney
- Department of Psychiatry and Human Behavior, College of Medicine, University of California, Irvine, Irvine, CA, USA
| | - Blynn G. Bunney
- Department of Psychiatry and Human Behavior, College of Medicine, University of California, Irvine, Irvine, CA, USA
| | - Stanley J. Watson
- Mental Health Research Institute, University of Michigan, Ann Arbor, MI, USA
| | | | | | | |
Collapse
|
21
|
Xie S, Chen M, Fang W, Liu S, Wu Q, Liu C, Xing Y, Shi W, Xu M, Zhang M, Chen S, Zeng X, Wang S, Deng W, Tang Q. Diminished arachidonate 5-lipoxygenase perturbs phase separation and transcriptional response of Runx2 to reverse pathological ventricular remodeling. EBioMedicine 2022; 86:104359. [PMID: 36395739 PMCID: PMC9672960 DOI: 10.1016/j.ebiom.2022.104359] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2022] [Revised: 10/26/2022] [Accepted: 10/26/2022] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Arachidonate 5-lipoxygenase (Alox5) belongs to a class of nonheme iron-containing dioxygenases involved in the catalysis of leukotriene biosynthesis. However, the effects of Alox5 itself on pathological cardiac remodeling and heart failure remain elusive. METHODS The role of Alox5 in pathological cardiac remodeling was investigated by Alox5 genetic depletion, AAV9-mediated overexpression in cardiomyocytes, and a bone marrow (BM) transplantation approach. Neonatal rat cardiomyocytes were used to explore the effects of Alox5 in vitro. Molecular and signaling pathways were revealed by CUT &Tag, IP-MS, RNA sequencing and bioinformatic analyses. FINDINGS Untargeted metabolomics showed that serum 5-HETE (a primary product of Alox5) levels were little changed in patients with cardiac hypertrophy, while Alox5 expression was significantly upregulated in murine hypertensive cardiac samples and human cardiac samples of hypertrophy, which prompted us to test whether high Alox5 levels under hypertensive stimuli were directly associated with pathologic myocardium in an enzymatic activity-independent manner. Herein, we revealed that Alox5 deficiency significantly ameliorated transverse aortic constriction (TAC)-induced hypertrophy. Cardiomyocyte-specific Alox5 depletion attenuated hypertensive ventricular remodeling. Conversely, cardiac-specifical Alox5 overexpression showed a pro-hypertrophic cardiac phenotype. Ablation of Alox5 in bone marrow-derived cells did not affect pathological cardiac remodeling and heart failure. Mechanically, Runx2 was identified as a target of Alox5. In this regard, Alox5 PEST domain could directly bind to Runx2 PTS domain, promoting nuclear localization of Runx2 in an enzymatic activity-independent manner, simultaneously contributed to liquid-liquid phase separation (LLPS) of Runx2 at specific domain in the nucleus and increased transcription of EGFR in cardiomyocytes. Runx2 depletion alleviated hypertrophy in Ang II-pretreated Alox5-overexpressing cardiomyocytes. INTERPRETATION Overall, our study demonstrated that targeting Alox5 exerted a protective effect against cardiac remodeling and heart failure under hypertensive stimuli by disturbing LLPS of Runx2 and substantial reduction of EGFR transcription activation in cardiomyocytes. Our findings suggest that negative modulation of Alox5-Runx2 may provide a therapeutic approach against pathological cardiac remodeling and heart failure. FUNDING National Natural Science Foundation of China.
Collapse
Affiliation(s)
- Saiyang Xie
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China,Hubei Key Laboratory of Metabolic and Chronic Diseases, Wuhan, China
| | - Mengya Chen
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China,Hubei Key Laboratory of Metabolic and Chronic Diseases, Wuhan, China
| | - Wenxi Fang
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China,Hubei Key Laboratory of Metabolic and Chronic Diseases, Wuhan, China
| | - Shiqiang Liu
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China,Hubei Key Laboratory of Metabolic and Chronic Diseases, Wuhan, China
| | - Qingqing Wu
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China,Hubei Key Laboratory of Metabolic and Chronic Diseases, Wuhan, China
| | - Chen Liu
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China,Hubei Key Laboratory of Metabolic and Chronic Diseases, Wuhan, China
| | - Yun Xing
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China,Hubei Key Laboratory of Metabolic and Chronic Diseases, Wuhan, China
| | - Wenke Shi
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China,Hubei Key Laboratory of Metabolic and Chronic Diseases, Wuhan, China
| | - Man Xu
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China,Hubei Key Laboratory of Metabolic and Chronic Diseases, Wuhan, China
| | - Min Zhang
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China,Hubei Key Laboratory of Metabolic and Chronic Diseases, Wuhan, China
| | - Si Chen
- Cardiovascular Research Institute of Wuhan University, Wuhan 430060, China
| | - Xiaofeng Zeng
- Cardiovascular Research Institute of Wuhan University, Wuhan 430060, China
| | - Shasha Wang
- Cardiovascular Research Institute of Wuhan University, Wuhan 430060, China
| | - Wei Deng
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China,Hubei Key Laboratory of Metabolic and Chronic Diseases, Wuhan, China,Department of Cardiology, The Fifth Affiliated Hospital of Xinjiang Medical University, Ürümqi, China,Corresponding author. Department of Cardiology, Renmin Hospital of Wuhan University, Jiefang Road 238, Wuhan 430060, China.
| | - Qizhu Tang
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China,Hubei Key Laboratory of Metabolic and Chronic Diseases, Wuhan, China,Corresponding author. Department of Cardiology, Renmin Hospital of Wuhan University, Jiefang Road 238, Wuhan 430060, China.
| |
Collapse
|
22
|
Cooper YA, Teyssier N, Dräger NM, Guo Q, Davis JE, Sattler SM, Yang Z, Patel A, Wu S, Kosuri S, Coppola G, Kampmann M, Geschwind DH. Functional regulatory variants implicate distinct transcriptional networks in dementia. Science 2022; 377:eabi8654. [PMID: 35981026 DOI: 10.1126/science.abi8654] [Citation(s) in RCA: 48] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Predicting the function of noncoding variation is a major challenge in modern genetics. In this study, we used massively parallel reporter assays to screen 5706 variants identified from genome-wide association studies for both Alzheimer's disease (AD) and progressive supranuclear palsy (PSP), identifying 320 functional regulatory variants (frVars) across 27 loci, including the complex 17q21.31 region. We identified and validated multiple risk loci using CRISPR interference or excision, including complement 4 (C4A) and APOC1 in AD and PLEKHM1 and KANSL1 in PSP. Functional variants disrupt transcription factor binding sites converging on enhancers with cell type-specific activity in PSP and AD, implicating a neuronal SP1-driven regulatory network in PSP pathogenesis. These analyses suggest that noncoding genetic risk is driven by common genetic variants through their aggregate activity on specific transcriptional programs.
Collapse
Affiliation(s)
- Yonatan A Cooper
- Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, CA 90095, USA
- Medical Scientist Training Program, David Geffen School of Medicine, University of California, Los Angeles, CA 90095, USA
- Center for Neurobehavioral Genetics, Jane and Terry Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, CA 90095, USA
| | - Noam Teyssier
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA 94158, USA
| | - Nina M Dräger
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA 94158, USA
| | - Qiuyu Guo
- Center for Neurobehavioral Genetics, Jane and Terry Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, CA 90095, USA
| | - Jessica E Davis
- Department of Chemistry and Biochemistry, University of California, Los Angeles, CA 90095, USA
| | - Sydney M Sattler
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA 94158, USA
| | - Zhongan Yang
- Center for Neurobehavioral Genetics, Jane and Terry Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, CA 90095, USA
| | - Abdulsamie Patel
- Center for Neurobehavioral Genetics, Jane and Terry Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, CA 90095, USA
| | - Sarah Wu
- Center for Neurobehavioral Genetics, Jane and Terry Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, CA 90095, USA
| | - Sriram Kosuri
- Department of Chemistry and Biochemistry, University of California, Los Angeles, CA 90095, USA
| | - Giovanni Coppola
- Center for Neurobehavioral Genetics, Jane and Terry Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, CA 90095, USA
- Department of Psychiatry and Biobehavioral Sciences, David Geffen School of Medicine, University of California, Los Angeles, CA 90095, USA
| | - Martin Kampmann
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA 94158, USA
- Department of Biochemistry and Biophysics, University of California, San Francisco, CA 94143, USA
| | - Daniel H Geschwind
- Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, CA 90095, USA
- Program in Neurogenetics, Department of Neurology, University of California, Los Angeles, CA 90095, USA
- Center for Autism Research and Treatment, Jane and Terry Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, CA 90095, USA
- Institute of Precision Health, University of California, Los Angeles, CA 90095, USA
| |
Collapse
|
23
|
Rodríguez-Fernández B, Domingo Gispert J, Guigo R, Navarro A, Vilor-Tejedor N, Crous-Bou M. Genetically predicted Telomere Length and its relationship with Neurodegenerative diseases and Life Expectancy. Comput Struct Biotechnol J 2022; 20:4251-4256. [PMID: 36051868 PMCID: PMC9399257 DOI: 10.1016/j.csbj.2022.08.006] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Revised: 08/03/2022] [Accepted: 08/03/2022] [Indexed: 11/03/2022] Open
Abstract
Inheriting longer telomere length (TL) increases life expectancy. TL is associated with Alzheimer’s disease but no other neurodegenerative diseases. Diverse biological aging mechanisms might be involved in neurodegenerative diseases.
Telomere length (TL) is a biomarker of biological aging. Shorter telomeres have been associated with mortality and increased rates of age-related diseases. However, observational studies are unable to conclude whether TL is causally associated with those outcomes. Mendelian randomization (MR) was developed for assessing causality using genetic variants in epidemiological research. The objective of this study was to test the potential causal role of TL in neurodegenerative disorders and life expectancy through MR analysis. Summary level data were extracted from the most recent genome-wide association studies for TL, Alzheimer’s disease (AD), Parkinson’s disease, Frontotemporal dementia, Amyotrophic Lateral Sclerosis, Progressive Supranuclear Palsy and life expectancy. MR estimates revealed that longer telomeres inferred a protective effect on risk of AD (OR = 0.964; adjusted p-value = 0.039). Moreover, longer telomeres were significantly associated with increased life expectancy (βIVW = 0.011; adjusted p-value = 0.039). Sensitivity analyses suggested evidence for directional pleiotropy in AD analyses. Our results showed that genetically predicted longer TL may increase life expectancy and play a protective causal effect on AD. We did not observe significant causal relationships between longer TL and other neurodegenerative diseases. This suggests that the involvement of TL on specific biological mechanisms might differ between AD and life expectancy, with respect to that in other neurodegenerative diseases. Moreover, the presence of pleiotropy may reflect the complex interplay between TL homeostasis and AD pathophysiology. Further observational studies are needed to confirm these results.
Collapse
|
24
|
Herbst S, Lewis P, Morris H. The emerging role of LRRK2 in tauopathies. Clin Sci (Lond) 2022; 136:1071-1079. [PMID: 35815712 PMCID: PMC9274527 DOI: 10.1042/cs20220067] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2022] [Revised: 05/11/2022] [Accepted: 06/09/2022] [Indexed: 11/25/2022]
Abstract
Parkinson's disease (PD) is conventionally described as an α-synuclein aggregation disorder, defined by Lewy bodies and neurites, and mutations in leucine-rich repeat kinase 2 (LRRK2) are the most common autosomal dominant cause of PD. However, LRRK2 mutations may be associated with diverse pathologies in patients with Parkinson's syndrome including tau pathology resembling progressive supranuclear palsy (PSP). The recent discovery that variation at the LRRK2 locus is associated with the progression of PSP highlights the potential importance of LRRK2 in tauopathies. Here, we review the emerging evidence and discuss the potential impact of LRRK2 dysfunction on tau aggregation, lysosomal function, and endocytosis and exocytosis.
Collapse
Affiliation(s)
- Susanne Herbst
- Department of Comparative Biomedical Sciences, Royal Veterinary College, University of London, London, U.K
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, London, U.K
- Aligning Science Across Parkinson’s (ASAP) Collaborative Research Network, Chevy Chase, MD 20815, U.S.A
| | - Patrick A. Lewis
- Department of Comparative Biomedical Sciences, Royal Veterinary College, University of London, London, U.K
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, London, U.K
- Aligning Science Across Parkinson’s (ASAP) Collaborative Research Network, Chevy Chase, MD 20815, U.S.A
| | - Huw R. Morris
- Aligning Science Across Parkinson’s (ASAP) Collaborative Research Network, Chevy Chase, MD 20815, U.S.A
- Department of Clinical and Movement Neuroscience, UCL Queen Square Institute of Neurology, London, U.K
| |
Collapse
|
25
|
Bowles KR, Pugh DA, Liu Y, Patel T, Renton AE, Bandres-Ciga S, Gan-Or Z, Heutink P, Siitonen A, Bertelsen S, Cherry JD, Karch CM, Frucht SJ, Kopell BH, Peter I, Park YJ, Charney A, Raj T, Crary JF, Goate AM. 17q21.31 sub-haplotypes underlying H1-associated risk for Parkinson's disease are associated with LRRC37A/2 expression in astrocytes. Mol Neurodegener 2022; 17:48. [PMID: 35841044 PMCID: PMC9284779 DOI: 10.1186/s13024-022-00551-x] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2021] [Accepted: 06/21/2022] [Indexed: 01/07/2023] Open
Abstract
BACKGROUND Parkinson's disease (PD) is genetically associated with the H1 haplotype of the MAPT 17q.21.31 locus, although the causal gene and variants underlying this association have not been identified. METHODS To better understand the genetic contribution of this region to PD and to identify novel mechanisms conferring risk for the disease, we fine-mapped the 17q21.31 locus by constructing discrete haplotype blocks from genetic data. We used digital PCR to assess copy number variation associated with PD-associated blocks, and used human brain postmortem RNA-seq data to identify candidate genes that were then further investigated using in vitro models and human brain tissue. RESULTS We identified three novel H1 sub-haplotype blocks across the 17q21.31 locus associated with PD risk. Protective sub-haplotypes were associated with increased LRRC37A/2 copy number and expression in human brain tissue. We found that LRRC37A/2 is a membrane-associated protein that plays a role in cellular migration, chemotaxis and astroglial inflammation. In human substantia nigra, LRRC37A/2 was primarily expressed in astrocytes, interacted directly with soluble α-synuclein, and co-localized with Lewy bodies in PD brain tissue. CONCLUSION These data indicate that a novel candidate gene, LRRC37A/2, contributes to the association between the 17q21.31 locus and PD via its interaction with α-synuclein and its effects on astrocytic function and inflammatory response. These data are the first to associate the genetic association at the 17q21.31 locus with PD pathology, and highlight the importance of variation at the 17q21.31 locus in the regulation of multiple genes other than MAPT and KANSL1, as well as its relevance to non-neuronal cell types.
Collapse
Affiliation(s)
- Kathryn R. Bowles
- 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, Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Derian A. Pugh
- 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, Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Yiyuan Liu
- 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, Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Tulsi Patel
- 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, Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Alan E. Renton
- 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, Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Sara Bandres-Ciga
- Laboratory of Neurogenetics, National Institute On Aging, National Institutes of Health, Bethesda, MD USA
| | - Ziv Gan-Or
- Department of Human Genetics, McGill University, Montréal, Québec Canada
- The Neuro (Montreal Neurological Institute-Hospital), McGill University, Montréal, Québec Canada
- Department of Neurology and Neurosurgery, McGill University, Montréal, Québec Canada
| | - Peter Heutink
- Department for Neurodegenerative Diseases, Hertie Institute for Clinical Brain Research, University of Tübingen, Tübingen, Germany
- German Center for Neurodegenerative Diseases (DZNE), Tübingen, Germany
| | - Ari Siitonen
- Institute of Clinical Medicine, Department of Neurology, University of Oulu, Oulu, Finland
- Department of Neurology and Medical Research Center, Oulu University Hospital, Oulu, Finland
| | - Sarah Bertelsen
- 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, Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Jonathan D. Cherry
- Alzheimer’s Disease and CTE Center, Boston University, Boston University School of Medicine, Boston, MA USA
- Department of Neurology, Boston University School of Medicine, Boston, MA USA
- VA Boston Healthcare System, 150 S. Huntington Avenue, Boston, MA USA
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, MA USA
| | - Celeste M. Karch
- Department of Psychiatry, Washington University in St Louis, St. Louis, MO USA
| | - Steven J. Frucht
- Department of Neurology, Fresco Institute for Parkinson’s and Movement Disorders, New York University Langone, New York, NY USA
| | - Brian H. Kopell
- Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, NY USA
- Center for Neuromodulation, Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Inga Peter
- Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, NY USA
- Institute for Exposomic Research, Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Y. J. Park
- Department of Neurosurgery, 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
| | | | - Alexander Charney
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY USA
- Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, NY USA
- Icahn Genomics Institute, 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
| | - Towfique Raj
- 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, Icahn School of Medicine at Mount Sinai, New York, NY USA
- Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, NY USA
- Estelle and Daniel Maggin Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - John F. Crary
- 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, Icahn School of Medicine at Mount Sinai, New York, NY USA
- Department of Pathology, Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - A. 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, Icahn School of Medicine at Mount Sinai, New York, NY USA
- Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, NY USA
- Estelle and Daniel Maggin Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY USA
| |
Collapse
|
26
|
Genetics of progressive supranuclear palsy in a Chinese population. Neurobiol Dis 2022; 172:105819. [PMID: 35842134 DOI: 10.1016/j.nbd.2022.105819] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2022] [Revised: 05/05/2022] [Accepted: 07/11/2022] [Indexed: 11/20/2022] Open
Abstract
BACKGROUND Genetics plays an important role in progressive supranuclear palsy (PSP) and remains poorly understood. A detailed literature search identified 19 PSP-associated genes: MAPT, LRRK2, LRP10, DCTN1, GRN, NPC1, PARK, TARDBP, TBK1, BSN, GBA, STX6, EIF2AK3, MOBP, DUSP10, SLCO1A2, RUNX2, CXCR4, and APOE. To date, genetic studies on PSP have focused on Caucasian population. The gaps in PSP genetic study on East Asian populations need to be filled. METHODS Exon and flanking regions of the PSP-associated genes were sequenced in 104 patients with PSP and 488 healthy controls. Common variant-based association analysis and gene-based association tests of rare variants were performed using PLINK 1.9 and the sequence kernel association test-optimal, respectively. Additionally, the association of APOE and MAPT genotypes with PSP was evaluated. The above association analyses were repeated among probable PSP patients. Finally, PLINK 1.9 was used to test variants associated with the onset age of PSP. RESULTS A rare non-pathogenic variant of MAPT (c.425C > T,p.A142V) was detected in a PSP patient. No common variants were significantly associated with PSP. In both the rare-variant and the rare-damaging-variant groups, the combined effect for GBA reached statistical significance (p = 1.43 × 10-3, p = 4.98 × 10-4). The result between APOE, MAPT genotypes and PSP risk were inconsistent across all PSP group and probably PSP group. CONCLUSIONS The pathogenic variant in MAPT were uncommon in PSP patients. Moreover, GBA gene was likely to increase the risk of PSP, and GBA-associated diseases were beyond α-synucleinopathies. The association between APOE, MAPT and PSP is still unclear among the non-Caucasian population.
Collapse
|
27
|
Pasquini J, Trogu F, Morelli C, Poletti B, Girotti F, Peverelli S, Brusati A, Ratti A, Ciammola A, Silani V, Ticozzi N. Parkinsonian Syndromes in Motor Neuron Disease: A Clinical Study. Front Aging Neurosci 2022; 14:917706. [PMID: 35832068 PMCID: PMC9271964 DOI: 10.3389/fnagi.2022.917706] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2022] [Accepted: 05/25/2022] [Indexed: 12/01/2022] Open
Abstract
Background Parkinsonian syndromes may rarely occur in motor neuron disease (MND). However, previous studies are heterogeneous and mostly case reports or small case series. Therefore, we aimed to identify and characterize patients with concurrent parkinsonian syndromes extracted from a cohort of 1,042 consecutive cases diagnosed with MND at a tertiary Italian Center. Methods Diagnosis of Parkinson's disease (PD), progressive supranuclear palsy (PSP) and corticobasal syndrome (CBS) was made according to current criteria. Clinical characterization included: upper and lower motor neuron disease features, typical and atypical parkinsonian features, oculomotor disorders, cognitive testing, MRI features, and, when available molecular neuroimaging. Genetic testing was carried out for major MND and PD-associated genes. Results Parkinsonian syndromes were diagnosed in 18/1042 (1.7%) of MND patients (7 PD, 6 PSP, 3 CBS, 2 other parkinsonisms). Based on phenotype, patients could be categorized into amyotrophic lateral sclerosis (ALS)-parkinsonism and primary lateral sclerosis (PLS)-parkinsonism clusters. Across the whole database, parkinsonism was significantly more common in PLS than in other MND phenotypes (12.1 vs. 1.1%, p = 5.0 × 10−10). MND patients with parkinsonian features had older age of onset, higher frequency of oculomotor disorders, cognitive impairment, and family history of parkinsonism or dementia. Two patients showed pathogenic mutations in TARDBP and C9orf72 genes. Conclusion Specific patterns in MND-parkinsonism were observed, with PLS patients often showing atypical parkinsonian syndromes and ALS patients more frequently showing typical PD. Systematic clinical, genetic, and neuropathologic characterization may provide a better understanding of these phenotypes.
Collapse
Affiliation(s)
- Jacopo Pasquini
- Department of Neurology and Laboratory of Neuroscience, Istituto Auxologico Italiano IRCCS, Milan, Italy
- Neurology Residency Program, Università Degli Studi di Milano, Milan, Italy
- Clinical Ageing Research Unit, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Francesca Trogu
- Department of Neurology and Laboratory of Neuroscience, Istituto Auxologico Italiano IRCCS, Milan, Italy
- Neurology Residency Program, Università Degli Studi di Milano, Milan, Italy
| | - Claudia Morelli
- Department of Neurology and Laboratory of Neuroscience, Istituto Auxologico Italiano IRCCS, Milan, Italy
| | - Barbara Poletti
- Department of Neurology and Laboratory of Neuroscience, Istituto Auxologico Italiano IRCCS, Milan, Italy
| | - Floriano Girotti
- Department of Neurology and Laboratory of Neuroscience, Istituto Auxologico Italiano IRCCS, Milan, Italy
| | - Silvia Peverelli
- Department of Neurology and Laboratory of Neuroscience, Istituto Auxologico Italiano IRCCS, Milan, Italy
| | - Alberto Brusati
- Department of Neurology and Laboratory of Neuroscience, Istituto Auxologico Italiano IRCCS, Milan, Italy
- Department of Brain and Behavioral Sciences, Università degli Studi di Pavia, Pavia, Italy
| | - Antonia Ratti
- Department of Neurology and Laboratory of Neuroscience, Istituto Auxologico Italiano IRCCS, Milan, Italy
- Department of Medical Biotechnology and Translational Medicine, Università Degli Studi di Milano, Milan, Italy
| | - Andrea Ciammola
- Department of Neurology and Laboratory of Neuroscience, Istituto Auxologico Italiano IRCCS, Milan, Italy
| | - Vincenzo Silani
- Department of Neurology and Laboratory of Neuroscience, Istituto Auxologico Italiano IRCCS, Milan, Italy
- Department of Pathophysiology and Transplantation, Dino Ferrari Center, Università Degli Studi di Milano, Milan, Italy
| | - Nicola Ticozzi
- Department of Neurology and Laboratory of Neuroscience, Istituto Auxologico Italiano IRCCS, Milan, Italy
- Department of Pathophysiology and Transplantation, Dino Ferrari Center, Università Degli Studi di Milano, Milan, Italy
- *Correspondence: Nicola Ticozzi
| |
Collapse
|
28
|
Lawton M, Tan MM, Ben-Shlomo Y, Baig F, Barber T, Klein JC, Evetts SG, Millin S, Malek N, Grosset K, Barker RA, Williams N, Burn DJ, Foltynie T, Morris HR, Wood N, Grosset DG, Hu MTM. Genetics of validated Parkinson's disease subtypes in the Oxford Discovery and Tracking Parkinson's cohorts. J Neurol Neurosurg Psychiatry 2022; 93:jnnp-2021-327376. [PMID: 35732412 PMCID: PMC9380504 DOI: 10.1136/jnnp-2021-327376] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Accepted: 05/25/2022] [Indexed: 11/04/2022]
Abstract
OBJECTIVES To explore the genetics of four Parkinson's disease (PD) subtypes that have been previously described in two large cohorts of patients with recently diagnosed PD. These subtypes came from a data-driven cluster analysis of phenotypic variables. METHODS We looked at the frequency of genetic mutations in glucocerebrosidase (GBA) and leucine-rich repeat kinase 2 against our subtypes. Then we calculated Genetic Risk Scores (GRS) for PD, multiple system atrophy, progressive supranuclear palsy, Lewy body dementia, and Alzheimer's disease. These GRSs were regressed against the probability of belonging to a subtype in the two independent cohorts and we calculated q-values as an adjustment for multiple testing across four subtypes. We also carried out a Genome-Wide Association Study (GWAS) of belonging to a subtype. RESULTS A severe disease subtype had the highest rates of patients carrying GBA mutations while the mild disease subtype had the lowest rates (p=0.009). Using the GRS, we found a severe disease subtype had a reduced genetic risk of PD (p=0.004 and q=0.015). In our GWAS no individual variants met genome wide significance (<5×10e-8) although four variants require further follow-up, meeting a threshold of <1×10e-6. CONCLUSIONS We have found that four previously defined PD subtypes have different genetic determinants which will help to inform future studies looking at underlying disease mechanisms and pathogenesis in these different subtypes of disease.
Collapse
Affiliation(s)
- Michael Lawton
- Population Health Sciences, University of Bristol Medical School, Bristol, UK
| | - Manuela Mx Tan
- Department of Clinical and Movement Neurosciences, Queen Square Institute of Neurology, University College London, London, UK
- UCL Movement Disorders Centre, University College London, London, UK
| | - Yoav Ben-Shlomo
- Population Health Sciences, University of Bristol Medical School, Bristol, UK
| | - Fahd Baig
- Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK
- Molecular and Clinical Sciences Institute, St. George's University of London, London, UK
| | - Thomas Barber
- Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK
- Oxford Parkinson's Disease Centre, University of Oxford, Oxford, UK
| | - Johannes C Klein
- Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK
- Oxford Parkinson's Disease Centre, University of Oxford, Oxford, UK
| | - Samuel G Evetts
- Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK
- Oxford Parkinson's Disease Centre, University of Oxford, Oxford, UK
| | - Stephanie Millin
- Oxford Parkinson's Disease Centre, University of Oxford, Oxford, UK
- Department of Physiology, Anatomy and Genetics, University of Oxford, Oxford, UK
| | - Naveed Malek
- Department of Neurology, Queen's Hospital, Romford, Essex, UK
| | - Katherine Grosset
- Department of Neurology, Institute of Neurological Sciences, Queen Elizabeth University Hospital and University of Glasgow, Glasgow, UK
| | - Roger A Barker
- Cambridge Centre for Brain Repair, University of Cambridge, Cambridge, UK
| | - Nigel Williams
- Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, UK
| | - David J Burn
- Faculty of Medical Sciences, Newcastle University, Newcastle, UK
| | - Thomas Foltynie
- Department of Clinical and Movement Neurosciences, Queen Square Institute of Neurology, University College London, London, UK
| | - Huw R Morris
- Department of Clinical and Movement Neurosciences, Queen Square Institute of Neurology, University College London, London, UK
- UCL Movement Disorders Centre, University College London, London, UK
| | - Nicholas Wood
- Department of Clinical and Movement Neurosciences, Queen Square Institute of Neurology, University College London, London, UK
| | - Donald G Grosset
- Department of Neurology, Institute of Neurological Sciences, Queen Elizabeth University Hospital and University of Glasgow, Glasgow, UK
| | - Michele Tao-Ming Hu
- Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK
- Oxford Parkinson's Disease Centre, University of Oxford, Oxford, UK
| |
Collapse
|
29
|
Santiago JA, Quinn JP, Potashkin JA. Physical Activity Rewires the Human Brain against Neurodegeneration. Int J Mol Sci 2022; 23:6223. [PMID: 35682902 PMCID: PMC9181322 DOI: 10.3390/ijms23116223] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2022] [Revised: 05/31/2022] [Accepted: 06/01/2022] [Indexed: 02/07/2023] Open
Abstract
Physical activity may offset cognitive decline and dementia, but the molecular mechanisms by which it promotes neuroprotection remain elusive. In the absence of disease-modifying therapies, understanding the molecular effects of physical activity in the brain may be useful for identifying novel targets for disease management. Here we employed several bioinformatic methods to dissect the molecular underpinnings of physical activity in brain health. Network analysis identified 'switch genes' associated with drastic hippocampal transcriptional changes in aged cognitively intact individuals. Switch genes are key genes associated with dramatic transcriptional changes and thus may play a fundamental role in disease pathogenesis. Switch genes are associated with protein processing pathways and the metabolic control of glucose, lipids, and fatty acids. Correlation analysis showed that transcriptional patterns associated with physical activity significantly overlapped and negatively correlated with those of neurodegenerative diseases. Functional analysis revealed that physical activity might confer neuroprotection in Alzheimer's (AD), Parkinson's (PD), and Huntington's (HD) diseases via the upregulation of synaptic signaling pathways. In contrast, in frontotemporal dementia (FTD) its effects are mediated by restoring mitochondrial function and energy precursors. Additionally, physical activity is associated with the downregulation of genes involved in inflammation in AD, neurogenesis in FTD, regulation of growth and transcriptional repression in PD, and glial cell differentiation in HD. Collectively, these findings suggest that physical activity directs transcriptional changes in the brain through different pathways across the broad spectrum of neurodegenerative diseases. These results provide new evidence on the unique and shared mechanisms between physical activity and neurodegenerative diseases.
Collapse
Affiliation(s)
| | | | - Judith A. Potashkin
- Center for Neurodegenerative Diseases and Therapeutics, Cellular and Molecular Pharmacology Department, The Chicago Medical School, Rosalind Franklin University of Medicine and Science, North Chicago, IL 60064, USA
| |
Collapse
|
30
|
Gallo D, Ruiz A, Sánchez-Juan P. Genetic architecture of primary tauopathies. Neuroscience 2022; 518:27-37. [PMID: 35609758 DOI: 10.1016/j.neuroscience.2022.05.022] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2021] [Revised: 04/29/2022] [Accepted: 05/17/2022] [Indexed: 11/26/2022]
Abstract
Primary Tauopathies are a group of diseases defined by the accumulation of Tau, in which the alteration of this protein is the primary driver of the neurodegenerative process. In addition to the classical syndromes (Pick's disease (PiD), progressive supranuclear palsy (PSP), corticobasal degeneration (CBD), and argyrophilic grain disease (AGD)), new entities, like primary age-related Tauopathy (PART), have been recently described. Except for the classical Richardson's syndrome phenotype in PSP, the correlation between the clinical picture of the primary Tauopathies and underlying pathology is poor. This fact has challenged genetic studies. However, thanks to multicenter collaborations, several genome-wide association studies are helping us unravel the genetic structure of these diseases. The most relevant risk factor revealed by these studies is the Tau gene (MAPT), which, in addition to mutations causing rare familial forms, plays a fundamental role in sporadic cases of PSP and CBD in which there is a strong predominance of the H1 and H1c haplotypes. But outside of MAPT, several other genes have been robustly associated with PSP. These findings, pointing towards multifactorial causation, imply the participation of several pathways involving the myelin sheath integrity, the endoplasmic reticulum unfolded protein response, microglia, intracellular vesicle trafficking, or the ubiquitin-proteasome system. Additionally, GWAS show a high degree of genetic overlap across different Tauopathies. This is especially salient between PSP and CBD, but also GWAS studying the recently described PART phenotype shows genetic overlap with genes that promote Tau pathology and with others associated with Alzheimer's disease.
Collapse
|
31
|
Debnath M, Dey S, Sreenivas N, Pal PK, Yadav R. Genetic and Epigenetic Constructs of Progressive Supranuclear Palsy. Ann Neurosci 2022; 29:177-188. [PMID: 36419517 PMCID: PMC9676335 DOI: 10.1177/09727531221089396] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2021] [Accepted: 01/20/2022] [Indexed: 10/16/2023] Open
Abstract
BACKGROUND Progressive supranuclear palsy (PSP) is a rapidly progressive primary tauopathy characterized by vertical gaze palsy, postural instability, and mild dementia. PSP shows high clinical and pathologic heterogeneity. Although a few risk factors exist, such as advanced age and environmental toxins, the precise etiology remains largely elusive. Compelling evidence now suggests that genetic background plays a pivotal role in the pathogenetic pathways of PSP. Notably, PSP is genetically and phenotypically a complex disorder. Given the tau pathology, several studies in the past have identified microtubule-associated protein tau (MAPT) gene mutations/variations and its haplotype as the major genetic risk factor of PSP, both in the sporadic and the familial forms. Subsequently, genome-wide association studies (GWAS) also identified several novel risk variants. However, these genetic risk determinants fail to explain the pathogenetic basis of PSP and its phenotypic spectrum in majority of the cases. Some genetic variants are known to confer the risk, while others seem to act as modifier genes. SUMMARY Besides the complex genetic basis of PSP, the pathobiological mechanisms, differential diagnosis, and management of patients with PSP have further been complicated by genetic conditions that mimic the phenotypes of PSP. This is now becoming increasingly apparent that interactions between genetic and environmental factors significantly contribute to PSP development. Further, the effect of environmental factors seems to be mediated through epigenetic modifications. KEY MESSAGE Herein, we provide a comprehensive overview of the genetic and epigenetic constructs of PSP and highlight the relevance of genetic and epigenetic findings in the pathobiology of PSP.
Collapse
Affiliation(s)
- Monojit Debnath
- Department of Human Genetics, National Institute of Mental Health and Neurosciences (NIMHANS), Bengaluru, Karnataka, India
- These two authors have contributed equally
| | - Saikat Dey
- Department of Human Genetics, National Institute of Mental Health and Neurosciences (NIMHANS), Bengaluru, Karnataka, India
- These two authors have contributed equally
| | - Nikhitha Sreenivas
- Department of Human Genetics, National Institute of Mental Health and Neurosciences (NIMHANS), Bengaluru, Karnataka, India
| | - Pramod Kumar Pal
- Department of Neurology, National Institute of Mental Health and Neurosciences (NIMHANS), Bengaluru, Karnataka, India
| | - Ravi Yadav
- Department of Neurology, National Institute of Mental Health and Neurosciences (NIMHANS), Bengaluru, Karnataka, India
| |
Collapse
|
32
|
Vialle RA, de Paiva Lopes K, Bennett DA, Crary JF, Raj T. Integrating whole-genome sequencing with multi-omic data reveals the impact of structural variants on gene regulation in the human brain. Nat Neurosci 2022; 25:504-514. [PMID: 35288716 PMCID: PMC9245608 DOI: 10.1038/s41593-022-01031-7] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2021] [Accepted: 02/07/2022] [Indexed: 11/09/2022]
Abstract
Structural variants (SVs), genomic rearrangements of >50 bp, are an important source of genetic diversity and have been linked to many diseases. However, it remains unclear how they modulate human brain function and disease risk. Here, we report 170,996 SVs discovered using 1,760 short-read whole genomes from aged adults and Alzheimer’s disease individuals. By applying quantitative trait locus (SV-xQTL) analyses, we quantified the impact of cis-acting SVs on histone modifications, gene expression, splicing, and protein abundance in post-mortem brain tissues. More than 3,200 SVs were associated with at least one molecular phenotype. We found reproducibility of 65–99% SV-eQTLs across cohorts and brain regions. SV associations with mRNA and proteins shared the same direction of effect in more than 87% of SV-gene pairs. Mediation analysis showed ~8% of SV-eQTLs mediated by histone acetylation, and ~11% by splicing. Additionally, associations of SVs with progressive supranuclear palsy identified previously known and novel SVs.
Collapse
Affiliation(s)
- Ricardo A Vialle
- 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 Institute for Data Science and Genomic Technology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Estelle and Daniel Maggin Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Katia de Paiva Lopes
- 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 Institute for Data Science and Genomic Technology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Estelle and Daniel Maggin Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - John F Crary
- 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 Pathology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Towfique Raj
- 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 Institute for Data Science and Genomic Technology, Icahn School of Medicine at Mount Sinai, New York, NY, USA. .,Estelle and Daniel Maggin Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
| |
Collapse
|
33
|
Siokas V, Aloizou A, Liampas I, Bakirtzis C, Tsouris Z, Sgantzos M, Liakos P, Bogdanos DP, Hadjigeorgiou GM, Dardiotis E. Myelin-associated oligodendrocyte basic protein rs616147 polymorphism as a risk factor for Parkinson's disease. Acta Neurol Scand 2022; 145:223-228. [PMID: 34694630 DOI: 10.1111/ane.13538] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2021] [Revised: 09/25/2021] [Accepted: 09/30/2021] [Indexed: 12/13/2022]
Abstract
BACKGROUND The rs616147 polymorphism of the myelin-associated oligodendrocyte basic protein (MOBP) gene locus has been associated with amyotrophic lateral sclerosis (ALS). ALS and Parkinson's disease (PD) are two common neurodegenerative disorders that share features regarding their etiology, pathophysiology, and genetic backgrounds. While the MOBP rs616147 polymorphism has been associated with ALS, little is known about its role in PD. OBJECTIVE To assess the role of MOBP rs616147 on PD risk. METHODS This case-control comparison study consists of 358 PD-affected cases and 358 controls from the Neurology Clinic of the University Hospital of Larissa, University of Thessaly, Faculty of Medicine, in Greece. The diagnosis of PD was made by a specialist neurologist according to the UK Parkinson's Disease Society Brain Bank's clinical criteria. All the participants were genotyped for the MOBP rs616147. Furthermore, in order to validate our results, we genotyped 327 patients with Alzheimer's disease (AD) for MOBP rs616147 and compared them with the control group. RESULTS According to the univariate analysis, there was a significant association between rs616147 and PD in the dominant (OR [95% C.I.] = 0.70 [0.52-0.94], p = .018), the overdominant (OR [95% C.I.] = 0.68 [0.50-0.92], p = .011), and in the codominant (G/A VS G/G; OR [95% C.I.] = 0.66 [0.48-0.91], p = .035) modes of inheritance. In contrast, there was no association between the MOBP rs616147 polymorphism and AD. CONCLUSIONS We provide preliminary results associating MOBP rs616147 genetic variant with PD.
Collapse
Affiliation(s)
- Vasileios Siokas
- Laboratory of Neurogenetics Department of Neurology University Hospital of Larissa Faculty of Medicine School of Health Sciences Larissa Greece
| | - Athina‐Maria Aloizou
- Laboratory of Neurogenetics Department of Neurology University Hospital of Larissa Faculty of Medicine School of Health Sciences Larissa Greece
| | - Ioannis Liampas
- Laboratory of Neurogenetics Department of Neurology University Hospital of Larissa Faculty of Medicine School of Health Sciences Larissa Greece
| | - Christos Bakirtzis
- B' Department of Neurology Multiple Sclerosis Center AHEPA University Hospital Aristotle University of Thessaloniki Thessaloniki Greece
| | - Zisis Tsouris
- Laboratory of Neurogenetics Department of Neurology University Hospital of Larissa Faculty of Medicine School of Health Sciences Larissa Greece
| | - Markos Sgantzos
- Laboratory of Neurogenetics Department of Neurology University Hospital of Larissa Faculty of Medicine School of Health Sciences Larissa Greece
| | - Panagiotis Liakos
- Laboratory of Biochemistry Faculty of Medicine University of Thessaly Larissa Greece
| | - Dimitrios P. Bogdanos
- Faculty of Medicine Department of Rheumatology and Clinical Immunology University General Hospital of Larissa School of Health Sciences University of Thessaly Larissa Greece
| | - Georgios M. Hadjigeorgiou
- Laboratory of Neurogenetics Department of Neurology University Hospital of Larissa Faculty of Medicine School of Health Sciences Larissa Greece
- Department of Neurology Medical School University of Cyprus Nicosia Cyprus
| | - Efthimios Dardiotis
- Laboratory of Neurogenetics Department of Neurology University Hospital of Larissa Faculty of Medicine School of Health Sciences Larissa Greece
| |
Collapse
|
34
|
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] [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.
Collapse
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.
| |
Collapse
|
35
|
van Rheenen W, van der Spek RAA, Bakker MK, van Vugt JJFA, Hop PJ, Zwamborn RAJ, de Klein N, Westra HJ, Bakker OB, Deelen P, Shireby G, Hannon E, Moisse M, Baird D, Restuadi R, Dolzhenko E, Dekker AM, Gawor K, Westeneng HJ, Tazelaar GHP, van Eijk KR, Kooyman M, Byrne RP, Doherty M, Heverin M, Al Khleifat A, Iacoangeli A, Shatunov A, Ticozzi N, Cooper-Knock J, Smith BN, Gromicho M, Chandran S, Pal S, Morrison KE, Shaw PJ, Hardy J, Orrell RW, Sendtner M, Meyer T, Başak N, van der Kooi AJ, Ratti A, Fogh I, Gellera C, Lauria G, Corti S, Cereda C, Sproviero D, D'Alfonso S, Sorarù G, Siciliano G, Filosto M, Padovani A, Chiò A, Calvo A, Moglia C, Brunetti M, Canosa A, Grassano M, Beghi E, Pupillo E, Logroscino G, Nefussy B, Osmanovic A, Nordin A, Lerner Y, Zabari M, Gotkine M, Baloh RH, Bell S, Vourc'h P, Corcia P, Couratier P, Millecamps S, Meininger V, Salachas F, Mora Pardina JS, Assialioui A, Rojas-García R, Dion PA, Ross JP, Ludolph AC, Weishaupt JH, Brenner D, Freischmidt A, Bensimon G, Brice A, Durr A, Payan CAM, Saker-Delye S, Wood NW, Topp S, Rademakers R, Tittmann L, Lieb W, Franke A, Ripke S, Braun A, Kraft J, Whiteman DC, Olsen CM, Uitterlinden AG, Hofman A, Rietschel M, Cichon S, Nöthen MM, Amouyel P, Traynor BJ, Singleton AB, Mitne Neto M, Cauchi RJ, Ophoff RA, Wiedau-Pazos M, Lomen-Hoerth C, van Deerlin VM, Grosskreutz J, Roediger A, Gaur N, Jörk A, Barthel T, Theele E, Ilse B, Stubendorff B, Witte OW, Steinbach R, Hübner CA, Graff C, Brylev L, Fominykh V, Demeshonok V, Ataulina A, Rogelj B, Koritnik B, Zidar J, Ravnik-Glavač M, Glavač D, Stević Z, Drory V, Povedano M, Blair IP, Kiernan MC, Benyamin B, Henderson RD, Furlong S, Mathers S, McCombe PA, Needham M, Ngo ST, Nicholson GA, Pamphlett R, Rowe DB, Steyn FJ, Williams KL, Mather KA, Sachdev PS, Henders AK, Wallace L, de Carvalho M, Pinto S, Petri S, Weber M, Rouleau GA, Silani V, Curtis CJ, Breen G, Glass JD, Brown RH, Landers JE, Shaw CE, Andersen PM, Groen EJN, van Es MA, Pasterkamp RJ, Fan D, Garton FC, McRae AF, Davey Smith G, Gaunt TR, Eberle MA, Mill J, McLaughlin RL, Hardiman O, Kenna KP, Wray NR, Tsai E, Runz H, Franke L, Al-Chalabi A, Van Damme P, van den Berg LH, Veldink JH. Common and rare variant association analyses in amyotrophic lateral sclerosis identify 15 risk loci with distinct genetic architectures and neuron-specific biology. Nat Genet 2021; 53:1636-1648. [PMID: 34873335 PMCID: PMC8648564 DOI: 10.1038/s41588-021-00973-1] [Citation(s) in RCA: 188] [Impact Index Per Article: 62.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2021] [Accepted: 10/18/2021] [Indexed: 02/01/2023]
Abstract
Amyotrophic lateral sclerosis (ALS) is a fatal neurodegenerative disease with a lifetime risk of one in 350 people and an unmet need for disease-modifying therapies. We conducted a cross-ancestry genome-wide association study (GWAS) including 29,612 patients with ALS and 122,656 controls, which identified 15 risk loci. When combined with 8,953 individuals with whole-genome sequencing (6,538 patients, 2,415 controls) and a large cortex-derived expression quantitative trait locus (eQTL) dataset (MetaBrain), analyses revealed locus-specific genetic architectures in which we prioritized genes either through rare variants, short tandem repeats or regulatory effects. ALS-associated risk loci were shared with multiple traits within the neurodegenerative spectrum but with distinct enrichment patterns across brain regions and cell types. Of the environmental and lifestyle risk factors obtained from the literature, Mendelian randomization analyses indicated a causal role for high cholesterol levels. The combination of all ALS-associated signals reveals a role for perturbations in vesicle-mediated transport and autophagy and provides evidence for cell-autonomous disease initiation in glutamatergic neurons.
Collapse
Affiliation(s)
- Wouter van Rheenen
- Department of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands.
| | - Rick A A van der Spek
- Department of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Mark K Bakker
- Department of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Joke J F A van Vugt
- Department of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Paul J Hop
- Department of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Ramona A J Zwamborn
- Department of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Niek de Klein
- Department of Genetics, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Harm-Jan Westra
- Department of Genetics, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Olivier B Bakker
- Department of Genetics, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Patrick Deelen
- Department of Genetics, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
- Department of Genetics, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Gemma Shireby
- University of Exeter Medical School, College of Medicine and Health, University of Exeter, Exeter, UK
| | - Eilis Hannon
- University of Exeter Medical School, College of Medicine and Health, University of Exeter, Exeter, UK
| | - Matthieu Moisse
- Department of Neurosciences, Experimental Neurology and Leuven Brain Institute (LBI), KU Leuven-University of Leuven, Leuven, Belgium
- Laboratory of Neurobiology, VIB, Center for Brain & Disease Research, Leuven, Belgium
- Department of Neurology, University Hospitals Leuven, Leuven, Belgium
| | - Denis Baird
- Translational Biology, Biogen, Boston, MA, USA
- MRC Integrative Epidemiology Unit (IEU), Population Health Sciences, University of Bristol, Bristol, UK
| | - Restuadi Restuadi
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | | | - Annelot M Dekker
- Department of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Klara Gawor
- Department of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Henk-Jan Westeneng
- Department of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Gijs H P Tazelaar
- Department of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Kristel R van Eijk
- Department of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Maarten Kooyman
- Department of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Ross P Byrne
- Complex Trait Genomics Laboratory, Smurfit Institute of Genetics, Trinity College Dublin, Dublin, Ireland
| | - Mark Doherty
- Complex Trait Genomics Laboratory, Smurfit Institute of Genetics, Trinity College Dublin, Dublin, Ireland
| | - Mark Heverin
- Academic Unit of Neurology, Trinity Biomedical Sciences Institute, Trinity College Dublin, Dublin, Ireland
| | - Ahmad Al Khleifat
- Maurice Wohl Clinical Neuroscience Institute, Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Alfredo Iacoangeli
- Maurice Wohl Clinical Neuroscience Institute, Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- Department of Biostatistics and Health Informatics, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- National Institute for Health Research Biomedical Research Centre and Dementia Unit, South London and Maudsley NHS Foundation Trust and King's College London, London, UK
| | - Aleksey Shatunov
- Maurice Wohl Clinical Neuroscience Institute, Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Nicola Ticozzi
- Department of Neurology, Stroke Unit and Laboratory of Neuroscience, Istituto Auxologico Italiano IRCCS, Milan, Italy
- Department of Pathophysiology and Transplantation, 'Dino Ferrari' Center, Università degli Studi di Milano, Milan, Italy
| | - Johnathan Cooper-Knock
- Sheffield Institute for Translational Neuroscience (SITraN), University of Sheffield, Sheffield, UK
| | - Bradley N Smith
- Maurice Wohl Clinical Neuroscience Institute, Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Marta Gromicho
- Instituto de Fisiologia, Instituto de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
| | - Siddharthan Chandran
- Euan MacDonald Centre for Motor Neurone Disease Research, Edinburgh, UK
- UK Dementia Research Institute, University of Edinburgh, Edinburgh, UK
| | - Suvankar Pal
- Euan MacDonald Centre for Motor Neurone Disease Research, Edinburgh, UK
- UK Dementia Research Institute, University of Edinburgh, Edinburgh, UK
| | - Karen E Morrison
- School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Belfast, UK
| | - Pamela J Shaw
- Sheffield Institute for Translational Neuroscience (SITraN), University of Sheffield, Sheffield, UK
| | - John Hardy
- Department of Molecular Neuroscience, Institute of Neurology, University College London, London, UK
| | - Richard W Orrell
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, University College London, London, UK
| | - Michael Sendtner
- Institute of Clinical Neurobiology, University Hospital Würzburg, Würzburg, Germany
| | - Thomas Meyer
- Charité University Hospital, Humboldt University, Berlin, Germany
| | - Nazli Başak
- Koç University, School of Medicine, KUTTAM-NDAL, Istanbul, Turkey
| | | | - Antonia Ratti
- Department of Neurology, Stroke Unit and Laboratory of Neuroscience, Istituto Auxologico Italiano IRCCS, Milan, Italy
- Department of Medical Biotechnology and Translational Medicine, Università degli Studi di Milano, Milan, Italy
| | - Isabella Fogh
- Maurice Wohl Clinical Neuroscience Institute, Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Cinzia Gellera
- Unit of Medical Genetics and Neurogenetics, Fondazione IRCCS Istituto Neurologico 'Carlo Besta', Milan, Italy
| | - Giuseppe Lauria
- 3rd Neurology Unit, Motor Neuron Diseases Center, Fondazione IRCCS Istituto Neurologico 'Carlo Besta', MIlan, Italy
- Department of Medical Biotechnology and Translational Medicine, University of Milan, Milan, Italy
| | - Stefania Corti
- Department of Pathophysiology and Transplantation, 'Dino Ferrari' Center, Università degli Studi di Milano, Milan, Italy
- Neurology Unit, IRCCS Foundation Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Cristina Cereda
- Genomic and Post-Genomic Center, IRCCS Mondino Foundation, Pavia, Italy
| | - Daisy Sproviero
- Genomic and Post-Genomic Center, IRCCS Mondino Foundation, Pavia, Italy
| | - Sandra D'Alfonso
- Department of Health Sciences, University of Eastern Piedmont, Novara, Italy
| | - Gianni Sorarù
- Department of Neurosciences, University of Padova, Padova, Italy
| | - Gabriele Siciliano
- Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Massimiliano Filosto
- Department of Clinical and Experimental Sciences, University of Brescia, Brescia, Italy
| | - Alessandro Padovani
- Department of Clinical and Experimental Sciences, University of Brescia, Brescia, Italy
| | - Adriano Chiò
- 'Rita Levi Montalcini' Department of Neuroscience, ALS Centre, University of Torino, Turin, Italy
- Neurologia 1, Azienda Ospedaliero Universitaria Città della Salute e della Scienza, Turin, Italy
| | - Andrea Calvo
- 'Rita Levi Montalcini' Department of Neuroscience, ALS Centre, University of Torino, Turin, Italy
- Neurologia 1, Azienda Ospedaliero Universitaria Città della Salute e della Scienza, Turin, Italy
| | - Cristina Moglia
- 'Rita Levi Montalcini' Department of Neuroscience, ALS Centre, University of Torino, Turin, Italy
- Neurologia 1, Azienda Ospedaliero Universitaria Città della Salute e della Scienza, Turin, Italy
| | - Maura Brunetti
- 'Rita Levi Montalcini' Department of Neuroscience, ALS Centre, University of Torino, Turin, Italy
| | - Antonio Canosa
- 'Rita Levi Montalcini' Department of Neuroscience, ALS Centre, University of Torino, Turin, Italy
- Neurologia 1, Azienda Ospedaliero Universitaria Città della Salute e della Scienza, Turin, Italy
| | - Maurizio Grassano
- 'Rita Levi Montalcini' Department of Neuroscience, ALS Centre, University of Torino, Turin, Italy
| | - Ettore Beghi
- Laboratory of Neurological Diseases, Department of Neuroscience, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy
| | - Elisabetta Pupillo
- Laboratory of Neurological Diseases, Department of Neuroscience, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy
| | - Giancarlo Logroscino
- Department of Clinical Research in Neurology, University of Bari at 'Pia Fondazione Card G. Panico' Hospital, Bari, Italy
| | - Beatrice Nefussy
- Neuromuscular Diseases Unit, Department of Neurology, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Alma Osmanovic
- Department of Neurology, Hannover Medical School, Hannover, Germany
- Essener Zentrum für Seltene Erkrankungen (EZSE), University Hospital Essen, Essen, Germany
| | - Angelica Nordin
- Department of Clinical Sciences, Neurosciences, Umeå University, Umeå, Sweden
| | - Yossef Lerner
- Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel
- Department of Neurology, the Agnes Ginges Center for Human Neurogenetics, Hadassah Medical Center, Jerusalem, Israel
| | - Michal Zabari
- Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel
- Department of Neurology, the Agnes Ginges Center for Human Neurogenetics, Hadassah Medical Center, Jerusalem, Israel
| | - Marc Gotkine
- Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel
- Department of Neurology, the Agnes Ginges Center for Human Neurogenetics, Hadassah Medical Center, Jerusalem, Israel
| | - Robert H Baloh
- Center for Neural Science and Medicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA
- Department of Neurology, Neuromuscular Division, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Shaughn Bell
- Center for Neural Science and Medicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA
- Department of Neurology, Neuromuscular Division, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Patrick Vourc'h
- Service de Biochimie et Biologie Moléculaire, CHU de Tours, Tours, France
- UMR 1253, Université de Tours, Inserm, Tours, France
| | - Philippe Corcia
- UMR 1253, Université de Tours, Inserm, Tours, France
- Centre de référence sur la SLA, CHU de Tours, Tours, France
| | - Philippe Couratier
- Centre de référence sur la SLA, CHRU de Limoges, Limoges, France
- UMR 1094, Université de Limoges, Inserm, Limoges, France
| | - Stéphanie Millecamps
- ICM, Institut du Cerveau, Inserm, CNRS, Sorbonne Université, Hôpital Pitié-Salpêtrière, Paris, France
| | | | - François Salachas
- ICM, Institut du Cerveau, Inserm, CNRS, Sorbonne Université, Hôpital Pitié-Salpêtrière, Paris, France
- Département de Neurologie, Centre de référence SLA Ile de France, Hôpital de la Pitié-Salpêtrière, AP-HP, Paris, France
| | | | - Abdelilah Assialioui
- Functional Unit of Amyotrophic Lateral Sclerosis (UFELA), Service of Neurology, Bellvitge University Hospital, L'Hospitalet de Llobregat, Barcelona, Spain
| | - Ricardo Rojas-García
- MND Clinic, Neurology Department, Hospital de la Santa Creu i Sant Pau de Barcelona, Universitat Autonoma de Barcelona, Barcelona, Spain
| | - Patrick A Dion
- Montreal Neurological Institute and Hospital, McGill University, Montreal, Quebec, Canada
- Department of Neurology and Neurosurgery, McGill University, Montreal, Quebec, Canada
| | - Jay P Ross
- Montreal Neurological Institute and Hospital, McGill University, Montreal, Quebec, Canada
- Department of Human Genetics, McGill University, Montreal, Quebec, Canada
| | | | - Jochen H Weishaupt
- Division of Neurodegeneration, Department of Neurology, University Medicine Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - David Brenner
- Division of Neurodegeneration, Department of Neurology, University Medicine Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Axel Freischmidt
- Department of Neurology, Ulm University, Ulm, Germany
- German Center for Neurodegenerative Diseases (DZNE) Ulm, Ulm, Germany
| | - Gilbert Bensimon
- Département de Pharmacologie Clinique, Hôpital de la Pitié-Salpêtrière, UPMC Pharmacologie, AP-HP, Paris, France
- Pharmacologie Sorbonne Université, Paris, France
- Institut du Cerveau, Paris Brain Institute ICM, Paris, France
- Laboratoire de Biostatistique, Epidémiologie Clinique, Santé Publique Innovation et Méthodologie (BESPIM), CHU-Nîmes, Nîmes, France
| | - Alexis Brice
- Sorbonne Université, Paris Brain Institute, APHP, INSERM, CNRS, Hôpital de la Pitié Salpêtrière, Paris, France
| | - Alexandra Durr
- Sorbonne Université, Paris Brain Institute, APHP, INSERM, CNRS, Hôpital de la Pitié Salpêtrière, Paris, France
| | - Christine A M Payan
- Département de Pharmacologie Clinique, Hôpital de la Pitié-Salpêtrière, UPMC Pharmacologie, AP-HP, Paris, France
| | | | - Nicholas W Wood
- Department of Clinical and Movement Neuroscience, UCL Institute of Neurology, Queen Square, London, UK
| | - Simon Topp
- Maurice Wohl Clinical Neuroscience Institute, Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Rosa Rademakers
- Department of Neuroscience, Mayo Clinic College of Medicine, Jacksonville, FL, USA
| | - Lukas Tittmann
- Popgen Biobank and Institute of Epidemiology, Christian Albrechts-University Kiel, Kiel, Germany
| | - Wolfgang Lieb
- Popgen Biobank and Institute of Epidemiology, Christian Albrechts-University Kiel, Kiel, Germany
| | - Andre Franke
- Institute of Clinical Molecular Biology, Kiel University, Kiel, Germany
| | - Stephan Ripke
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin, Berlin, Germany
| | - Alice Braun
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin, Berlin, Germany
| | - Julia Kraft
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin, Berlin, Germany
| | - David C Whiteman
- Cancer Control Group, QIMR Berghofer Medical Research Institute, Herston, Queensland, Australia
| | - Catherine M Olsen
- Cancer Control Group, QIMR Berghofer Medical Research Institute, Herston, Queensland, Australia
| | - Andre G Uitterlinden
- Department of Internal Medicine, Genetics Laboratory, Erasmus Medical Center Rotterdam, Rotterdam, the Netherlands
- Department of Epidemiology, Erasmus Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Albert Hofman
- Department of Epidemiology, Erasmus Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Marcella Rietschel
- Medical Faculty Mannheim, University of Heidelberg, Heidelberg, Germany
- Central Institute of Mental Health, Mannheim, Germany
| | - Sven Cichon
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Department of Genomics, Life and Brain Center, Bonn, Germany
- Division of Medical Genetics, University Hospital Basel and Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Neuroscience and Medicine INM-1, Research Center Juelich, Juelich, Germany
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Department of Genomics, Life and Brain Center, Bonn, Germany
| | - Philippe Amouyel
- INSERM UMR1167-RID-AGE LabEx DISTALZ-Risk Factors and Molecular Determinants of Aging-Related Diseases, University of Lille, Centre Hospitalier of the University of Lille, Institut Pasteur de Lille, Lille, France
| | - Bryan J Traynor
- Neuromuscular Diseases Research Section, Laboratory of Neurogenetics, National Institute on Aging, NIH, Porter Neuroscience Research Center, Bethesda, MD, USA
- Department of Neurology, Johns Hopkins University, Baltimore, MD, USA
| | - Andrew B Singleton
- Molecular Genetics Section, Laboratory of Neurogenetics, National Institute on Aging, NIH, Porter Neuroscience Research Center, Bethesda, MD, USA
| | | | - Ruben J Cauchi
- Centre for Molecular Medicine and Biobanking and Department of Physiology and Biochemistry, Faculty of Medicine and Surgery, University of Malta, Msida, Malta
| | - Roel A Ophoff
- University Medical Center Utrecht, Department of Psychiatry, Rudolf Magnus Institute of Neuroscience, Utrecht, the Netherlands
- Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, CA, USA
- Center for Neurobehavioral Genetics, Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, CA, USA
| | - Martina Wiedau-Pazos
- Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, CA, USA
| | | | - Vivianna M van Deerlin
- Center for Neurodegenerative Disease Research, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Julian Grosskreutz
- Hans Berger Department of Neurology, Jena University Hospital, Jena, Germany
- Precision Neurology Unit, Department of Neurology, University Hospital Schleswig-Holstein, University of Luebeck, Luebeck, Germany
| | | | - Nayana Gaur
- Hans Berger Department of Neurology, Jena University Hospital, Jena, Germany
| | - Alexander Jörk
- Hans Berger Department of Neurology, Jena University Hospital, Jena, Germany
| | - Tabea Barthel
- Hans Berger Department of Neurology, Jena University Hospital, Jena, Germany
| | - Erik Theele
- Hans Berger Department of Neurology, Jena University Hospital, Jena, Germany
| | - Benjamin Ilse
- Hans Berger Department of Neurology, Jena University Hospital, Jena, Germany
| | | | - Otto W Witte
- Hans Berger Department of Neurology, Jena University Hospital, Jena, Germany
| | - Robert Steinbach
- Hans Berger Department of Neurology, Jena University Hospital, Jena, Germany
| | | | - Caroline Graff
- Department of Geriatric Medicine, Karolinska University Hospital Huddinge, Stockholm, Sweden
| | - Lev Brylev
- Department of Neurology, Bujanov Moscow Clinical Hospital, Moscow, Russia
- Moscow Research and Clinical Center for Neuropsychiatry of the Healthcare Department, Moscow, Russia
- Department of Functional Biochemistry of the Nervous System, Institute of Higher Nervous Activity and Neurophysiology Russian Academy of Sciences, Moscow, Russia
| | - Vera Fominykh
- Department of Neurology, Bujanov Moscow Clinical Hospital, Moscow, Russia
- Department of Functional Biochemistry of the Nervous System, Institute of Higher Nervous Activity and Neurophysiology Russian Academy of Sciences, Moscow, Russia
| | - Vera Demeshonok
- ALS-Care Center, 'GAOORDI', Medical Clinic of the St. Petersburg, St. Petersburg, Russia
| | - Anastasia Ataulina
- Department of Neurology, Bujanov Moscow Clinical Hospital, Moscow, Russia
| | - Boris Rogelj
- Department of Biotechnology, Jožef Stefan Institute, Ljubljana, Slovenia
- Biomedical Research Institute BRIS, Ljubljana, Slovenia
- Faculty of Chemistry and Chemical Technology, University of Ljubljana, Ljubljana, Slovenia
| | - Blaž Koritnik
- Ljubljana ALS Centre, Institute of Clinical Neurophysiology, University Medical Centre Ljubljana, Ljubljana, Slovenia
| | - Janez Zidar
- Ljubljana ALS Centre, Institute of Clinical Neurophysiology, University Medical Centre Ljubljana, Ljubljana, Slovenia
| | - Metka Ravnik-Glavač
- Institute of Biochemistry and Molecular Genetics, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Damjan Glavač
- Department of Molecular Genetics, Institute of Pathology, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Zorica Stević
- Clinic of Neurology, Clinical Center of Serbia, School of Medicine, University of Belgrade, Belgrade, Serbia
| | - Vivian Drory
- Neuromuscular Diseases Unit, Department of Neurology, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Monica Povedano
- Functional Unit of Amyotrophic Lateral Sclerosis (UFELA), Service of Neurology, Bellvitge University Hospital, L'Hospitalet de Llobregat, Barcelona, Spain
| | - Ian P Blair
- Centre for Motor Neuron Disease Research, Faculty of Medicine, Health and Human Sciences, Macquarie University, Sydney, New South Wales, Australia
| | - Matthew C Kiernan
- Brain and Mind Centre, University of Sydney, Sydney, New South Wales, Australia
| | - Beben Benyamin
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
- Australian Centre for Precision Health and Allied Health and Human Performance, University of South Australia, Adelaide, South Australia, Australia
| | - Robert D Henderson
- Centre for Clinical Research, Australian Institute for Bioengineering and Nanotechnology, University of Queensland, Brisbane, Queensland, Australia
- Department of Neurology, Royal Brisbane and Women's Hospital, Brisbane, Queensland, Australia
| | - Sarah Furlong
- Centre for Motor Neuron Disease Research, Faculty of Medicine, Health and Human Sciences, Macquarie University, Sydney, New South Wales, Australia
| | - Susan Mathers
- Calvary Health Care Bethlehem, Parkdale, Victoria, Australia
| | - Pamela A McCombe
- Department of Neurology, Royal Brisbane and Women's Hospital, Brisbane, Queensland, Australia
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia
| | - Merrilee Needham
- Fiona Stanley Hospital, Perth, Western Australia, Australia
- Notre Dame University, Fremantle, Western Australia, Australia
- Centre for Molecular Medicine and Innovative Therapeutics, Health Futures Institute, Murdoch University, Perth, Western Australia, Australia
| | - Shyuan T Ngo
- Centre for Clinical Research, Australian Institute for Bioengineering and Nanotechnology, University of Queensland, Brisbane, Queensland, Australia
- Department of Neurology, Royal Brisbane and Women's Hospital, Brisbane, Queensland, Australia
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia
| | - Garth A Nicholson
- Centre for Motor Neuron Disease Research, Faculty of Medicine, Health and Human Sciences, Macquarie University, Sydney, New South Wales, Australia
- Northcott Neuroscience Laboratory, ANZAC Research Institute, Concord, New South Wales, Australia
- Molecular Medicine Laboratory, Concord Repatriation General Hospital, Concord, New South Wales, Australia
| | - Roger Pamphlett
- Discipline of Pathology and Department of Neuropathology, Brain and Mind Centre, University of Sydney, Sydney, New South Wales, Australia
| | - Dominic B Rowe
- Centre for Motor Neuron Disease Research, Faculty of Medicine, Health and Human Sciences, Macquarie University, Sydney, New South Wales, Australia
| | - Frederik J Steyn
- Department of Neurology, Royal Brisbane and Women's Hospital, Brisbane, Queensland, Australia
- The School of Biomedical Sciences, Faculty of Medicine, University of Queensland, Brisbane, Queensland, Australia
| | - Kelly L Williams
- Centre for Motor Neuron Disease Research, Faculty of Medicine, Health and Human Sciences, Macquarie University, Sydney, New South Wales, Australia
| | - Karen A Mather
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, New South Wales, Australia
- Neuroscience Research Australia Institute, Randwick, New South Wales, Australia
| | - Perminder S Sachdev
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, New South Wales, Australia
- Neuropsychiatric Institute, the Prince of Wales Hospital, UNSW, Randwick, New South Wales, Australia
| | - Anjali K Henders
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | - Leanne Wallace
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | - Mamede de Carvalho
- Instituto de Fisiologia, Instituto de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
| | - Susana Pinto
- Instituto de Fisiologia, Instituto de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
| | - Susanne Petri
- Department of Neurology, Hannover Medical School, Hannover, Germany
| | - Markus Weber
- Neuromuscular Diseases Unit/ALS Clinic, Kantonsspital St. Gallen, St. Gallen, Switzerland
| | - Guy A Rouleau
- Montreal Neurological Institute and Hospital, McGill University, Montreal, Quebec, Canada
- Department of Neurology and Neurosurgery, McGill University, Montreal, Quebec, Canada
- Department of Human Genetics, McGill University, Montreal, Quebec, Canada
| | - Vincenzo Silani
- Department of Neurology, Stroke Unit and Laboratory of Neuroscience, Istituto Auxologico Italiano IRCCS, Milan, Italy
- Department of Pathophysiology and Transplantation, 'Dino Ferrari' Center, Università degli Studi di Milano, Milan, Italy
| | - Charles J Curtis
- Social Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience (IoPPN), King's College London, London, UK
- NIHR BioResource Centre Maudsley, NIHR Maudsley Biomedical Research Centre (BRC) at South London and Maudsley NHS Foundation Trust (SLaM) & Institute of Psychiatry, Psychology and Neuroscience (IoPPN), King's College London, London, UK
| | - Gerome Breen
- Social Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience (IoPPN), King's College London, London, UK
- NIHR BioResource Centre Maudsley, NIHR Maudsley Biomedical Research Centre (BRC) at South London and Maudsley NHS Foundation Trust (SLaM) & Institute of Psychiatry, Psychology and Neuroscience (IoPPN), King's College London, London, UK
| | - Jonathan D Glass
- Department Neurology, Emory University School of Medicine, Atlanta, GA, USA
| | - Robert H Brown
- Department of Neurology, University of Massachusetts Medical School, Worcester, MA, USA
| | - John E Landers
- Department of Neurology, University of Massachusetts Medical School, Worcester, MA, USA
| | - Christopher E Shaw
- Maurice Wohl Clinical Neuroscience Institute, Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Peter M Andersen
- Department of Clinical Sciences, Neurosciences, Umeå University, Umeå, Sweden
| | - Ewout J N Groen
- Department of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Michael A van Es
- Department of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - R Jeroen Pasterkamp
- Department of Translational Neuroscience, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Dongsheng Fan
- Department of Neurology, Third Hospital, Peking University, Beijing, China
| | - Fleur C Garton
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | - Allan F McRae
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | - George Davey Smith
- MRC Integrative Epidemiology Unit (IEU), Population Health Sciences, University of Bristol, Bristol, UK
- Population Health Science, Bristol Medical School, Bristol, UK
| | - Tom R Gaunt
- MRC Integrative Epidemiology Unit (IEU), Population Health Sciences, University of Bristol, Bristol, UK
- Population Health Science, Bristol Medical School, Bristol, UK
| | | | - Jonathan Mill
- University of Exeter Medical School, College of Medicine and Health, University of Exeter, Exeter, UK
| | - Russell L McLaughlin
- Complex Trait Genomics Laboratory, Smurfit Institute of Genetics, Trinity College Dublin, Dublin, Ireland
| | - Orla Hardiman
- Academic Unit of Neurology, Trinity Biomedical Sciences Institute, Trinity College Dublin, Dublin, Ireland
| | - Kevin P Kenna
- Department of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
- Department of Translational Neuroscience, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Naomi R Wray
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia
| | - Ellen Tsai
- Translational Biology, Biogen, Boston, MA, USA
| | - Heiko Runz
- Translational Biology, Biogen, Boston, MA, USA
| | - Lude Franke
- Department of Genetics, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Ammar Al-Chalabi
- Maurice Wohl Clinical Neuroscience Institute, Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- King's College Hospital, London, UK
| | - Philip Van Damme
- Department of Neurosciences, Experimental Neurology and Leuven Brain Institute (LBI), KU Leuven-University of Leuven, Leuven, Belgium
- Laboratory of Neurobiology, VIB, Center for Brain & Disease Research, Leuven, Belgium
- Department of Neurology, University Hospitals Leuven, Leuven, Belgium
| | - Leonard H van den Berg
- Department of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Jan H Veldink
- Department of Neurology, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands.
| |
Collapse
|
36
|
Miyoshi E, Morabito S, Swarup V. Systems biology approaches to unravel the molecular and genetic architecture of Alzheimer's disease and related tauopathies. Neurobiol Dis 2021; 160:105530. [PMID: 34634459 PMCID: PMC8616667 DOI: 10.1016/j.nbd.2021.105530] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2021] [Revised: 08/30/2021] [Accepted: 10/07/2021] [Indexed: 11/19/2022] Open
Abstract
Over the years, genetic studies have identified multiple genetic risk variants associated with neurodegenerative disorders and helped reveal new biological pathways and genes of interest. However, genetic risk variants commonly reside in non-coding regions and may regulate distant genes rather than the nearest gene, as well as a gene's interaction partners in biological networks. Systems biology and functional genomics approaches provide the framework to unravel the functional significance of genetic risk variants in disease. In this review, we summarize the genetic and transcriptomic studies of Alzheimer's disease and related tauopathies and focus on the advantages of performing systems-level analyses to interrogate the biological pathways underlying neurodegeneration. Finally, we highlight new avenues of multi-omics analysis with single-cell approaches, which provide unparalleled opportunities to systematically explore cellular heterogeneity, and present an example of how to integrate publicly available single-cell datasets. Systems-level analysis has illuminated the function of many disease risk genes, but much work remains to study tauopathies and to understand spatiotemporal gene expression changes of specific cell types.
Collapse
Affiliation(s)
- Emily Miyoshi
- Department of Neurobiology and Behavior, University of California, Irvine, CA 92697, USA; Institute for Memory Impairments and Neurological Disorders (MIND), University of California, Irvine, CA 92697, USA
| | - Samuel Morabito
- Institute for Memory Impairments and Neurological Disorders (MIND), University of California, Irvine, CA 92697, USA; Mathematical, Computational and Systems Biology (MCSB) Program, University of California, Irvine, CA 92697, USA
| | - Vivek Swarup
- Department of Neurobiology and Behavior, University of California, Irvine, CA 92697, USA; Institute for Memory Impairments and Neurological Disorders (MIND), University of California, Irvine, CA 92697, USA.
| |
Collapse
|
37
|
Stamelou M, Respondek G, Giagkou N, Whitwell JL, Kovacs GG, Höglinger GU. Evolving concepts in progressive supranuclear palsy and other 4-repeat tauopathies. Nat Rev Neurol 2021; 17:601-620. [PMID: 34426686 DOI: 10.1038/s41582-021-00541-5] [Citation(s) in RCA: 41] [Impact Index Per Article: 13.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/07/2021] [Indexed: 02/07/2023]
Abstract
Tauopathies are classified according to whether tau deposits predominantly contain tau isoforms with three or four repeats of the microtubule-binding domain. Those in which four-repeat (4R) tau predominates are known as 4R-tauopathies, and include progressive supranuclear palsy, corticobasal degeneration, argyrophilic grain disease, globular glial tauopathies and conditions associated with specific MAPT mutations. In these diseases, 4R-tau deposits are found in various cell types and anatomical regions of the brain and the conditions share pathological, pathophysiological and clinical characteristics. Despite being considered 'prototype' tauopathies and, therefore, ideal for studying neuroprotective agents, 4R-tauopathies are still severe and untreatable diseases for which no validated biomarkers exist. However, advances in research have addressed the issues of phenotypic overlap, early clinical diagnosis, pathophysiology and identification of biomarkers, setting a road map towards development of treatments. New clinical criteria have been developed and large cohorts with early disease are being followed up in prospective studies. New clinical trial readouts are emerging and biomarker research is focused on molecular pathways that have been identified. Lessons learned from failed trials of neuroprotective drugs are being used to design new trials. In this Review, we present an overview of the latest research in 4R-tauopathies, with a focus on progressive supranuclear palsy, and discuss how current evidence dictates ongoing and future research goals.
Collapse
Affiliation(s)
- Maria Stamelou
- Parkinson's Disease and Movement Disorders Dept, HYGEIA Hospital, Athens, Greece. .,European University of Cyprus, Nicosia, Cyprus. .,Philipps University, Marburg, Germany.
| | - Gesine Respondek
- Department of Neurology, Hanover Medical School, Hanover, Germany
| | - Nikolaos Giagkou
- Parkinson's Disease and Movement Disorders Dept, HYGEIA Hospital, Athens, Greece
| | | | - Gabor G Kovacs
- Department of Laboratory Medicine and Pathobiology and Tanz Centre for Research in Neurodegenerative Disease (CRND), University of Toronto, Toronto, Ontario, Canada.,Laboratory Medicine Program and Krembil Brain Institute, University Health Network, Toronto, Ontario, Canada
| | - Günter U Höglinger
- Department of Neurology, Hanover Medical School, Hanover, Germany.,German Center for Neurodegenerative Diseases (DZNE), Munich, Germany
| |
Collapse
|
38
|
Agarwal G, Choudhary D, Stice SP, Myers BK, Gitaitis RD, Venter SN, Kvitko BH, Dutta B. Pan-Genome-Wide Analysis of Pantoea ananatis Identified Genes Linked to Pathogenicity in Onion. Front Microbiol 2021; 12:684756. [PMID: 34489883 PMCID: PMC8417944 DOI: 10.3389/fmicb.2021.684756] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2021] [Accepted: 07/28/2021] [Indexed: 11/13/2022] Open
Abstract
Pantoea ananatis, a gram negative and facultative anaerobic bacterium is a member of a Pantoea spp. complex that causes center rot of onion, which significantly affects onion yield and quality. This pathogen does not have typical virulence factors like type II or type III secretion systems but appears to require a biosynthetic gene-cluster, HiVir/PASVIL (located chromosomally comprised of 14 genes), for a phosphonate secondary metabolite, and the 'alt' gene cluster (located in plasmid and comprised of 11 genes) that aids in bacterial colonization in onion bulbs by imparting tolerance to thiosulfinates. We conducted a deep pan-genome-wide association study (pan-GWAS) to predict additional genes associated with pathogenicity in P. ananatis using a panel of diverse strains (n = 81). We utilized a red-onion scale necrosis assay as an indicator of pathogenicity. Based on this assay, we differentiated pathogenic (n = 51)- vs. non-pathogenic (n = 30)-strains phenotypically. Pan-genome analysis revealed a large core genome of 3,153 genes and a flexible accessory genome. Pan-GWAS using the presence and absence variants (PAVs) predicted 42 genes, including 14 from the previously identified HiVir/PASVIL cluster associated with pathogenicity, and 28 novel genes that were not previously associated with pathogenicity in onion. Of the 28 novel genes identified, eight have annotated functions of site-specific tyrosine kinase, N-acetylmuramoyl-L-alanine amidase, conjugal transfer, and HTH-type transcriptional regulator. The remaining 20 genes are currently hypothetical. Further, a core-genome SNPs-based phylogeny and horizontal gene transfer (HGT) studies were also conducted to assess the extent of lateral gene transfer among diverse P. ananatis strains. Phylogenetic analysis based on PAVs and whole genome multi locus sequence typing (wgMLST) rather than core-genome SNPs distinguished red-scale necrosis inducing (pathogenic) strains from non-scale necrosis inducing (non-pathogenic) strains of P. ananatis. A total of 1182 HGT events including the HiVir/PASVIL and alt cluster genes were identified. These events could be regarded as a major contributing factor to the diversification, niche-adaptation and potential acquisition of pathogenicity/virulence genes in P. ananatis.
Collapse
Affiliation(s)
- Gaurav Agarwal
- Department of Plant Pathology, Coastal Plain Experimental Station, University of Georgia, Tifton, GA, United States
| | - Divya Choudhary
- Department of Plant Pathology, Coastal Plain Experimental Station, University of Georgia, Tifton, GA, United States
| | - Shaun P Stice
- Department of Plant Pathology, University of Georgia, Athens, GA, United States
| | - Brendon K Myers
- Department of Plant Pathology, Coastal Plain Experimental Station, University of Georgia, Tifton, GA, United States
| | - Ronald D Gitaitis
- Department of Plant Pathology, Coastal Plain Experimental Station, University of Georgia, Tifton, GA, United States
| | - Stephanus N Venter
- Department of Biochemistry, Genetics and Microbiology, Forestry and Agricultural Biotechnology Institute, University of Pretoria, Pretoria, South Africa
| | - Brian H Kvitko
- Department of Plant Pathology, University of Georgia, Athens, GA, United States
| | - Bhabesh Dutta
- Department of Plant Pathology, Coastal Plain Experimental Station, University of Georgia, Tifton, GA, United States
| |
Collapse
|
39
|
Morabito S, Miyoshi E, Michael N, Shahin S, Martini AC, Head E, Silva J, Leavy K, Perez-Rosendahl M, Swarup V. Single-nucleus chromatin accessibility and transcriptomic characterization of Alzheimer's disease. Nat Genet 2021; 53:1143-1155. [PMID: 34239132 PMCID: PMC8766217 DOI: 10.1038/s41588-021-00894-z] [Citation(s) in RCA: 235] [Impact Index Per Article: 78.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2020] [Accepted: 06/02/2021] [Indexed: 12/12/2022]
Abstract
The gene-regulatory landscape of the brain is highly dynamic in health and disease, coordinating a menagerie of biological processes across distinct cell types. Here, we present a multi-omic single-nucleus study of 191,890 nuclei in late-stage Alzheimer's disease (AD), accessible through our web portal, profiling chromatin accessibility and gene expression in the same biological samples and uncovering vast cellular heterogeneity. We identified cell-type-specific, disease-associated candidate cis-regulatory elements and their candidate target genes, including an oligodendrocyte-associated regulatory module containing links to APOE and CLU. We describe cis-regulatory relationships in specific cell types at a subset of AD risk loci defined by genome-wide association studies, demonstrating the utility of this multi-omic single-nucleus approach. Trajectory analysis of glial populations identified disease-relevant transcription factors, such as SREBF1, and their regulatory targets. Finally, we introduce single-nucleus consensus weighted gene coexpression analysis, a coexpression network analysis strategy robust to sparse single-cell data, and perform a systems-level analysis of the AD transcriptome.
Collapse
Affiliation(s)
- Samuel Morabito
- Mathematical, Computational and Systems Biology (MCSB) Program, University of California, Irvine, CA, USA
- Institute for Memory Impairments and Neurological Disorders (MIND), University of California, Irvine, CA, USA
| | - Emily Miyoshi
- Institute for Memory Impairments and Neurological Disorders (MIND), University of California, Irvine, CA, USA
- Department of Neurobiology and Behavior, University of California, Irvine, CA, USA
| | - Neethu Michael
- Institute for Memory Impairments and Neurological Disorders (MIND), University of California, Irvine, CA, USA
- Department of Neurobiology and Behavior, University of California, Irvine, CA, USA
| | - Saba Shahin
- Institute for Memory Impairments and Neurological Disorders (MIND), University of California, Irvine, CA, USA
- Department of Neurobiology and Behavior, University of California, Irvine, CA, USA
| | - Alessandra Cadete Martini
- Department of Neurobiology and Behavior, University of California, Irvine, CA, USA
- Department of Pathology and Laboratory Medicine, University of California, Irvine, CA, USA
| | - Elizabeth Head
- Department of Neurobiology and Behavior, University of California, Irvine, CA, USA
- Department of Pathology and Laboratory Medicine, University of California, Irvine, CA, USA
| | - Justine Silva
- Department of Neurobiology and Behavior, University of California, Irvine, CA, USA
| | - Kelsey Leavy
- Department of Neurobiology and Behavior, University of California, Irvine, CA, USA
| | - Mari Perez-Rosendahl
- Department of Neurobiology and Behavior, University of California, Irvine, CA, USA
- Department of Pathology and Laboratory Medicine, University of California, Irvine, CA, USA
| | - Vivek Swarup
- Institute for Memory Impairments and Neurological Disorders (MIND), University of California, Irvine, CA, USA.
- Department of Neurobiology and Behavior, University of California, Irvine, CA, USA.
| |
Collapse
|
40
|
Diez-Fairen M, Alvarez Jerez P, Berghausen J, Bandres-Ciga S. The Genetic Landscape of Parkinsonism-Related Dystonias and Atypical Parkinsonism-Related Syndromes. Int J Mol Sci 2021; 22:ijms22158100. [PMID: 34360863 PMCID: PMC8347917 DOI: 10.3390/ijms22158100] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Revised: 07/22/2021] [Accepted: 07/26/2021] [Indexed: 11/25/2022] Open
Abstract
In recent decades, genetic research has nominated promising pathways and biological insights contributing to the etiological landscape of parkinsonism-related dystonias and atypical parkinsonism-related syndromes. Several disease-causing mutations and genetic risk factors have been unraveled, providing a deeper molecular understanding of the complex genetic architecture underlying these conditions. These disorders are difficult to accurately diagnose and categorize, thus making genetics research challenging. On one hand, dystonia is an umbrella term linked to clinically heterogeneous forms of disease including dopa-responsive dystonia, myoclonus-dystonia, rapid-onset dystonia-parkinsonism and dystonia-parkinsonism, often viewed as a precursor to Parkinson’s disease. On the other hand, atypical parkinsonism disorders, such as progressive supranuclear palsy, multiple system atrophy and corticobasal degeneration, are rare in nature and represent a wide range of diverse and overlapping phenotypic variabilities, with genetic research limited by sample size availability. The current review summarizes the plethora of available genetic information for these diseases, outlining limits and future directions.
Collapse
|
41
|
Wu PF, Lu H, Zhou X, Liang X, Li R, Zhang W, Li D, Xia K. Assessment of causal effects of physical activity on neurodegenerative diseases: A Mendelian randomization study. JOURNAL OF SPORT AND HEALTH SCIENCE 2021; 10:454-461. [PMID: 33515719 PMCID: PMC8343066 DOI: 10.1016/j.jshs.2021.01.008] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/06/2020] [Revised: 10/13/2020] [Accepted: 12/17/2020] [Indexed: 05/14/2023]
Abstract
BACKGROUND Physical activity has been hypothesized to play a protective role in neurodegenerative diseases. However, effect estimates previously derived from observational studies were prone to confounding or reverse causation. METHODS We performed a two-sample Mendelian randomization (MR) analysis to explore the causal association of accelerometer-measured physical activity with 3 common neurodegenerative diseases: Alzheimer's disease (AD), Parkinson's disease (PD), and amyotrophic lateral sclerosis (ALS). We selected genetic instrumental variants reaching genome-wide significance (p < 5 × 10-8) from 2 largest meta-analyses of about 91,100 UK Biobank participants. Summary statistics for AD, PD, and ALS were retrieved from the up-to-date studies in European ancestry led by the international consortia. The random-effect, inverse-variance weighted MR was employed as the primary method, while MR pleiotropy residual sum and outlier (MR-PRESSO), weighted median, and MR-Egger were implemented as sensitivity tests. All statistical analyses were performed using the R programming language (Version 3.6.1; R Foundation for Statistical Computing, Vienna, Austria). RESULTS Primary MR analysis and replication analysis utilized 5 and 8 instrumental variables, which explained 0.2% and 0.4% variance in physical activity, respectively. In each set, one variant at 17q21 was significantly associated with PD, and MR sensitivity analyses indicated them it as an outlier and source of heterogeneity and pleiotropy. Primary results with the removal of outlier variants suggested odds ratios (ORs) of neurodegenerative diseases per unit increase in objectively measured physical activity were 1.52 for AD (95% confidence interval (95%CI): 0.88-2.63, p = 0.13) and 3.35 for PD (95%CI: 1.32-8.48, p = 0.01), while inconsistent results were shown in the replication set for AD (OR = 1.06, 95%CI: 1.01-1.12, p = 0.02) and PD (OR = 0.99, 95%CI: 0.88-0.12, p = 0.97). Similarly, the beneficial effect of physical activity on ALS (OR = 0.51, 95%CI: 0.29-0.91, p = 0.02) was not confirmed in the replication analysis (OR = 0.96, 95%CI: 0.91-1.02, p = 0.22). CONCLUSION Genetically predicted physical activity was not robustly associated with risk of neurodegenerative disorders. Triangulating evidence across other studies is necessary in order to elucidate whether enhancing physical activity is an effective approach in preventing the onset of AD, PD, or ALS.
Collapse
Affiliation(s)
- Peng-Fei Wu
- Center for Medical Genetics & Hunan Provincial Key Laboratory of Medical Genetics, School of Life Sciences, Central South University, Changsha 410008, China; Department of Neurology, Beth Israel Deaconess Medical Center & Harvard Medical School, Boston, MA 02115, USA
| | - Hui Lu
- Department of Neurology, Xuanwu Hospital, Capital Medical University, Beijing 100053, China.
| | - Xiaoting Zhou
- Department of Neurology, Xiangya Hospital, Central South University, Changsha 410008, China
| | - Xuchen Liang
- School of Physical Education, Henan University, Kaifeng 475001, China
| | - Ruizhuo Li
- School of Medicine, South China University of Technology, Guangzhou 510006, China
| | - Wan Zhang
- Department of Neurology, Beth Israel Deaconess Medical Center & Harvard Medical School, Boston, MA 02115, USA; Department of Biology, College of Arts & Sciences, Boston University, Boston, MA 02215, USA
| | - Danyang Li
- Department of Biology, College of Arts & Sciences, Boston University, Boston, MA 02215, USA
| | - Kun Xia
- Center for Medical Genetics & Hunan Provincial Key Laboratory of Medical Genetics, School of Life Sciences, Central South University, Changsha 410008, China; CAS Center for Excellence in Brain Science and Intelligence Technology, Shanghai 200031, China.
| |
Collapse
|
42
|
Franzmeier N, Ossenkoppele R, Brendel M, Rubinski A, Smith R, Kumar A, Mattsson-Carlgren N, Strandberg O, Duering M, Buerger K, Dichgans M, Hansson O, Ewers M. The BIN1 rs744373 Alzheimer's disease risk SNP is associated with faster Aβ-associated tau accumulation and cognitive decline. Alzheimers Dement 2021; 18:103-115. [PMID: 34060233 DOI: 10.1002/alz.12371] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2020] [Revised: 03/16/2021] [Accepted: 04/16/2021] [Indexed: 12/16/2022]
Abstract
INTRODUCTION The BIN1 rs744373 single nucleotide polymorphism (SNP) is a key genetic risk locus for Alzheimer's disease (AD) associated with tau pathology. Because tau typically accumulates in response to amyloid beta (Aβ), we tested whether BIN1 rs744373 accelerates Aβ-related tau accumulation. METHODS We included two samples (Alzheimer's Disease Neuroimaging Initiative [ADNI], n = 153; Biomarkers for Identifying Neurodegenerative Disorders Early and Reliably [BioFINDER], n = 63) with longitudinal 18 F-Flortaucipir positron emission tomography (PET), Aβ biomarkers, and longitudinal cognitive assessments. We assessed whether BIN1 rs744373 was associated with faster tau-PET accumulation at a given level of Aβ and whether faster BIN1 rs744373-associated tau-PET accumulation mediated cognitive decline. RESULTS BIN1 rs744373 risk-allele carriers showed faster global tau-PET accumulation (ADNI/BioFINDER, P < .001/P < .001). We found significant Aβ by rs744373 interactions on global tau-PET change (ADNI: β/standard error [SE] = 0.42/0.14, P = 0.002; BioFINDER: β/SE = -0.35/0.15, P = .021), BIN1 risk-allele carriers showed accelerated tau-PET accumulation at higher Aβ levels. In ADNI, rs744373 effects on cognitive decline were mediated by faster global tau-PET accumulation (β/SE = 0.20/0.07, P = .005). DISCUSSION BIN1-associated AD risk is potentially driven by accelerated tau accumulation in the face of Aβ.
Collapse
Affiliation(s)
- Nicolai Franzmeier
- Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig-Maximilians-Universität LMU, Munich, Germany
| | - Rik Ossenkoppele
- Clinical Memory Research Unit, Department of Clinical Sciences Malmö, Lund University, Lund, Sweden.,Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
| | - Matthias Brendel
- Department of Nuclear Medicine, University Hospital, LMU Munich, Munich, Germany.,Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Anna Rubinski
- Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig-Maximilians-Universität LMU, Munich, Germany
| | - Ruben Smith
- Clinical Memory Research Unit, Department of Clinical Sciences Malmö, Lund University, Lund, Sweden.,Department of Neurology, Skåne University Hospital, Lund, Sweden
| | - Atul Kumar
- Clinical Memory Research Unit, Department of Clinical Sciences Malmö, Lund University, Lund, Sweden
| | - Niklas Mattsson-Carlgren
- Clinical Memory Research Unit, Department of Clinical Sciences Malmö, Lund University, Lund, Sweden.,Department of Neurology, Skåne University Hospital, Lund, Sweden
| | - Olof Strandberg
- Clinical Memory Research Unit, Department of Clinical Sciences Malmö, Lund University, Lund, Sweden
| | - Marco Duering
- Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig-Maximilians-Universität LMU, Munich, Germany.,Medical Image Analysis Center (MIAC AG), Basel, Switzerland.,Department of Biomedical Engineering, University of Basel, Basel, Switzerland
| | - Katharina Buerger
- Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig-Maximilians-Universität LMU, Munich, Germany.,German Center for Neurodegenerative Diseases (DZNE), Munich, Germany
| | - Martin Dichgans
- Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig-Maximilians-Universität LMU, Munich, Germany.,Munich Cluster for Systems Neurology (SyNergy), Munich, Germany.,German Center for Neurodegenerative Diseases (DZNE), Munich, Germany
| | - Oskar Hansson
- Clinical Memory Research Unit, Department of Clinical Sciences Malmö, Lund University, Lund, Sweden.,Memory Clinic, Skåne University Hospital, Lund, Sweden
| | - Michael Ewers
- Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig-Maximilians-Universität LMU, Munich, Germany.,German Center for Neurodegenerative Diseases (DZNE), Munich, Germany
| | | |
Collapse
|
43
|
Kouri N, Murray ME, Reddy JS, Serie DJ, Soto-Beasley A, Allen M, Carrasquillo MM, Wang X, Castanedes MC, Baker MC, Rademakers R, Uitti RJ, Graff-Radford NR, Wszolek ZK, Schellenberg GD, Crook JE, Ertekin-Taner N, Ross OA, Dickson DW. Latent trait modeling of tau neuropathology in progressive supranuclear palsy. Acta Neuropathol 2021; 141:667-680. [PMID: 33635380 PMCID: PMC8043857 DOI: 10.1007/s00401-021-02289-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2020] [Revised: 02/15/2021] [Accepted: 02/16/2021] [Indexed: 11/01/2022]
Abstract
Progressive supranuclear palsy (PSP) is the second most common neurodegenerative Parkinsonian disorder after Parkinson's disease, and is characterized as a primary tauopathy. Leveraging the considerable clinical and neuropathologic heterogeneity associated with PSP, we measured tau neuropathology as quantitative traits to perform a genome-wide association study (GWAS) within PSP to identify genes and biological pathways that underlie the PSP disease process. In 882 PSP cases, semi-quantitative scores for phosphorylated tau-immunoreactive coiled bodies (CBs), neurofibrillary tangles (NFTs), tufted astrocytes (TAs), and tau threads were documented from 18 brain regions, and converted to latent trait (LT) variables using the R ltm package. LT analysis utilizes a multivariate regression model that links categorical responses to unobserved covariates allowing for a reduction of dimensionality, generating a single, continuous variable to account for the multiple lesions and brain regions assessed. We first tested for association with PSP LTs and the top PSP GWAS susceptibility loci. Significant SNP/LT associations were identified at rs242557 (MAPT H1c sub-haplotype) with hindbrain CBs and rs1768208 (MOBP) with forebrain tau threads. Digital microscopy was employed to quantify phosphorylated tau burden in midbrain tectum and red nucleus in 795 PSP cases and tau burdens were used as quantitative phenotypes in GWAS. Top associations were identified at rs1768208 with midbrain tectum and red nucleus tau burden. Additionally, we performed a PSP LT GWAS on an initial cohort, a follow-up SNP panel (37 SNPs, P < 10-5) in an extended cohort, and a combined analysis. Top SNP/LT associations were identified at SNPs in or near SPTBN5/EHD4, SEC13/ATP2B2, EPHB1/PPP2R3A, TBC1D8, IFNGR1/OLIG3, ST6GAL1, HK1, CALB1, and SGCZ. Finally, testing for SNP/transcript associations using whole transcriptome and whole genome data identified significant expression quantitative trait loci at rs3088159/SPTBN5/EHD4 and rs154239/GHRL. Modeling tau neuropathology heterogeneity using LTs as quantitative phenotypes in a GWAS may provide substantial insight into biological pathways involved in PSP by affecting regional tau burden.
Collapse
Affiliation(s)
- Naomi Kouri
- Department of Neuroscience, Mayo Clinic, 4500 San Pablo Road, Jacksonville, FL, 32224, USA
| | - Melissa E Murray
- Department of Neuroscience, Mayo Clinic, 4500 San Pablo Road, Jacksonville, FL, 32224, USA
| | - Joseph S Reddy
- Department of Health Sciences Research, Mayo Clinic, Jacksonville, FL, USA
| | - Daniel J Serie
- Department of Health Sciences Research, Mayo Clinic, Jacksonville, FL, USA
| | - Alexandra Soto-Beasley
- Department of Neuroscience, Mayo Clinic, 4500 San Pablo Road, Jacksonville, FL, 32224, USA
| | - Mariet Allen
- Department of Neuroscience, Mayo Clinic, 4500 San Pablo Road, Jacksonville, FL, 32224, USA
| | - Minerva M Carrasquillo
- Department of Neuroscience, Mayo Clinic, 4500 San Pablo Road, Jacksonville, FL, 32224, USA
| | - Xue Wang
- Department of Neuroscience, Mayo Clinic, 4500 San Pablo Road, Jacksonville, FL, 32224, USA
- Department of Health Sciences Research, Mayo Clinic, Jacksonville, FL, USA
| | | | - Matthew C Baker
- Department of Neuroscience, Mayo Clinic, 4500 San Pablo Road, Jacksonville, FL, 32224, USA
| | - Rosa Rademakers
- Department of Neuroscience, Mayo Clinic, 4500 San Pablo Road, Jacksonville, FL, 32224, USA
- VIB-UAntwerp Center for Molecular Neurology, Antwerp, Belgium
| | - Ryan J Uitti
- Department of Neurology, Mayo Clinic, Jacksonville, FL, USA
| | | | | | - Gerard D Schellenberg
- Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Julia E Crook
- Department of Health Sciences Research, Mayo Clinic, Jacksonville, FL, USA
| | - Nilüfer Ertekin-Taner
- Department of Neuroscience, Mayo Clinic, 4500 San Pablo Road, Jacksonville, FL, 32224, USA
- Department of Neurology, Mayo Clinic, Jacksonville, FL, USA
| | - Owen A Ross
- Department of Neuroscience, Mayo Clinic, 4500 San Pablo Road, Jacksonville, FL, 32224, USA
| | - Dennis W Dickson
- Department of Neuroscience, Mayo Clinic, 4500 San Pablo Road, Jacksonville, FL, 32224, USA.
| |
Collapse
|
44
|
Swarup V, Chang TS, Duong DM, Dammer EB, Dai J, Lah JJ, Johnson ECB, Seyfried NT, Levey AI, Geschwind DH. Identification of Conserved Proteomic Networks in Neurodegenerative Dementia. Cell Rep 2021; 31:107807. [PMID: 32579933 PMCID: PMC8221021 DOI: 10.1016/j.celrep.2020.107807] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2019] [Revised: 04/27/2020] [Accepted: 06/03/2020] [Indexed: 12/11/2022] Open
Abstract
Data-driven analyses are increasingly valued in modern medicine. We integrate quantitative proteomics and transcriptomics from over 1,000 post-mortem brains from six cohorts representing Alzheimer’s disease (AD), asymptomatic AD, progressive supranuclear palsy (PSP), and control patients from the Accelerating Medicines Partnership – Alzheimer’s Disease consortium. We define robust co-expression trajectories related to disease progression, including early neuronal, microglial, astrocyte, and immune response modules, and later mRNA splicing and mitochondrial modules. The majority of, but not all, modules are conserved at the transcriptomic level, including module C3, which is only observed in proteome networks and enriched in mitogen-activated protein kinase (MAPK) signaling. Genetic risk enriches in modules changing early in disease and indicates that AD and PSP have distinct causal biological drivers at the pathway level, despite aspects of similar pathology, including synaptic loss and glial inflammatory changes. The conserved, high-confidence proteomic changes enriched in genetic risk represent targets for drug discovery. Swarup et al. use a multi-omic, multi-cohort approach to identify robust early and late proteomic changes in AD and other neurodegenerative dementias and find that genetic risk is differentially enriched across disorders. Shared co-expression modules showing consistent molecular alterations at multi-omic levels are ripe for future investigation as drug targets.
Collapse
Affiliation(s)
- Vivek Swarup
- Program in Neurogenetics, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Timothy S Chang
- Program in Neurogenetics, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Duc M Duong
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Eric B Dammer
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Jingting Dai
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA 30322, USA; Department of Neurology, Emory University School of Medicine, Atlanta, GA 30322, USA; Department of Neurology, Second Xiangya Hospital, Central South University, Changsha, China
| | - James J Lah
- Department of Neurology, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Erik C B Johnson
- Department of Neurology, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Nicholas T Seyfried
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA 30322, USA; Department of Neurology, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Allan I Levey
- Department of Neurology, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Daniel H Geschwind
- Program in Neurogenetics, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA 90095, USA; Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA 90095, USA; Institute of Precision Health, University of California, Los Angeles, Los Angeles, CA 90095, USA.
| |
Collapse
|
45
|
Litvan I, Proudfoot JA, Martin ER, Standaert D, Riley D, Hall D, Marras C, Bayram E, Dubinsky RM, Bordelon Y, Reich S, Shprecher D, Kluger B, Cunningham C, Schellenberg GD, Jankovic J. Gene-Environment Interactions in Progressive Supranuclear Palsy. Front Neurol 2021; 12:664796. [PMID: 33897612 PMCID: PMC8062875 DOI: 10.3389/fneur.2021.664796] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2021] [Accepted: 03/15/2021] [Indexed: 11/16/2022] Open
Abstract
Several genetic and environmental factors have been reported in progressive supranuclear palsy (PSP), although none were identified as a definitive cause. We aimed to explore potential gene-environment interactions in PSP. Two hundred and ninety two PSP cases and 292 controls matched for age, sex, and race from the ENGENE-PSP were analyzed to determine the association between PSP and minor alleles of 5 single nucleotide polymorphisms (SNPs) in 4 genes (MAPT, MOBP, EIF2AK3, and STX6), which were previously associated with PSP risk. Interactions between these SNPs and environmental factors, including previously reported occupational and agricultural risk factors for PSP, were assessed for PSP odds and age of symptom onset. Minor alleles of MAPTrs242557 and EIF2AK3rs7571971 were individually associated with increased odds; MAPTrs8070723 minor alleles were associated with lower PSP odds. There were several gene-environment interactions for PSP odds and age of symptom onset, however, they did not remain significant after FDR-correction. Larger scale studies are required to determine potential interactions.
Collapse
Affiliation(s)
- Irene Litvan
- Department of Neurosciences, Parkinson and Other Movement Disorders Center, University of California, San Diego, La Jolla, CA, United States
| | - James A. Proudfoot
- Clinical and Translational Research Institute, University of California, San Diego, La Jolla, CA, United States
| | - Eden R. Martin
- John P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, FL, United States
| | - David Standaert
- Department of Neurology, University of Alabama at Birmingham, Birmingham, AL, United States
| | - David Riley
- InMotion, Warrensville Heights, OH, United States
| | - Deborah Hall
- Department of Neurological Sciences, Rush University, Chicago, IL, United States
| | - Connie Marras
- Morto and Gloria Shulman Movement Disorders Centre and the Edmond J. Safra Program in Parkinson's Research, Toronto Western Hospital, University of Toronto, Toronto, ON, Canada
| | - Ece Bayram
- Department of Neurosciences, Parkinson and Other Movement Disorders Center, University of California, San Diego, La Jolla, CA, United States
| | - Richard M. Dubinsky
- Department of General Neurology, University of Kansas Medical Center, Kansas City, KS, United States
| | - Yvette Bordelon
- Department of Neurology, University of California, Los Angeles, Los Angeles, CA, United States
| | - Stephen Reich
- Department of Neurology, University of Maryland School of Medicine, Baltimore, MD, United States
| | - David Shprecher
- Banner Sun Health Research Institute, Sun City, AZ, United States
- Department of Neurology, University of Utah, Salt City, UT, United States
| | - Benzi Kluger
- Department of Neurology, University of Colorado, Denver, CO, United States
| | - Christopher Cunningham
- Division of Movement Disorders, Department of Neurology, University of Louisville School of Medicine, Louisville, KY, United States
| | - Gerard D. Schellenberg
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, United States
| | - Joseph Jankovic
- Parkinson's Disease Center and Movement Disorders Clinic, Department of Neurology, Baylor College of Medicine, Houston, TX, United States
| |
Collapse
|
46
|
Rini J, Asken B, Geier E, Rankin K, Kramer J, Boxer A, Miller B, Yokoyama J, Spina S. Genetic pleiotropy and the shared pathological features of corticobasal degeneration and progressive supranuclear palsy: a case report and a review of the literature. Neurocase 2021; 27:120-128. [PMID: 33754963 PMCID: PMC8137543 DOI: 10.1080/13554794.2021.1879869] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Though distinct pathological entities, corticobasal degeneration (CBD) and progressive supranuclear palsy (PSP) share multiple biochemical and genetic features suggesting overlapping pathophysiology. We report the case of a patient with an 18-year clinical course consistent with behavioral variant frontotemporal dementia. The neuropathological assessment revealed unclassifiable frontotemporal lobar degeneration with tau-immunoreactive inclusions sharing features of both CBD and PSP. Whole-genome sequencing revealed a unique combination of pleiotropic genetic risk variants associated with both PSP and CBD. These findings support the observation that CBD and PSP share genetic co-expression networks that influence neurodegenerative pathogenesis common to 4R tauopathies.
Collapse
Affiliation(s)
- James Rini
- Memory and Aging Center, University of California, San Francisco, CA, United States.,Global Brain Health Institute, University of California, San Francisco, CA, United States
| | - Breton Asken
- Memory and Aging Center, University of California, San Francisco, CA, United States.,Global Brain Health Institute, University of California, San Francisco, CA, United States
| | - Ethan Geier
- Memory and Aging Center, University of California, San Francisco, CA, United States.,Global Brain Health Institute, University of California, San Francisco, CA, United States
| | - Katherine Rankin
- Memory and Aging Center, University of California, San Francisco, CA, United States.,Global Brain Health Institute, University of California, San Francisco, CA, United States
| | - Joel Kramer
- Memory and Aging Center, University of California, San Francisco, CA, United States.,Global Brain Health Institute, University of California, San Francisco, CA, United States
| | - Adam Boxer
- Memory and Aging Center, University of California, San Francisco, CA, United States.,Global Brain Health Institute, University of California, San Francisco, CA, United States
| | - Bruce Miller
- Memory and Aging Center, University of California, San Francisco, CA, United States.,Global Brain Health Institute, University of California, San Francisco, CA, United States
| | - Jennifer Yokoyama
- Memory and Aging Center, University of California, San Francisco, CA, United States.,Global Brain Health Institute, University of California, San Francisco, CA, United States
| | - Salvatore Spina
- Memory and Aging Center, University of California, San Francisco, CA, United States.,Global Brain Health Institute, University of California, San Francisco, CA, United States
| |
Collapse
|
47
|
Wang JC, Ramaswami G, Geschwind DH. Gene co-expression network analysis in human spinal cord highlights mechanisms underlying amyotrophic lateral sclerosis susceptibility. Sci Rep 2021; 11:5748. [PMID: 33707641 PMCID: PMC7970949 DOI: 10.1038/s41598-021-85061-4] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2020] [Accepted: 01/14/2021] [Indexed: 12/23/2022] Open
Abstract
Amyotrophic lateral sclerosis (ALS) is a neurodegenerative disease defined by motor neuron (MN) loss. Multiple genetic risk factors have been identified, implicating RNA and protein metabolism and intracellular transport, among other biological mechanisms. To achieve a systems-level understanding of the mechanisms governing ALS pathophysiology, we built gene co-expression networks using RNA-sequencing data from control human spinal cord samples, identifying 13 gene co-expression modules, each of which represents a distinct biological process or cell type. Analysis of four RNA-seq datasets from a range of ALS disease-associated contexts reveal dysregulation in numerous modules related to ribosomal function, wound response, and leukocyte activation, implicating astrocytes, oligodendrocytes, endothelia, and microglia in ALS pathophysiology. To identify potentially causal processes, we partitioned heritability across the genome, finding that ALS common genetic risk is enriched within two specific modules, SC.M4, representing genes related to RNA processing and gene regulation, and SC.M2, representing genes related to intracellular transport and autophagy and enriched in oligodendrocyte markers. Top hub genes of this latter module include ALS-implicated risk genes such as KPNA3, TMED2, and NCOA4, the latter of which regulates ferritin autophagy, implicating this process in ALS pathophysiology. These unbiased, genome-wide analyses confirm the utility of a systems approach to understanding the causes and drivers of ALS.
Collapse
Affiliation(s)
- Jerry C Wang
- Program in Neurogenetics, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
| | - Gokul Ramaswami
- Program in Neurogenetics, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
| | - Daniel H Geschwind
- Program in Neurogenetics, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA. .,Center for Autism Research and Treatment, Semel Institute, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA. .,Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA. .,Institute for Precision Health, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA.
| |
Collapse
|
48
|
Gordon A, Yoon SJ, Tran SS, Makinson CD, Park JY, Andersen J, Valencia AM, Horvath S, Xiao X, Huguenard JR, Pașca SP, Geschwind DH. Long-term maturation of human cortical organoids matches key early postnatal transitions. Nat Neurosci 2021; 24:331-342. [PMID: 33619405 PMCID: PMC8109149 DOI: 10.1038/s41593-021-00802-y] [Citation(s) in RCA: 164] [Impact Index Per Article: 54.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2020] [Accepted: 01/12/2021] [Indexed: 01/31/2023]
Abstract
Human stem-cell-derived models provide the promise of accelerating our understanding of brain disorders, but not knowing whether they possess the ability to mature beyond mid- to late-fetal stages potentially limits their utility. We leveraged a directed differentiation protocol to comprehensively assess maturation in vitro. Based on genome-wide analysis of the epigenetic clock and transcriptomics, as well as RNA editing, we observe that three-dimensional human cortical organoids reach postnatal stages between 250 and 300 days, a timeline paralleling in vivo development. We demonstrate the presence of several known developmental milestones, including switches in the histone deacetylase complex and NMDA receptor subunits, which we confirm at the protein and physiological levels. These results suggest that important components of an intrinsic in vivo developmental program persist in vitro. We further map neurodevelopmental and neurodegenerative disease risk genes onto in vitro gene expression trajectories to provide a resource and webtool (Gene Expression in Cortical Organoids, GECO) to guide disease modeling.
Collapse
Affiliation(s)
- Aaron Gordon
- Department of Neurology, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Se-Jin Yoon
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA
- Stanford Brain Organogenesis, Wu Tsai Neurosciences Institute, Stanford University, Stanford, CA, USA
| | - Stephen S Tran
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
- Department of Integrative Biology, University of California Los Angeles, Angeles, CA, USA
| | - Christopher D Makinson
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, CA, USA
| | - Jin Young Park
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA
- Stanford Brain Organogenesis, Wu Tsai Neurosciences Institute, Stanford University, Stanford, CA, USA
| | - Jimena Andersen
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA
- Stanford Brain Organogenesis, Wu Tsai Neurosciences Institute, Stanford University, Stanford, CA, USA
| | - Alfredo M Valencia
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA
- Stanford Brain Organogenesis, Wu Tsai Neurosciences Institute, Stanford University, Stanford, CA, USA
| | - Steve Horvath
- Department of Biostatistics, Fielding School of Public Health, University of California Los Angeles, Los Angeles, CA, USA
- Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, CA, USA
| | - Xinshu Xiao
- Department of Integrative Biology, University of California Los Angeles, Angeles, CA, USA
- Molecular Biology Institute, University of California Los Angeles, Los Angeles, CA, USA
- Institute for Quantitative and Computational Biology, University of California Los Angeles, Los Angeles, CA, USA
| | - John R Huguenard
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, CA, USA
| | - Sergiu P Pașca
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA.
- Stanford Brain Organogenesis, Wu Tsai Neurosciences Institute, Stanford University, Stanford, CA, USA.
| | - Daniel H Geschwind
- Department of Neurology, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA.
- Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, CA, USA.
- Program in Neurobehavioral Genetics, Semel Institute, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA.
- Center for Autism Research and Treatment, Semel Institute, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA.
| |
Collapse
|
49
|
Jabbari E, Koga S, Valentino RR, Reynolds RH, Ferrari R, Tan MMX, Rowe JB, Dalgard CL, Scholz SW, Dickson DW, Warner TT, Revesz T, Höglinger GU, Ross OA, Ryten M, Hardy J, Shoai M, Morris HR. Genetic determinants of survival in progressive supranuclear palsy: a genome-wide association study. Lancet Neurol 2021; 20:107-116. [PMID: 33341150 PMCID: PMC7116626 DOI: 10.1016/s1474-4422(20)30394-x] [Citation(s) in RCA: 55] [Impact Index Per Article: 18.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2020] [Revised: 09/23/2020] [Accepted: 09/28/2020] [Indexed: 12/17/2022]
Abstract
BACKGROUND The genetic basis of variation in the progression of primary tauopathies has not been determined. We aimed to identify genetic determinants of survival in progressive supranuclear palsy (PSP). METHODS In stage one of this two stage genome-wide association study (GWAS), we included individuals with PSP, diagnosed according to pathological and clinical criteria, from two separate cohorts: the 2011 PSP GWAS cohort, from brain banks based at the Mayo Clinic (Jacksonville, FL, USA) and in Munich (Germany), and the University College London PSP cohort, from brain banks and the PROSPECT study, a UK-wide longitudinal study of patients with atypical parkinsonian syndromes. Individuals were included if they had clinical data available on sex, age at motor symptom onset, disease duration (from motor symptom onset to death or to the date of censoring, Dec 1, 2019, if individuals were alive), and PSP phenotype (with reference to the 2017 Movement Disorder Society criteria). Genotype data were used to do a survival GWAS using a Cox proportional hazards model. In stage two, data from additional individuals from the Mayo Clinic brain bank, which were obtained after the 2011 PSP GWAS, were used for a pooled analysis. We assessed the expression quantitative trait loci (eQTL) profile of variants that passed genome-wide significance in our GWAS using the Functional Mapping and Annotation of GWAS platform, and did colocalisation analyses using the eQTLGen and PsychENCODE datasets. FINDINGS Data were collected and analysed between Aug 1, 2016, and Feb 1, 2020. Data were available for 1001 individuals of white European ancestry with PSP in stage one. We found a genome-wide significant association with survival at chromosome 12 (lead single nucleotide polymorphism rs2242367, p=7·5 × 10-10, hazard ratio 1·42 [95% CI 1·22-1·67]). rs2242367 was associated with survival in the individuals added in stage two (n=238; p=0·049, 1·22 [1·00-1·48]) and in the pooled analysis of both stages (n=1239; p=1·3 × 10-10, 1·37 [1·25-1·51]). An eQTL database screen revealed that rs2242367 is associated with increased expression of LRRK2 and two long intergenic non-coding RNAs (lncRNAs), LINC02555 and AC079630.4, in whole blood. Although we did not detect a colocalisation signal for LRRK2, analysis of the PSP survival signal and eQTLs for LINC02555 in the eQTLGen blood dataset revealed a posterior probability of hypothesis 4 of 0·77, suggesting colocalisation due to a single shared causal variant. INTERPRETATION Genetic variation at the LRRK2 locus was associated with survival in PSP. The mechanism of this association might be through a lncRNA-regulated effect on LRRK2 expression because LINC02555 has previously been shown to regulate LRRK2 expression. LRRK2 has been associated with sporadic and familial forms of Parkinson's disease, and our finding suggests a genetic overlap with PSP. Further functional studies will be important to assess the potential of LRRK2 modulation as a disease-modifying therapy for PSP and related tauopathies. FUNDING PSP Association, CBD Solutions, Medical Research Council (UK).
Collapse
Affiliation(s)
- Edwin Jabbari
- Department of Clinical and Movement Neurosciences, University College London Queen Square Institute of Neurology, London, UK; Movement Disorders Centre, University College London Queen Square Institute of Neurology, London, UK.
| | - Shunsuke Koga
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | | | - Regina H Reynolds
- Department of Neurodegenerative Disease, University College London Queen Square Institute of Neurology, London, UK; NIHR Great Ormond Street Hospital Biomedical Research Centre, University College London, London, UK; Great Ormond Street Institute of Child Health, Genetics and Genomic Medicine, University College London, London, UK
| | - Raffaele Ferrari
- Department of Neurodegenerative Disease, University College London Queen Square Institute of Neurology, London, UK
| | - Manuela M X Tan
- Department of Clinical and Movement Neurosciences, University College London Queen Square Institute of Neurology, London, UK; Movement Disorders Centre, University College London Queen Square Institute of Neurology, London, UK
| | - James B Rowe
- Department of Clinical Neurosciences, University of Cambridge, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | - Clifton L Dalgard
- Department of Anatomy, Physiology and Genetics, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Sonja W Scholz
- Department of Neurology, Johns Hopkins University Medical Center, Baltimore, MD, USA; Neurodegenerative Diseases Research Unit, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | | | - Thomas T Warner
- Reta Lila Weston Institute, University College London Queen Square Institute of Neurology, London, UK; Queen Square Brain Bank for Neurological Disorders, University College London Queen Square Institute of Neurology, London, UK
| | - Tamas Revesz
- Reta Lila Weston Institute, University College London Queen Square Institute of Neurology, London, UK; Queen Square Brain Bank for Neurological Disorders, University College London Queen Square Institute of Neurology, London, UK
| | - Günter U Höglinger
- German Center for Neurodegenerative Diseases, Munich, Germany; Department of Neurology, Hannover Medical School, Hannover, Germany
| | - Owen A Ross
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Mina Ryten
- Department of Neurodegenerative Disease, University College London Queen Square Institute of Neurology, London, UK; NIHR Great Ormond Street Hospital Biomedical Research Centre, University College London, London, UK; Great Ormond Street Institute of Child Health, Genetics and Genomic Medicine, University College London, London, UK
| | - John Hardy
- Department of Neurodegenerative Disease, University College London Queen Square Institute of Neurology, London, UK; Reta Lila Weston Institute, University College London Queen Square Institute of Neurology, London, UK; Dementia Research Institute at University College London, University College London Queen Square Institute of Neurology, London, UK; Institute for Advanced Study, The Hong Kong University of Science and Technology, Hong Kong Special Administrative Region, China
| | - Maryam Shoai
- Department of Neurodegenerative Disease, University College London Queen Square Institute of Neurology, London, UK
| | - Huw R Morris
- Department of Clinical and Movement Neurosciences, University College London Queen Square Institute of Neurology, London, UK; Movement Disorders Centre, University College London Queen Square Institute of Neurology, London, UK.
| |
Collapse
|
50
|
Wen Y, Zhou Y, Jiao B, Shen L. Genetics of Progressive Supranuclear Palsy: A Review. JOURNAL OF PARKINSON'S DISEASE 2021; 11:93-105. [PMID: 33104043 PMCID: PMC7990399 DOI: 10.3233/jpd-202302] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Accepted: 09/26/2020] [Indexed: 02/06/2023]
Abstract
Progressive supranuclear palsy (PSP) is an atypical parkinsonism with prominent 4R-tau neuropathology, and the classical clinical phenotype is characterized by vertical supranuclear gaze palsy, unprovoked falls, akinetic-rigid syndrome and cognitive decline. Though PSP is generally regarded as sporadic, there is increasing evidence suggesting that a series of common and rare genetic variants impact on sporadic and familial forms of PSP. To date, more than 10 genes have been reported to show a potential association with PSP. Among these genes, the microtubule-associated protein tau (MAPT) is the risk locus with the strongest effect size on sporadic PSP in the case-control genome-wide association studies (GWAS). Additionally, MAPT mutations are the most common cause of familial PSP while the leucine-rich repeat kinase 2 (LRRK2) is a rare monogenic cause of PSP, and several other gene mutations may mimic the PSP phenotype, like the dynactin subunit 1 (DCTN1). In total, 15 MAPT mutations have been identified in cases with PSP, and the mean age at onset is much earlier than in cases carrying LRRK2 or DCTN1 mutations. GWAS have further identified several risk loci of PSP, proposing molecular pathways related to PSP. The present review focused on genetic studies on PSP and summarized genetic factors of PSP, which may help to elucidate the underlying pathogenesis and provide new perspectives for therapeutic strategies.
Collapse
Affiliation(s)
- Yafei Wen
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, PR China
| | - Yafang Zhou
- Department of Geriatrics Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, PR China
| | - Bin Jiao
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, PR China
- National Clinical Research Center for Geriatric Disorders, Central South University, Changsha, Hunan, PR China
- Key Laboratory of Hunan Province in Neurodegenerative Disorders, Central South University, Changsha, Hunan, PR China
| | - Lu Shen
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, PR China
- National Clinical Research Center for Geriatric Disorders, Central South University, Changsha, Hunan, PR China
- Key Laboratory of Hunan Province in Neurodegenerative Disorders, Central South University, Changsha, Hunan, PR China
- Key Laboratory of Organ Injury, Aging and Regenerative Medicine of Hunan Province, Changsha, Hunan, PR China
| |
Collapse
|